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12. (a) R(150, 2000) = 333
                                                                 (b) R(160, 2000) = 354
                                                                 (c) R(170, 2000) = 375
                                                                 (d) The extra distance gained appears to be
                                                                     a constant 21 feet.
Chapter 12                                                  13. H(80, 20) = 77.4, H(80, 40) = 80.4, and
                                                                H(80, 60) = 82.8. It appears that at 80◦ ,
                                                                increasing the humidity by 20% increases the
                                                                heat index by about 3.
Functions of                                                14. H(90, 20) = 86.5, H(90, 40) = 92.3, and
                                                                H(90, 60) = 100.5. At 90◦ , each extra 20%
Several Variables                                               humidity adds about 7 to the heat index (but
                                                                this is also not constant).
and Partial                                                 15. x2 + y 2 = 1 or 2 or 3

Differentiation                                                                                   1.5



                                                                                                 1.0
                                                                                                                           z=3


                                                                                                                          z=2

                                                                                                                   z=1
                                                                                                 0.5



                                                                                                 0.0

12.1      Functions of Several                                     −1.5   −1.0
                                                                              x
                                                                                     −0.5               0.0         0.5          1.0   1.5

                                                                                                 −0.5

          Variables                                                                          y
                                                                                                 −1.0


 1. Domain = {(x, y)|y = −x}
                                                                                                 −1.5

                            2
 2. Domain = {(x, y)|y = x }
                                                                z = y2
 3. Domain = (x, y)| x2 + y 2 ≥ 1
                                                                                                 2.0

 4. Domain =      (x, y) | 1 < x2 + y 2 ≤ 4
                                                                                                 1.5

 5. Domain = {(x, y, z)|x2 + y 2 + z 2 < 4}
                                                                                             z 1.0
 6. Domain = {(x, y, z)|x2 + y 2 = z}
                                                                                                 0.5
 7. (a) Range = {z|z ≥ 0}
     (b) Range = { z | 0 ≤ z ≤ 2 }                                                               0.0
                                                                              −1.0       −0.5           0.0       0.5       1.0
 8. (a) Range = {z| − 1 ≤ z ≤ 1}                                                     y


     (b) Range = { z | − 1 ≤ z ≤ 1 }
 9. (a) Range = {z|z ≥ −1}                                      z = x2 + y 2
                        π        π
    (b) Range = z | −      ≤ z <
                        4        2                                                                          8


10. (a) Range = {z|z > 0}                                                                                   6

     (b) Range =     z | 0 < z ≤ e2
                                                                                                            4

11. (a) R(150, 1000) = 312
                                                                                                            2
     (b) R(150, 2000) = 333
                                                                                                            0
       (c) R(150, 3000) = 350                                             2              1           1 00       −1 −2
                                                                                                                     −1           −2
                                                                                                 2              y
                                                                                                                      x
     (d) The distance gained varies from 17 feet to
         21 feet.

                                                      660
12.1. FUNCTIONS OF SEVERAL VARIABLES                                                                                                                                                   661

16. For x = 0, z = −y 2                                                                                                              3



                                                                                                                                     2
                              y
                       −1.0        −0.5        0.0         0.5             1.0                                                                                             z=3

                                         0.0                                                                                         1                          z=2
                                                                                                                                                  z=1


                                      −0.5                                                                                           0

                                                                                                      −3     −2         −1                   0              1         2          3
                                                                                                                   x
                                                                                                                                    −1
                                    z −1.0
                                                                                                                                y

                                                                                                                                    −2
                                      −1.5


                                                                                                                                    −3
                                      −2.0


                                                                                                     x = 0 ⇒ z = |y|
      For y = 0, z = x2                                                                                                              5

                                         2.0
                                                                                                                                     4


                                         1.5
                                                                                                                                     3
                                                                                                                                z

                                     z 1.0                                                                                           2



                                                                                                                                     1
                                         0.5


                                                                                                                                     0
                                         0.0                                                               −5.0        −2.5              0.0                2.5           5.0
                       −1.0        −0.5        0.0         0.5             1.0                                         y
                              x




                                                                                                     z=      x2 + y 2
      z = x2 − y 2
                                                     10

                                                     8                                                                                   5

                                                     6
                                                                                                                                         4

                                                     4
                                                                                                                                         3
                                                     2
                                                                                                                                         2
                        −5.0                         0
                                   −2.5                                          −5.0
                                                              −2.5                                                                       1
                                y          0.0
                                            0.0
                               2.5                   −2
                                                      2.5              x
                 5.0
                                                                 5.0                                                                     0                  4
                                                     −4                                                           −4       −2                       2
                                                                                                                                             00
                                                                                                                                    −2                  2         4
                                                                                                                            x
                                                                                                                           −4
                                                     −6                                                                         y

                                                     −8

                                                     −10



      x2 − y 2 = 1 or − 1. For z = −1; z = 1.                                                    18. 2x2 − y = 0 or 1 or 2
                                          10
                                                                                                                                     8

                                          8
                                                                                                                                     7
                                          6
                                                                                                                                     6

                                          4
                                                                                                                                     5

                                          2
                                                                                                                                     4

                                          0
                                                                                                                                     3
      −10   −8    −6          −4     −2   0               2        4             6      8   10                                           2.7
                                       −2
                       x                                                                                                             2
                                                                                                                                             .7
                                          −4
                                                                                                                                     1
                                     y
                                          −6
                                                                                                                                     0                                           1.7

                                          −8                                                         −2           −1                         0                    1              2
                                                                                                                                    −1
                                                                                                                   x
                                         −10
                                                                                                                                    −2




17.     x2 + y 2 = 1 or 2 or 3                                                                       z = −y
662                                                                       CHAPTER 12. FUNCTIONS OF SEVERAL VARS. AND PARTIAL DIFF.

                                                  5                                                                                                   2.0

                                                  4                                                                                                   1.6

                                                  3                                                                                                   1.2

                                                  2                                                                                                   0.8

                                                  1                                                                                                   0.4

                                                  0                                                                                                   0.0
       −5    −4        −3           −2       −1   0               1       2       3       4       5        −2                −1                             0                    1                   2
                                               −1                                                                                                 −0.4
                            y                                                                                                x

                                                 −2                                                                                               −0.8
                                             z                                                                                                y
                                                 −3                                                                                               −1.2

                                                 −4                                                                                               −1.6

                                                 −5                                                                                               −2.0




      z = 2x2 − y                                                                                         z=          4 − x2 − y 2
                                             10.0
                                                                                                                                                       2.0



                                              7.5
                                                                                                                                                       1.5



                                              5.0
                                                                                                                                                       1.0



                                              2.5                         4                                                                            0.5

                                                              2                                                                                                                              4
                                                                                                                  −4
       −4                                      0
                                              0.0
                                                                                                                                   −2                  0.0                   2
                            −2
                            y −2
                            x                             0                                                                           x                         00
                                                                              2
                      −4                                                                          4                                        −2                                2
                                             −2.5
                                                                                                                                           y                                                     4
                                                                                                                            −4




 19. z =          4 − y2                                                                              20. z = 0 or y 2 − x2 = 4
                                                      5                                                                                               10

                                                      4
                                                                                                                                                       8

                                                      3
                                                                                                                                                       6

                                                      2                                                                                                4

                                                      1
                                                                                                                                                       2

