Computation of indirectly observed
quantities- Normal equations
NORMAL EQUATIONS
• A normal equation is the one formed by multiplying each equation by
the coefficient of the unknown whose normal equation is to be found
and by adding the equation thus formed.
• As the number of normal equations is the same as the number of
unknowns, the most probable values of the unknowns can be found
from the equations.
Contd…
Contd…
Rules for Normal Equations
For equations of equal weights
• To form normal equation for each of the unknown quantity,
multiply each observation equation by the algebraic
coefficient of that unknown quantity in that equation and add
the result
For equations of different weights
• To form normal equation for each of the unknown quantity,
multiply each observation equation with the product of the
algebraic coefficient of that unknown quantity in that equation
and the weight of that observation and add the result.
161
Qn.1.(a) Form the normal equations for x, y and z in the following
equations of equal weight.
3x + 3y + z -4 = 0 …..(1)
x+2y+2z- 6 = 0 …..(2)
5x +y+4z – 21= 0 …..(3)
(b) If the weights of the above equations are 2,3 and 1 respectively, form
the normal equations for x, y and z.
Solution.
(a) The normal equation of an unknown quantity is formed by
multiplying each equation by the algebraic coefficient of that
unknown quantity in that equation and adding the result.
9x + 9y + 3z - 12 = 0
x + 2y + 2z - 6 = 0
25x + 5y + 20z - 105 =.0
Normal equation for x is 35x + 16y + 25z -123 =0
9x + 9y + 3z – 12 =0
2x + 4y + 4z – 12 =0
5x + y + 4z – 21 = 0
Normal equation for y is 16 x +14 y +11 z – 45 = 0
3x + 3y + z – 4 = 0
2x + 4y + 4z – 12 = 0
20x + 4y + 16z – 84 = 0
Normal equation for z is 25 x +11 y +21 z – 100 = 0
Contd…
• Hence the normal equations for x, y and z are
35 x +16 y + 25 z – 123=0
16 x +4 y + 11 z – 45=0
25 x +11y + 21z – 100=0
(b) In equations (1), (2) and (3) the products of coefficients of x and
weight of respective equations are : (3 * 2), (1 * 3) and (5 * 1).Hence
18 x +18 y + 6 z – 24=0 (from 1)
3 x + 6 y + 6 z – 18=0 (from 2)
25 x + 5 y +20 z –105=0 (from 3)
Normal equation for x is 46 x +29 y + 32 z -147 = 0
W = 2
W=3
W=1
Contd…
• Similarly, the product of coefficient of y and weight of each
equation, in the original equations are ( 3*2), (2 * 3) and (1 * 1)
respectively. Hence,
18 x +18 y + 6 z – 24= 0 (from 1)
6 x +12 y + 12 z – 36= 0 (from 2)
5 x + y + 4 z – 21= 0 (from 3)
Therefore, Normal equation for y is 29 x +31 y +22 z -81 =0
W = 2
W=3
W=1
Contd…
And , the product of coefficient of z and weight of each equation, in the
original equation are (1 * 2), (2 * 3) and (4 * 1) respectively. Hence ,
6 x +6 y + 2 z – 8=0 (from 1)
6 x +12 y + 12 z – 36=0 (from 2)
20 x +4 y + 16 z – 84=0 (from 3)
Normal equation for z is 32 x +22 y +30 z -128 =0
W = 2
W=3
W=1
Contd…
Hence the normal equations for x, y and z are as
follows:
46 x + 29 y + 32 z- 147 = 0
29 x +31 y +22 z - 81 = 0
32 x +22 y +30 z- 128 = 0

Normal Equations.pdf

  • 1.
    Computation of indirectlyobserved quantities- Normal equations
  • 2.
    NORMAL EQUATIONS • Anormal equation is the one formed by multiplying each equation by the coefficient of the unknown whose normal equation is to be found and by adding the equation thus formed. • As the number of normal equations is the same as the number of unknowns, the most probable values of the unknowns can be found from the equations.
  • 3.
  • 4.
  • 5.
    Rules for NormalEquations For equations of equal weights • To form normal equation for each of the unknown quantity, multiply each observation equation by the algebraic coefficient of that unknown quantity in that equation and add the result For equations of different weights • To form normal equation for each of the unknown quantity, multiply each observation equation with the product of the algebraic coefficient of that unknown quantity in that equation and the weight of that observation and add the result. 161
  • 6.
    Qn.1.(a) Form thenormal equations for x, y and z in the following equations of equal weight. 3x + 3y + z -4 = 0 …..(1) x+2y+2z- 6 = 0 …..(2) 5x +y+4z – 21= 0 …..(3) (b) If the weights of the above equations are 2,3 and 1 respectively, form the normal equations for x, y and z.
  • 7.
    Solution. (a) The normalequation of an unknown quantity is formed by multiplying each equation by the algebraic coefficient of that unknown quantity in that equation and adding the result. 9x + 9y + 3z - 12 = 0 x + 2y + 2z - 6 = 0 25x + 5y + 20z - 105 =.0 Normal equation for x is 35x + 16y + 25z -123 =0
  • 8.
    9x + 9y+ 3z – 12 =0 2x + 4y + 4z – 12 =0 5x + y + 4z – 21 = 0 Normal equation for y is 16 x +14 y +11 z – 45 = 0 3x + 3y + z – 4 = 0 2x + 4y + 4z – 12 = 0 20x + 4y + 16z – 84 = 0 Normal equation for z is 25 x +11 y +21 z – 100 = 0
  • 9.
    Contd… • Hence thenormal equations for x, y and z are 35 x +16 y + 25 z – 123=0 16 x +4 y + 11 z – 45=0 25 x +11y + 21z – 100=0 (b) In equations (1), (2) and (3) the products of coefficients of x and weight of respective equations are : (3 * 2), (1 * 3) and (5 * 1).Hence 18 x +18 y + 6 z – 24=0 (from 1) 3 x + 6 y + 6 z – 18=0 (from 2) 25 x + 5 y +20 z –105=0 (from 3) Normal equation for x is 46 x +29 y + 32 z -147 = 0 W = 2 W=3 W=1
  • 10.
    Contd… • Similarly, theproduct of coefficient of y and weight of each equation, in the original equations are ( 3*2), (2 * 3) and (1 * 1) respectively. Hence, 18 x +18 y + 6 z – 24= 0 (from 1) 6 x +12 y + 12 z – 36= 0 (from 2) 5 x + y + 4 z – 21= 0 (from 3) Therefore, Normal equation for y is 29 x +31 y +22 z -81 =0 W = 2 W=3 W=1
  • 11.
    Contd… And , theproduct of coefficient of z and weight of each equation, in the original equation are (1 * 2), (2 * 3) and (4 * 1) respectively. Hence , 6 x +6 y + 2 z – 8=0 (from 1) 6 x +12 y + 12 z – 36=0 (from 2) 20 x +4 y + 16 z – 84=0 (from 3) Normal equation for z is 32 x +22 y +30 z -128 =0 W = 2 W=3 W=1
  • 12.
    Contd… Hence the normalequations for x, y and z are as follows: 46 x + 29 y + 32 z- 147 = 0 29 x +31 y +22 z - 81 = 0 32 x +22 y +30 z- 128 = 0