                                                      0
                                                                                                                                                       0
       −5        −4        −3           −2   −1           0       1       2       3       4       5
                                                     −1                                                    −10   −8     −6        −4           −2           0        2       4       6           8   10
                                y                                                                                                                     −2
                                                                                                                             x
                                                     −2
                                                                                                                                                      −4
                                                 z
                                                                                                                                              y
                                                     −3
                                                                                                                                                      −6

                                                     −4
                                                                                                                                                      −8

                                                     −5
                                                                                                                                                  −10


            √
      z=          4 − x2                                                                                  z=          5 − y 2 . For x =1 or -1
                                                 5.0




                                                 2.5
                                                                                                                                                  2



                                                                                                                                          z
                                                                                                                                                  1
                                              0.0
            −5    −4        −3          −2   −1   0           1       2       3       4       5
                                    x
                                                                                                                                                  0

                                             z −2.5                                                                    −2             −1                    0            1               2
                                                                                                                                  y



                                                 −5.0




        4 − x2 − y 2 = 0 or 1                                                                             z=          4 − y2
12.1. FUNCTIONS OF SEVERAL VARIABLES                                                                                                                                                          663




                                     2                                                                                                              2




                                 z 1                                                                                                                1




                                     0                                                                                     4        3               0
                                                                                                                                        2       1                 1                  2        3
                                                                                                                      −2             −1                 0
                                                                                                                                                        0
          −2             −1                   0                     1                 2                                                 y                   −1 −2
                                                                                                                                                                   −3 x
                         y
                                                                                                                                                −1




    z=    4 + x2 − y 2

                                                                                                                                                    2.0
                                                  2.2
                                                                                                                  4
                                                                                                                                                    1.5

                                                  2.1                                                                                               1.0
                                                                                                                           2                                                                      3
                                                                                                                       y
                                                                                                                                                    0.5                                   2
                                                  2.0                                                                                                                           1
                                                                                                                                                    0.0
                                                                                                                                                    0                                     x
                                                                                                                                                                0
                                                                                                                                                −1
                                                                                                                                                 −0.5
                                                  1.9                                                                           −2
                                                                                                                                                −1.0                    −2

                                                  1.8


                   1.0                                                  1.0
                              0.5                          0.5
                                             0.0
                               −0.5                         −0.5
                    −1.0                                                    −1.0
                                 x                              y




                                                                                                        22. (a)
21. (a)
                                                                    2.0
                                                                                                                                                                    3
                                                                                                                                     x                          2
                                                                    1.6                                               −3       −2         −1 y 0 1
                                                                                                                                                 0                      1        2
                                                                                                                                              −1
                                                                                                                                               0                                         3
                                                                    1.2                                                                     −2
                                                                                                                                          −3
                                                                    0.8                                                                         −10

                                                                    0.4
                                                                                                                                                −20
                             3                                      0.0
                                         2                                                         −3
                                                      1                       −1           −2
                                                                0
                                                                0                                                                               −30
                             2               1                        −1
               3                                                    −0.4           −2 x
                                                                                          −3
                                                                              y
                                                                    −0.8                                                                        −40


                                                                    −1.2
                                                                                                                                                −50

                                                                    −1.6


                                                                    −2.0

                                                          2.0
                                                                                                                                            x                               y
                                                                                                                       3       2
                                                                                                                               −3        −2 1 −1        0       1 −1 2          3
                                                                                                                                                                                −2   −3
                                                          1.6
                                                                                                                                                            0

                                                          1.2

                                                                                                                                                            −10
                                                          0.8

                                  −3
                                                          0.4
                                             −2                                                                                                             −20
                                                      −1                                            3
                                                       0.0                                     2
                                                  x                               1
                                                                0
                                                                0
                                             −1                                                                                                             −30
                         −2                           −0.4              1
          −3                      y                                           2
                                                      −0.8
                                                                                      3                                                                     −40
                                                      −1.2

                                                      −1.6                                                                                                  −50


                                                      −2.0




    (b)                                                                                                     (b)
664                                                                  CHAPTER 12. FUNCTIONS OF SEVERAL VARS. AND PARTIAL DIFF.

                                                                                                                                                        0.75



                                                                                                                                                         0.5
                           −3
                                                                                                3
                                            −2             x 12                           2                                                             0.25
                                                                8                                                                                                                                     3
                                                              −1          1
                                                                4                                                          −3                                                              2
                                                               00         0                                                     −2                       0.0                  1
                                                                                                                                               −1
                                                 −1            −4                                                                         x                     00
                                                                                          1                                                                                       1
                           y                                   −8                                                                                        −1
                                   −2                                                                                                                   −0.25                                     2
                                                              −12                                   2                                         −2                                                           3
                                                                                                                                                    y
                  −3                                                                                                                 −3
                                                              −16
                                                                                                        3
            −4                                                −20                                                                                        −0.5
                                                              −24
                                                              −28
                                                                                                                                                        −0.75
                                                                                                                                                                     0.75




                                                                                                                                                                     0.5


                                                               −4
                                                      12
                                                                                                                                                                     0.25
                                                         −3
                                                       8
                                                      y −2
                           x
                 −2                                   4
                                                      −10
                                    −1                                                                                                3                              0.0
                                                                                  1             2                                              2                                                               −3
                                                                                                             3                                           1                                            −2
                                                      0
                                                      0                                                                                                         0
                                                                                                                                                                0                     −1
                                                                                                                                2              1                         −1
                                                                                                                           3                                                      −2         y
                                                     1−4                                                                                                                                    −3
                                                                                                                                                                         x
                                                                                                                                                                     −0.25
                                                 2
                                                      −8
                                             3
                                                     −12
                                                                                                                                                                     −0.5
                                                     −16

                                                     −20




 23. (a)                                                                                                         24. (a)
                                                      0.8


                                                      0.6                                                                                                −1.0
                                                                                                                                                                     10
                                                      0.4                                                                                                             z
                                                                                                                                                                −0.5          x                −10
                                                                                                                                                                   5          −5
                                                      0.2                                                                                                      0
                                                                                                                                                                     0.0
                                                                                                                                                                     0
                                                                                                                                               5
                                                                                      3
                                                      0.0                     2                                                 10                                   −5 y
                  −2                                                 1                                                                                                        0.5
                                        −1                     00
                                                        −1                            1             2
                               x                      −0.2
                                                     −2                                                                                                              −10
                                            −3                                                                                                                                        1.0
                                                      y
                                                      −0.4


                                                      −0.6


                                                      −0.8


                                                                    1.0

                                                                    0.8

                                                                    0.6                                                                                              −10
                                                                                                                                                        −10
                                                                    0.4                                                                                          x zy                      −1.0
                                                                                                                                                              −5 −5
                                                                                                                                                                   −0.5
                                                                    0.2                   −3
                                                                                                                                                             0.0     00
                                                                        −2
                                                                                                                                              0.5
            3                                                     0.0
                                                                    −1
                       2                                                                                                        1.0                                               5
                                            1                   0     y
                                                               0                                                                                                     5
                                                          1       −0.2 −1                      −2
                                                                                                        −3                                                                                 10
                                                 2                                        x
                                                                                                                                                                     10
                                        3                           −0.4

                                                                    −0.6

                                                                    −0.8

                                                                    −1.0




      (b)                                                                                                            (b)
12.1. FUNCTIONS OF SEVERAL VARIABLES                                                                                                                                                                         665




                    2.0
                                                                                                                                5.0
                                1.5
                                                                                                                                          3.0
                                                                                                                                          2.5
                                                                    3                                                                 2.5 2.0
                                           1.0                                                                                            1.5                                                   3
                                      z                                                                                                 y 1.0
                                                                    2                                                                                                              2
                                                                                                                                          0.5
                                                                                               3                                          0.0
                                                                                                                                         0.0                       1
                                                     0.5
                                                                    1                  2                                                             0
                                                                                                                                           −1
                                                                                 1
                                                               0
                                                            0.0 0                                                               −2
                                                                                                                                                  −2.5
                                                                                                                      −3              x
                                                           −1 −1                                                                              z
                                                 −2
                                                      x        y                                                                                     −5.0
                                      −3                           −2

                                                                   −3




                                                                           2.0

                                                                                                                                                             3.0
                                                               1.5
                                                                                                                                                             2.5       5.0
                                      3          z                                                                                                           2.0
                                                     1.0
                                                                                                                                                             1.5 y
                                      2                                                                                                                         2.5
                                                                                                                                                             1.0
                                           0.5
          −3                          1                                                                                                                      0.5
                   −2                                                                                             3
                                                                                                                           2                                 0.0
                                                                                                                                                             0.0
                            −1 0.00                                                                                                       1
                        x                                                                                                                            0
                                        0                                                                                                                            −1
                                      −1             1                                                                                                                                 −2
                                 y                              2                                                                                        −2.5                  x                    −3
                                      −2                                    3                                                                                    z
                                      −3
                                                                                                                                                    −5.0




25. (a)                                                                                                26. (a)
                                                               3
                                                                                                                                 −3
                                          −3                                           −3
                                                                2                                                                        −2                                                              3
                                                                                                                                                                                            2
                                                     −2        x           z     −2                                              yx        −1                              1
                                                                                                                                                  0
                                                                1                                                                         −1
                                                               −1          −1                                              −2             0.0*100
                                                                                                                                               0
                                                                                                                 −3
                                                           00               0                                                                            1
                                                 1                                1                                                             3            2
                                                                                                                                          −5.0*10
                                                               −1
                                      2                    y                               2                                                                         3

                            3                                  −2                                  3                                            4
                                                                                                                                          −1.0*10

                                                               −3
                                                                                                                                                4
                                                                                                                                          −1.5*10


                                                                                                                                                4
                                                                                                                                          −2.0*10


                                                                                                                                                4
                                                                                                                                          −2.5*10



                                                                                                                                     y                                 x               −3
                                                                    3                                                 −3                                                   −2
                                                                                                                            −2                                −1
                                                                                                                                           −1
                                                                                                                                                     0
                                                                                                                                                     0
                                                                                                                                         1   0
                                                                                                                                                                       1
                                                                                                                                                                                       2
                                                                                                                                     2 0.0*10                                                       3
                                                                    2                                                      3

                                                                                                                                                3
                                                                   1                                                                      −5.0*10



                                                                0                                                                               4
                                                                                                                                          −1.0*10
               3            2               1              0                −1        −2       −3
                                                                                 x
                                                               −1                                                                               4
                                                                                                                                          −1.5*10
                                                                       z
                                                               −2
                                                                                                                                                4
                                                                                                                                          −2.0*10

                                                               −3
                                                                                                                                                4
                                                                                                                                          −2.5*10




    (b)                                                                                                    (b)
666                                                      CHAPTER 12. FUNCTIONS OF SEVERAL VARS. AND PARTIAL DIFF.


                                                                                                                          2
                                          3,000


                                          2,500
                                                                                                                     y 1
                                          2,000


                                          1,500

                                                                                                                          0
                                          1,000                                          -2              -1                    0                  1         2
                                                                                                                                                  x
                                           500
                        −3                                                    3                                           -1
                                 −2       0                          2
                                       −1                    1
                                      x −1 00            1
                                 −2                              2
                        −3                                               3
                                      y
                                                                                                                          -2




                                                    3,000
                                                                                   31.
                                                    2,500
                                                                                                                         10
                                                    2,000

                                                    1,500
                                                                                                                     y    5
                                                    1,000

                                 3
                                          2         500
                                               1                              −3
                                                                     −2                                                   0
                                                    00       −1
                                                              −1      x                  -10             -5                    0                  5         10
                                                   0            y
                                           1                         −2                                                                           x
                                 2                                           −3
                        3
                                                                                                                          -5




                                                                                                                         -10




 27. Function   a → Surface 1
     Function   b → Surface 4                                                      32.
     Function   c → Surface 2
     Function   d → Surface 3
                                                                                                                          2

                                                                                                                     y
                                                                                                                          1


 28. Function   a → Surface 1                                                                                             0
                                                                                         -3         -2          -1             0              1         2   3
     Function   b → Surface 4                                                                                                                     x

     Function   c → Surface 2                                                                                             -1


     Function   d → Surface 3                                                                                             -2




 29.
                                                                                   33.
                                 4

                                                                                                                                       1
                             y
                                 2

                                                                                                                                              y
                                                                                                                                       0.5
                                 0
           -4      -2                 0             2                4
                                                         x
                                                                                                                                       0
                                 -2                                                            -1             -0.5                 0              0.5
                                                                                                                                                  x

                                 -4                                                                                                    -0.5




                                                                                                                                       -1




 30.                                                                               34.
12.1. FUNCTIONS OF SEVERAL VARIABLES                                                                                            667


                      1                                                    2




                   y 0.5                                                 y 1




                      0                                                    0
      -1    -0.5           0   0.5   1          -2        -1                    0                   1                       2
                                x                                                                   x


                    -0.5                                                   -1




                      -1                                                   -2




35.
                      2

                                         39. Surface   a −→ Contour Plot A
                    y 1                      Surface   b −→ Contour Plot D
                                             Surface   c −→ Contour Plot C
                                             Surface   d −→ Contour Plot B
                      0
      -2    -1             0    1    2
                                x


                      -1




                      -2
                                         40. Density   Plot    a −→ Contour Plot A
                                             Density   Plot    b −→ Contour Plot D
                                             Density   Plot    c −→ Contour Plot C
                                             Density   Plot    d −→ Contour Plot B
36.
                      2




                    y 1
                                         41.
                                                                         f(x,y,z)=0


                      0
      -2    -1             0   1     2
                                x


                      -1
                                                                3

                                                                2

                      -2                                        1

                                                               z 0

                                                                -1                      3
                                                                                            2
                                                                                                1
                                                                -2                                      0
37.                                                                                                   x
                                                                                                            -1
                                                                                                             -2
                                                                                                               -2
                                                                                                                  -3
                                                                                                                   -3
                                                                -3                          0       -1
                                                                            2       1
                                                                     3
                                                                                            y
                      4

                                                                         f(x,y,z)=2


                    y 2




                      0
      -4    -2             0   2     4
                                x
                                                                3

                      -2                                        2

                                                                1
                                                                                        3
                                                                                            2
                                                               z 0                              1
                      -4
                                                                                                        0
                                                                -1                                          -1
                                                                                                        x        -2
                                                                -2                                                    -3
                                                                                                                       -3
                                                                                                             -2
                                                                                                    -1
                                                                                            0
                                                                -3                  1           y
                                                                            2
                                                                     3
38.
668                                                                      CHAPTER 12. FUNCTIONS OF SEVERAL VARS. AND PARTIAL DIFF.

                                        f(x,y,z)=-2




                                   3

                                   2

                                   1
                                                             3
                                                                 2
                                  z 0                                1
                                                                          0
                                   -1                                          -1
                                                                          x            -2
                                   -2                                                       -3
                                                                                             -3
                                                                                   -2
                                                                          -1
                                                                 0
                                   -3                    1           y
                                                 2
                                        3




 42.

                                                                                                       45. Viewed from positive x-axis: View B
                                                                                                           Viewed from positive y-axis: View A
                                             25

                                             20

                                             15

                                             10

                                                 5
                                                                                                       46. Viewed from positive x-axis: View A
                            -3   -2  -1
                                          0
                                                         -1 -2
                                                                -3                                         Viewed from positive y-axis: View B
                                   2 1     0              1   2
                               3         -5                        3
                                    x                       y
                                        -10




                                                                                                       47. Plot of z = x2 + y 2 :

 43.
                                            f=-2,f=2

                                                                                                                                           8


                                                                                                                                           6


            6                                                                                                                              4


            4                                                                                                                              2


                                                                                                                       -3                                       -3
            2                                                                                                               -2             0     -1       -2
                                                                                                                                     -1     00
                                                                                                                                 2     1         1         2
                                                                                                                            3                                        3
            0                                                                                                                        x                y

                                                                                                  -3
                                                                                           -2
                                                                                        -1
                                                                                   0      y
                                                                               1
                3       2    1      0       -1       -2       -3
                                                                     3
                                                                         2
                                                                                                           Plot of x = r cos t, y = r sin t, z = r2 :
                                    x




 44. For f (x, y, z) = 1
     f (x, y, z) = 0                                                                                                                       8


                                                                                                                                           6


                                                                                                                                           4

                                            2
                                                                                                                                           2
                            −2                                           −2
                                          1y         x
                                        −1               −1                                                                                                    -3
                                                                                                                       -3   -2        0               -2
                                                                                                                                  -1             -1
                                                                                                                                        0
                                                                                                                                     1 0          1        2
                                            0            0                                                                  3    2                                   3
                                             0

                              1                                      1
                                        z −1
                    2                                                                  2

                                            −2                                                             The graphs are the same surface. The grid is
                                                                                                           different.



       f (x, y, z) = −1                                                                                48. The graphs are the same surface.
12.1. FUNCTIONS OF SEVERAL VARIABLES                                                                                                   669

                                                                                          plotted on a very large scale.
                                                                                          (2) When the level curves just get very close to
         1                                                                                each other and appear to intersect at a point
         0                                                                                P, then it means that the function has a limit
        -1                                                                                at the point P though can not be continuous
        -2
                                                                                          at P.
        -3
                                                                                          For the discontinuity at P, there are two pos-
        -4
                                                                                          sibilities for an existing limit at that point.
        -5                                                                       -1
                                                                          -0.5
             1   0.5       0       -0.5
                                                            0.5
                                                                      0                     (i) The limit along with value of the function
                                                 -1 1
                                                                                                at that point P exists but there aren’t
                                                                                                equal to each other. This demonstrates
49. Parametric equations are:                                                                   the case (1).
    x = r cos t, y = r sin t, z = cos r2                                                   (ii) The limit exists but the value of the func-
    The graphs are the same surface, but the para-                                              tion doesn’t exist at that point. This
    metric equations make the graph look much                                                   demonstrates the case (2).
    cleaner:
                                                                                      53. Point A is at height 480 and “straight up” is
                                                                                          to the northeast. Point B is at height 470 and
                                                                                          “straight up” is to the south. Point c is at
                           -4
                                            1
                                                                                          height between 470 and 480 and “straight up”
                                                            -4
                                   -2
                                            0.5
                                               -2                                         is to the northwest.
                                        0   00
                               2
                       4                    -0.5
                                                        2
                                                                                      54. The two peaks are located inside the inner cir-
                                                                  4

                                            -1
                                                                                          cles. The peak on the left has elevation be-
                                                                                          tween 500 and 510. The peak on the right has
                                                                                          elevation between 490 and 500.

                                                                                      55. The curves at the top of the figure seem to
                                                                                          have more effect on the temperature, so those
50. The graphs are the same surface.
                                                                                          are likely from the heat vent and the curves to
                                                                                          the left are likely from the window. The cir-
                                                                                          cular curves could be from a cold air return or
                                                                                          something as simple as a cup of coffee.
             1


        0.5


             0


        -0.5                                                                     -1
                                                                              -0.5
         -1                                                               0
           1
                  0.5                                             0.5
                               0
                                        -0.5                 1
                                                    -1




51. Let the function be f (x, y) and whose contour
    plot includes several level curves f (x, y) = ci
    for i = 1, 2, 3...... Now, any two of these con-
    tours intersect at a point P (x1 , y1 ), if and only
    if f (x1 , y1 ) = cm = cn for cm = cn , which is                                  56. The point of maximum power will be inside all
    not possible, as f can not be a function in that                                      the contours, slightly toward the handle from
    case. Hence different contours can not inter-                                          the center. This is maximum because power
    sect.                                                                                 increases away from the rim of the racket.

52. (1) When the level curves are very close to each                                  57. It is not possible to have a PGA of 4.0. If
    other they appear to be intersecting at a point                                       a student earned a 4.0 grade point average in
    that is the point P, especially when they are                                         high school, and 1600 on the SAT’s, their PGA
670                                CHAPTER 12. FUNCTIONS OF SEVERAL VARS. AND PARTIAL DIFF.

      would be 3.942. It is possible to have a neg-                                         2
                                                                   whenever (x − a) + (y − b) < δ.
                                                                                                        2
      ative PGA, if the high school grade point av-                Hence   lim   (x + y) = a + b is verified.
      erage is close to 0, and the SAT score is the                         (x,y)→(a,b)
      lowest possible. It seems the high school grade
      point average is the most important. The max-           2. We have           lim      x = 1 and       lim       y= 2
                                                                              (x,y)→(1,2)               (x,y)→(1,2)
      imum possible contribution from it is 2.832.                 Therefore, by the definition 2.1, there exist
      The maximum possible contribution from SAT                   ε1 , ε2 > 0, such that
      verbal is 1.44, and from SAT math is 0.80.                   | x − 1 | < ε1 and | y − 2 | < ε2 ,
                                                                                            2           2
 58. p(2, 10, 40) ≈ 0.8653                                         whenever (x − 1) + (y − 2) < δ.
     p(3, 10, 40) ≈ 0.9350                                         Now consider
     p(3, 10, 80) ≈ 0.9148                                         | (2x + 3y) − 8 | = |(2x − 2) + (3y − 6)|
     p(3, 20, 40) ≈ 0.9231                                                           = | 2 (x − 1) + 3 (y − 2)|
     Thus we see that being ahead by 3 rather than                                   ≤ 2|x − 1| + 3|y − 2|
     by 2 increase the probability of winning. We                                    < 2ε1 + 3ε2 = ε (say)
     also see that having the 80 yards to the goal                 Thus, we have | (2x + 3y) − 8 | < ε,
     instead of 40 yards decreases the probability of                                       2           2
                                                                   whenever (x − 1) + (y − 2) < δ.
     winning. Less time remaining in the game also                 Hence   lim   (2x + 3y) = 8 is verified.
     increases the probability of winning.                                  (x,y)→(1,2)


 59. If you drive d miles at x mph, it will take you          3. We have           lim      f (x, y) = L and
                                                                              (x,y)→(a,b)
      d
        hours. Similarly, driving d miles at y miles                  lim        g (x, y) = M
     x                                                             (x,y)→(a,b)
                       d                                           Therefore, by the definition 2.1, there exist
     per hour takes       hours. The total distance
                      y                                            ε1 , ε2 > 0, such that
                                             d    d                | f (x, y) − L | < ε1 and | g (x, y) − M | < ε2 ,
     traveled is 2d, and the time taken is + =
                                             x y                                            2           2
     d(x + y)                                                      whenever (x − a) + (y − b) < δ.
              . The average speed is total distance                Now consider
         xy
                                            2xy                    | (f (x, y) + g (x, y)) − (L + M ) |
     divided by total time, so S(x, y) =        .                       = |(f (x, y) − L) + (g (x, y) − M )|
                                           x+y
                                   60y                                  ≤ | f (x, y) − L | + | g (x, y) − M |
     If x = 30, then S(30, y) =          = 40.                          < ε1 + ε2 = ε (say)
                                 30 + y
     We solve to get 60y = 1200 + 40y                              Thus, we have
     20y = 1200 and y = 60 mph. If we replace 40                   | (f (x, y) + g (x, y)) − (L + M ) | < ε,
     with 60 in the above solution, we see that there                                       2           2
                                                                   whenever (x − a) + (y − b) < δ.
     is no solution. It is not possible to average 60              Hence   lim   (f (x, y) + g (x, y)) = L + M
     mph in this situation.                                                 (x,y)→(a,b)
                                                                   is verified.
 60. We have P = RE. Substituting gives
         d     d                                              4. We have           lim      f (x, y) = L.
     Y =   =                                                                  (x,y)→(a,b)
         P    RE                                                   Therefore, by the definition 2.1, there exist
                                                                   ε1 > 0, such that
12.2      Limits and Continuity                                    | f (x, y) − L | < ε1 ,
                                                                                            2           2
  1. We have       lim       x = a and       lim       y= b        whenever        (x − a) + (y − b) < δ.
               (x,y)→(a,b)               (x,y)→(a,b)
      Therefore, by the definition 2.1, there exist                 Now consider
      ε1 , ε2 > 0, such that                                       | (cf (x, y)) − cL | = |c| |(f (x, y) − L)|
      |x − a| < ε1 and |y − b| < ε2 ,                                                   < |c| ε1 = ε (say)
                             2           2
                                                                   Thus, we have | (cf (x, y)) − cL | < ε,
      whenever (x − a) + (y − b) < δ.                                                       2           2
      Now consider                                                 whenever (x − a) + (y − b) < δ.
      |(x + y) − (a + b)| = |(x − a) + (y − b)|                    Hence   lim  cf (x, y) = cL is verified.
                                                                            (x,y)→(a,b)
                          ≤ |x − a| + |y − b|
                          < ε1 + ε2 = ε (say)                                    x2 y
      Thus, we have |(x + y) − (a + b)| < ε,                  5.      lim              =3
                                                                   (x,y)→(1,3) 4x2 − y
12.2. LIMITS AND CONTINUITY                                                                          671
                                                                         √
                     x+y       1                                      3x3 x2    3
 6.       lim        2 − 2xy
                             =                              lim               =
      (x,y)→(2,−1) x           8                        (x,x2 )→(0,0) x4 + x4   2
                  cos xy   −1                           Since the limits along these two paths do not
 7.      lim        2+1
                         =                              agree, the limit does not exist.
      (x,y)→(π,1) y         2
                      exy     1                     15. Along the path x = 0
 8.       lim        2 + y2
                            =                                         0
      (x,y)→(−3,0) x          9                               lim        =0
                                                        (0,y)→(0,0) y 3
 9. Along the path x = 0                                Along the path x = y 3
                0                                                      y3     1
        lim         =0                                         lim          =
    (0,y)→(0,0) y 2                                     (y 3 ,y)→(0,0) 2y 3   2
    Along the path y = 0                                Since the limits along these two paths do not
                3x2                                     agree, the limit does not exist.
        lim          =3
    (x,0)→(0,0) x2
    Since the limits along these two paths do not   16. Along the path x = 0
    agree, the limit does not exist.                                   0
                                                              lim           =0
                                                        (x,y)→(0,0) 8y 6
10. Along the path x = 0                                Along the path x = y 3
                2y 2                                                       2y 6     2
        lim          = −2                                      lim                =
    (0,y)→(0,0) −y 2                                    (y 3 ,y)→(0,0) y 6 + 8y 6   9
    Along the path y = 0                                Since the limits along these two paths do not
                 0
        lim          =0                                 agree, the limit does not exist.
    (x,0)→(0,0) 2x2
    Since the limits along these two paths do not   17. Along the path x = 0
    agree, the limit does not exist.                                0
                                                            lim         =0
                                                        (x,y)→(0,0) y 2
11. Along the path x = 0                                Along the path y = x
                 0
        lim          =0                                             x sin x   1
    (0,y)→(0,0) 3y 2                                        lim             =
                                                        (x,x)→(0,0) 2x2       2
    Along the path y = x
                                                        Since the limits along these two paths do not
                4x2
        lim          =2                                 agree, the limit does not exist.
    (x,x)→(0,0) 2x2
    Since the limits along these two paths do not   18. Along the path x = 0
    agree, the limit does not exist.                                   0
                                                            lim              =0
                                                        (0,y)→(0,0) x3 + y 3
12. Along the path x = 0
                 0                                      Along the path y = x
        lim          =0
    (0,y)→(0,0) 2y 2
                                                                    x(cos x − 1)
    Along the path x = y                                   lim
                    2x2     2                           (x,x)→(0,0)     2x3
        lim       2 + 2x2
                          =                                             (cos x − 1)        − sin x
    (x,x)→(0,0) x           3                                    = lim         2
                                                                                    = lim
    Since the limits along these two paths do not                   x→0      2x        x→0   4x
    agree, the limit does not exist.                                    − cos x      1
                                                                 = lim           =−
                                                                    x→0     4        4
13. Along the path x = 0
                 0                                      where the last equalities are by L’Hopital’s
        lim         =0
    (0,y)→(0,0) y 2                                     rule. Since the limits along these two paths
    Along the path y = x3/2                             do not agree, the limit does not exist.
                       2x4
          lim         4 + x3
                             = 2.                   19. Along the path x = 1
    (x,x3/2 )→(0,0) x
    Since the limits along these two paths do not                         0
                                                            lim                  =0
    agree, the limit does not exist.                    (1,y)→(1,2) y 2 − 4y + 4
                                                        Along the path y = x + 1
14. Along the path x = 0                                                x2 − 2x + 1   1
                0                                             lim                   =
                                                        (x,x+1)→(1,2) 2x2 − 4x + 2    2
        lim         =0
    (0,y)→(0,0) y 2                                     Since the limits along these two paths do not
    Along the path y = x2                               agree, the limit does not exist.
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Ism et chapter_12

  • 1. 12. (a) R(150, 2000) = 333 (b) R(160, 2000) = 354 (c) R(170, 2000) = 375 (d) The extra distance gained appears to be a constant 21 feet. Chapter 12 13. H(80, 20) = 77.4, H(80, 40) = 80.4, and H(80, 60) = 82.8. It appears that at 80◦ , increasing the humidity by 20% increases the heat index by about 3. Functions of 14. H(90, 20) = 86.5, H(90, 40) = 92.3, and H(90, 60) = 100.5. At 90◦ , each extra 20% Several Variables humidity adds about 7 to the heat index (but this is also not constant). and Partial 15. x2 + y 2 = 1 or 2 or 3 Differentiation 1.5 1.0 z=3 z=2 z=1 0.5 0.0 12.1 Functions of Several −1.5 −1.0 x −0.5 0.0 0.5 1.0 1.5 −0.5 Variables y −1.0 1. Domain = {(x, y)|y = −x} −1.5 2 2. Domain = {(x, y)|y = x } z = y2 3. Domain = (x, y)| x2 + y 2 ≥ 1 2.0 4. Domain = (x, y) | 1 < x2 + y 2 ≤ 4 1.5 5. Domain = {(x, y, z)|x2 + y 2 + z 2 < 4} z 1.0 6. Domain = {(x, y, z)|x2 + y 2 = z} 0.5 7. (a) Range = {z|z ≥ 0} (b) Range = { z | 0 ≤ z ≤ 2 } 0.0 −1.0 −0.5 0.0 0.5 1.0 8. (a) Range = {z| − 1 ≤ z ≤ 1} y (b) Range = { z | − 1 ≤ z ≤ 1 } 9. (a) Range = {z|z ≥ −1} z = x2 + y 2 π π (b) Range = z | − ≤ z < 4 2 8 10. (a) Range = {z|z > 0} 6 (b) Range = z | 0 < z ≤ e2 4 11. (a) R(150, 1000) = 312 2 (b) R(150, 2000) = 333 0 (c) R(150, 3000) = 350 2 1 1 00 −1 −2 −1 −2 2 y x (d) The distance gained varies from 17 feet to 21 feet. 660
  • 2. 12.1. FUNCTIONS OF SEVERAL VARIABLES 661 16. For x = 0, z = −y 2 3 2 y −1.0 −0.5 0.0 0.5 1.0 z=3 0.0 1 z=2 z=1 −0.5 0 −3 −2 −1 0 1 2 3 x −1 z −1.0 y −2 −1.5 −3 −2.0 x = 0 ⇒ z = |y| For y = 0, z = x2 5 2.0 4 1.5 3 z z 1.0 2 1 0.5 0 0.0 −5.0 −2.5 0.0 2.5 5.0 −1.0 −0.5 0.0 0.5 1.0 y x z= x2 + y 2 z = x2 − y 2 10 8 5 6 4 4 3 2 2 −5.0 0 −2.5 −5.0 −2.5 1 y 0.0 0.0 2.5 −2 2.5 x 5.0 5.0 0 4 −4 −4 −2 2 00 −2 2 4 x −4 −6 y −8 −10 x2 − y 2 = 1 or − 1. For z = −1; z = 1. 18. 2x2 − y = 0 or 1 or 2 10 8 8 7 6 6 4 5 2 4 0 3 −10 −8 −6 −4 −2 0 2 4 6 8 10 2.7 −2 x 2 .7 −4 1 y −6 0 1.7 −8 −2 −1 0 1 2 −1 x −10 −2 17. x2 + y 2 = 1 or 2 or 3 z = −y
  • 3. 662 CHAPTER 12. FUNCTIONS OF SEVERAL VARS. AND PARTIAL DIFF. 5 2.0 4 1.6 3 1.2 2 0.8 1 0.4 0 0.0 −5 −4 −3 −2 −1 0 1 2 3 4 5 −2 −1 0 1 2 −1 −0.4 y x −2 −0.8 z y −3 −1.2 −4 −1.6 −5 −2.0 z = 2x2 − y z= 4 − x2 − y 2 10.0 2.0 7.5 1.5 5.0 1.0 2.5 4 0.5 2 4 −4 −4 0 0.0 −2 0.0 2 −2 y −2 x 0 x 00 2 −4 4 −2 2 −2.5 y 4 −4 19. z = 4 − y2 20. z = 0 or y 2 − x2 = 4 5 10 4 8 3 6 2 4 1 2 0 0 −5 −4 −3 −2 −1 0 1 2 3 4 5 −1 −10 −8 −6 −4 −2 0 2 4 6 8 10 y −2 x −2 −4 z y −3 −6 −4 −8 −5 −10 √ z= 4 − x2 z= 5 − y 2 . For x =1 or -1 5.0 2.5 2 z 1 0.0 −5 −4 −3 −2 −1 0 1 2 3 4 5 x 0 z −2.5 −2 −1 0 1 2 y −5.0 4 − x2 − y 2 = 0 or 1 z= 4 − y2
  • 4. 12.1. FUNCTIONS OF SEVERAL VARIABLES 663 2 2 z 1 1 0 4 3 0 2 1 1 2 3 −2 −1 0 0 −2 −1 0 1 2 y −1 −2 −3 x y −1 z= 4 + x2 − y 2 2.0 2.2 4 1.5 2.1 1.0 2 3 y 0.5 2 2.0 1 0.0 0 x 0 −1 −0.5 1.9 −2 −1.0 −2 1.8 1.0 1.0 0.5 0.5 0.0 −0.5 −0.5 −1.0 −1.0 x y 22. (a) 21. (a) 2.0 3 x 2 1.6 −3 −2 −1 y 0 1 0 1 2 −1 0 3 1.2 −2 −3 0.8 −10 0.4 −20 3 0.0 2 −3 1 −1 −2 0 0 −30 2 1 −1 3 −0.4 −2 x −3 y −0.8 −40 −1.2 −50 −1.6 −2.0 2.0 x y 3 2 −3 −2 1 −1 0 1 −1 2 3 −2 −3 1.6 0 1.2 −10 0.8 −3 0.4 −2 −20 −1 3 0.0 2 x 1 0 0 −1 −30 −2 −0.4 1 −3 y 2 −0.8 3 −40 −1.2 −1.6 −50 −2.0 (b) (b)
  • 5. 664 CHAPTER 12. FUNCTIONS OF SEVERAL VARS. AND PARTIAL DIFF. 0.75 0.5 −3 3 −2 x 12 2 0.25 8 3 −1 1 4 −3 2 00 0 −2 0.0 1 −1 −1 −4 x 00 1 1 y −8 −1 −2 −0.25 2 −12 2 −2 3 y −3 −3 −16 3 −4 −20 −0.5 −24 −28 −0.75 0.75 0.5 −4 12 0.25 −3 8 y −2 x −2 4 −10 −1 3 0.0 1 2 2 −3 3 1 −2 0 0 0 0 −1 2 1 −1 3 −2 y 1−4 −3 x −0.25 2 −8 3 −12 −0.5 −16 −20 23. (a) 24. (a) 0.8 0.6 −1.0 10 0.4 z −0.5 x −10 5 −5 0.2 0 0.0 0 5 3 0.0 2 10 −5 y −2 1 0.5 −1 00 −1 1 2 x −0.2 −2 −10 −3 1.0 y −0.4 −0.6 −0.8 1.0 0.8 0.6 −10 −10 0.4 x zy −1.0 −5 −5 −0.5 0.2 −3 0.0 00 −2 0.5 3 0.0 −1 2 1.0 5 1 0 y 0 5 1 −0.2 −1 −2 −3 10 2 x 10 3 −0.4 −0.6 −0.8 −1.0 (b) (b)
  • 6. 12.1. FUNCTIONS OF SEVERAL VARIABLES 665 2.0 5.0 1.5 3.0 2.5 3 2.5 2.0 1.0 1.5 3 z y 1.0 2 2 0.5 3 0.0 0.0 1 0.5 1 2 0 −1 1 0 0.0 0 −2 −2.5 −3 x −1 −1 z −2 x y −5.0 −3 −2 −3 2.0 3.0 1.5 2.5 5.0 3 z 2.0 1.0 1.5 y 2 2.5 1.0 0.5 −3 1 0.5 −2 3 2 0.0 0.0 −1 0.00 1 x 0 0 −1 −1 1 −2 y 2 −2.5 x −3 −2 3 z −3 −5.0 25. (a) 26. (a) 3 −3 −3 −3 2 −2 3 2 −2 x z −2 yx −1 1 0 1 −1 −1 −1 −2 0.0*100 0 −3 00 0 1 1 1 3 2 −5.0*10 −1 2 y 2 3 3 −2 3 4 −1.0*10 −3 4 −1.5*10 4 −2.0*10 4 −2.5*10 y x −3 3 −3 −2 −2 −1 −1 0 0 1 0 1 2 2 0.0*10 3 2 3 3 1 −5.0*10 0 4 −1.0*10 3 2 1 0 −1 −2 −3 x −1 4 −1.5*10 z −2 4 −2.0*10 −3 4 −2.5*10 (b) (b)
  • 7. 666 CHAPTER 12. FUNCTIONS OF SEVERAL VARS. AND PARTIAL DIFF. 2 3,000 2,500 y 1 2,000 1,500 0 1,000 -2 -1 0 1 2 x 500 −3 3 -1 −2 0 2 −1 1 x −1 00 1 −2 2 −3 3 y -2 3,000 31. 2,500 10 2,000 1,500 y 5 1,000 3 2 500 1 −3 −2 0 00 −1 −1 x -10 -5 0 5 10 0 y 1 −2 x 2 −3 3 -5 -10 27. Function a → Surface 1 Function b → Surface 4 32. Function c → Surface 2 Function d → Surface 3 2 y 1 28. Function a → Surface 1 0 -3 -2 -1 0 1 2 3 Function b → Surface 4 x Function c → Surface 2 -1 Function d → Surface 3 -2 29. 33. 4 1 y 2 y 0.5 0 -4 -2 0 2 4 x 0 -2 -1 -0.5 0 0.5 x -4 -0.5 -1 30. 34.
  • 8. 12.1. FUNCTIONS OF SEVERAL VARIABLES 667 1 2 y 0.5 y 1 0 0 -1 -0.5 0 0.5 1 -2 -1 0 1 2 x x -0.5 -1 -1 -2 35. 2 39. Surface a −→ Contour Plot A y 1 Surface b −→ Contour Plot D Surface c −→ Contour Plot C Surface d −→ Contour Plot B 0 -2 -1 0 1 2 x -1 -2 40. Density Plot a −→ Contour Plot A Density Plot b −→ Contour Plot D Density Plot c −→ Contour Plot C Density Plot d −→ Contour Plot B 36. 2 y 1 41. f(x,y,z)=0 0 -2 -1 0 1 2 x -1 3 2 -2 1 z 0 -1 3 2 1 -2 0 37. x -1 -2 -2 -3 -3 -3 0 -1 2 1 3 y 4 f(x,y,z)=2 y 2 0 -4 -2 0 2 4 x 3 -2 2 1 3 2 z 0 1 -4 0 -1 -1 x -2 -2 -3 -3 -2 -1 0 -3 1 y 2 3 38.
  • 9. 668 CHAPTER 12. FUNCTIONS OF SEVERAL VARS. AND PARTIAL DIFF. f(x,y,z)=-2 3 2 1 3 2 z 0 1 0 -1 -1 x -2 -2 -3 -3 -2 -1 0 -3 1 y 2 3 42. 45. Viewed from positive x-axis: View B Viewed from positive y-axis: View A 25 20 15 10 5 46. Viewed from positive x-axis: View A -3 -2 -1 0 -1 -2 -3 Viewed from positive y-axis: View B 2 1 0 1 2 3 -5 3 x y -10 47. Plot of z = x2 + y 2 : 43. f=-2,f=2 8 6 6 4 4 2 -3 -3 2 -2 0 -1 -2 -1 00 2 1 1 2 3 3 0 x y -3 -2 -1 0 y 1 3 2 1 0 -1 -2 -3 3 2 Plot of x = r cos t, y = r sin t, z = r2 : x 44. For f (x, y, z) = 1 f (x, y, z) = 0 8 6 4 2 2 −2 −2 1y x −1 −1 -3 -3 -2 0 -2 -1 -1 0 1 0 1 2 0 0 3 2 3 0 1 1 z −1 2 2 −2 The graphs are the same surface. The grid is different. f (x, y, z) = −1 48. The graphs are the same surface.
  • 10. 12.1. FUNCTIONS OF SEVERAL VARIABLES 669 plotted on a very large scale. (2) When the level curves just get very close to 1 each other and appear to intersect at a point 0 P, then it means that the function has a limit -1 at the point P though can not be continuous -2 at P. -3 For the discontinuity at P, there are two pos- -4 sibilities for an existing limit at that point. -5 -1 -0.5 1 0.5 0 -0.5 0.5 0 (i) The limit along with value of the function -1 1 at that point P exists but there aren’t equal to each other. This demonstrates 49. Parametric equations are: the case (1). x = r cos t, y = r sin t, z = cos r2 (ii) The limit exists but the value of the func- The graphs are the same surface, but the para- tion doesn’t exist at that point. This metric equations make the graph look much demonstrates the case (2). cleaner: 53. Point A is at height 480 and “straight up” is to the northeast. Point B is at height 470 and “straight up” is to the south. Point c is at -4 1 height between 470 and 480 and “straight up” -4 -2 0.5 -2 is to the northwest. 0 00 2 4 -0.5 2 54. The two peaks are located inside the inner cir- 4 -1 cles. The peak on the left has elevation be- tween 500 and 510. The peak on the right has elevation between 490 and 500. 55. The curves at the top of the figure seem to have more effect on the temperature, so those 50. The graphs are the same surface. are likely from the heat vent and the curves to the left are likely from the window. The cir- cular curves could be from a cold air return or something as simple as a cup of coffee. 1 0.5 0 -0.5 -1 -0.5 -1 0 1 0.5 0.5 0 -0.5 1 -1 51. Let the function be f (x, y) and whose contour plot includes several level curves f (x, y) = ci for i = 1, 2, 3...... Now, any two of these con- tours intersect at a point P (x1 , y1 ), if and only if f (x1 , y1 ) = cm = cn for cm = cn , which is 56. The point of maximum power will be inside all not possible, as f can not be a function in that the contours, slightly toward the handle from case. Hence different contours can not inter- the center. This is maximum because power sect. increases away from the rim of the racket. 52. (1) When the level curves are very close to each 57. It is not possible to have a PGA of 4.0. If other they appear to be intersecting at a point a student earned a 4.0 grade point average in that is the point P, especially when they are high school, and 1600 on the SAT’s, their PGA
  • 11. 670 CHAPTER 12. FUNCTIONS OF SEVERAL VARS. AND PARTIAL DIFF. would be 3.942. It is possible to have a neg- 2 whenever (x − a) + (y − b) < δ. 2 ative PGA, if the high school grade point av- Hence lim (x + y) = a + b is verified. erage is close to 0, and the SAT score is the (x,y)→(a,b) lowest possible. It seems the high school grade point average is the most important. The max- 2. We have lim x = 1 and lim y= 2 (x,y)→(1,2) (x,y)→(1,2) imum possible contribution from it is 2.832. Therefore, by the definition 2.1, there exist The maximum possible contribution from SAT ε1 , ε2 > 0, such that verbal is 1.44, and from SAT math is 0.80. | x − 1 | < ε1 and | y − 2 | < ε2 , 2 2 58. p(2, 10, 40) ≈ 0.8653 whenever (x − 1) + (y − 2) < δ. p(3, 10, 40) ≈ 0.9350 Now consider p(3, 10, 80) ≈ 0.9148 | (2x + 3y) − 8 | = |(2x − 2) + (3y − 6)| p(3, 20, 40) ≈ 0.9231 = | 2 (x − 1) + 3 (y − 2)| Thus we see that being ahead by 3 rather than ≤ 2|x − 1| + 3|y − 2| by 2 increase the probability of winning. We < 2ε1 + 3ε2 = ε (say) also see that having the 80 yards to the goal Thus, we have | (2x + 3y) − 8 | < ε, instead of 40 yards decreases the probability of 2 2 whenever (x − 1) + (y − 2) < δ. winning. Less time remaining in the game also Hence lim (2x + 3y) = 8 is verified. increases the probability of winning. (x,y)→(1,2) 59. If you drive d miles at x mph, it will take you 3. We have lim f (x, y) = L and (x,y)→(a,b) d hours. Similarly, driving d miles at y miles lim g (x, y) = M x (x,y)→(a,b) d Therefore, by the definition 2.1, there exist per hour takes hours. The total distance y ε1 , ε2 > 0, such that d d | f (x, y) − L | < ε1 and | g (x, y) − M | < ε2 , traveled is 2d, and the time taken is + = x y 2 2 d(x + y) whenever (x − a) + (y − b) < δ. . The average speed is total distance Now consider xy 2xy | (f (x, y) + g (x, y)) − (L + M ) | divided by total time, so S(x, y) = . = |(f (x, y) − L) + (g (x, y) − M )| x+y 60y ≤ | f (x, y) − L | + | g (x, y) − M | If x = 30, then S(30, y) = = 40. < ε1 + ε2 = ε (say) 30 + y We solve to get 60y = 1200 + 40y Thus, we have 20y = 1200 and y = 60 mph. If we replace 40 | (f (x, y) + g (x, y)) − (L + M ) | < ε, with 60 in the above solution, we see that there 2 2 whenever (x − a) + (y − b) < δ. is no solution. It is not possible to average 60 Hence lim (f (x, y) + g (x, y)) = L + M mph in this situation. (x,y)→(a,b) is verified. 60. We have P = RE. Substituting gives d d 4. We have lim f (x, y) = L. Y = = (x,y)→(a,b) P RE Therefore, by the definition 2.1, there exist ε1 > 0, such that 12.2 Limits and Continuity | f (x, y) − L | < ε1 , 2 2 1. We have lim x = a and lim y= b whenever (x − a) + (y − b) < δ. (x,y)→(a,b) (x,y)→(a,b) Therefore, by the definition 2.1, there exist Now consider ε1 , ε2 > 0, such that | (cf (x, y)) − cL | = |c| |(f (x, y) − L)| |x − a| < ε1 and |y − b| < ε2 , < |c| ε1 = ε (say) 2 2 Thus, we have | (cf (x, y)) − cL | < ε, whenever (x − a) + (y − b) < δ. 2 2 Now consider whenever (x − a) + (y − b) < δ. |(x + y) − (a + b)| = |(x − a) + (y − b)| Hence lim cf (x, y) = cL is verified. (x,y)→(a,b) ≤ |x − a| + |y − b| < ε1 + ε2 = ε (say) x2 y Thus, we have |(x + y) − (a + b)| < ε, 5. lim =3 (x,y)→(1,3) 4x2 − y
  • 12. 12.2. LIMITS AND CONTINUITY 671 √ x+y 1 3x3 x2 3 6. lim 2 − 2xy = lim = (x,y)→(2,−1) x 8 (x,x2 )→(0,0) x4 + x4 2 cos xy −1 Since the limits along these two paths do not 7. lim 2+1 = agree, the limit does not exist. (x,y)→(π,1) y 2 exy 1 15. Along the path x = 0 8. lim 2 + y2 = 0 (x,y)→(−3,0) x 9 lim =0 (0,y)→(0,0) y 3 9. Along the path x = 0 Along the path x = y 3 0 y3 1 lim =0 lim = (0,y)→(0,0) y 2 (y 3 ,y)→(0,0) 2y 3 2 Along the path y = 0 Since the limits along these two paths do not 3x2 agree, the limit does not exist. lim =3 (x,0)→(0,0) x2 Since the limits along these two paths do not 16. Along the path x = 0 agree, the limit does not exist. 0 lim =0 (x,y)→(0,0) 8y 6 10. Along the path x = 0 Along the path x = y 3 2y 2 2y 6 2 lim = −2 lim = (0,y)→(0,0) −y 2 (y 3 ,y)→(0,0) y 6 + 8y 6 9 Along the path y = 0 Since the limits along these two paths do not 0 lim =0 agree, the limit does not exist. (x,0)→(0,0) 2x2 Since the limits along these two paths do not 17. Along the path x = 0 agree, the limit does not exist. 0 lim =0 (x,y)→(0,0) y 2 11. Along the path x = 0 Along the path y = x 0 lim =0 x sin x 1 (0,y)→(0,0) 3y 2 lim = (x,x)→(0,0) 2x2 2 Along the path y = x Since the limits along these two paths do not 4x2 lim =2 agree, the limit does not exist. (x,x)→(0,0) 2x2 Since the limits along these two paths do not 18. Along the path x = 0 agree, the limit does not exist. 0 lim =0 (0,y)→(0,0) x3 + y 3 12. Along the path x = 0 0 Along the path y = x lim =0 (0,y)→(0,0) 2y 2 x(cos x − 1) Along the path x = y lim 2x2 2 (x,x)→(0,0) 2x3 lim 2 + 2x2 = (cos x − 1) − sin x (x,x)→(0,0) x 3 = lim 2 = lim Since the limits along these two paths do not x→0 2x x→0 4x agree, the limit does not exist. − cos x 1 = lim =− x→0 4 4 13. Along the path x = 0 0 where the last equalities are by L’Hopital’s lim =0 (0,y)→(0,0) y 2 rule. Since the limits along these two paths Along the path y = x3/2 do not agree, the limit does not exist. 2x4 lim 4 + x3 = 2. 19. Along the path x = 1 (x,x3/2 )→(0,0) x Since the limits along these two paths do not 0 lim =0 agree, the limit does not exist. (1,y)→(1,2) y 2 − 4y + 4 Along the path y = x + 1 14. Along the path x = 0 x2 − 2x + 1 1 0 lim = (x,x+1)→(1,2) 2x2 − 4x + 2 2 lim =0 (0,y)→(0,0) y 2 Since the limits along these two paths do not Along the path y = x2 agree, the limit does not exist.