Lesson 16: Exponential Growth and Decay

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    Lesson 16: Exponential Growth and Decay - Presentation Transcript

    1. Section 3.4 Exponential Growth and Decay V63.0121.027, Calculus I October 27, 2009 Announcements Quiz 3 this week in recitation . . . . . .
    2. Outline Recall The equation y′ = ky Modeling simple population growth Modeling radioactive decay Carbon-14 Dating Newton’s Law of Cooling Continuously Compounded Interest . . . . . .
    3. Derivatives of exponential and logarithmic functions y y′ ex ex ax (ln a)ax 1 ln x x 1 1 loga x · ln a x . . . . . .
    4. Outline Recall The equation y′ = ky Modeling simple population growth Modeling radioactive decay Carbon-14 Dating Newton’s Law of Cooling Continuously Compounded Interest . . . . . .
    5. Definition A differential equation is an equation for an unknown function which includes the function and its derivatives. . . . . . .
    6. Definition A differential equation is an equation for an unknown function which includes the function and its derivatives. Example Newton’s Second Law F = ma is a differential equation, where a(t) = x′′ (t). . . . . . .
    7. Definition A differential equation is an equation for an unknown function which includes the function and its derivatives. Example Newton’s Second Law F = ma is a differential equation, where a(t) = x′′ (t). In a spring, F(x) = −kx, where x is displacement from equilibrium and k is a constant. So k −kx = mx′′ =⇒ x′′ + = 0. m . . . . . .
    8. Definition A differential equation is an equation for an unknown function which includes the function and its derivatives. Example Newton’s Second Law F = ma is a differential equation, where a(t) = x′′ (t). In a spring, F(x) = −kx, where x is displacement from equilibrium and k is a constant. So k −kx = mx′′ =⇒ x′′ + = 0. m The most general solution is x(t) = A sin ω t + B cos ω t, where √ ω = k/m. . . . . . .
    9. The equation y′ = ky Example Find a solution to y′ (t) = y(t). Find the most general solution to y′ (t) = y(t). . . . . . .
    10. The equation y′ = ky Example Find a solution to y′ (t) = y(t). Find the most general solution to y′ (t) = y(t). Solution A solution is y(t) = et . . . . . . .
    11. The equation y′ = ky Example Find a solution to y′ (t) = y(t). Find the most general solution to y′ (t) = y(t). Solution A solution is y(t) = et . The general solution is y = Cet , not y = et + C. (check this) . . . . . .
    12. In general Example Find a solution to y′ = ky. Find the general solution to y′ = ky. . . . . . .
    13. In general Example Find a solution to y′ = ky. Find the general solution to y′ = ky. Solution y = ekt y = Cekt . . . . . .
    14. In general Example Find a solution to y′ = ky. Find the general solution to y′ = ky. Solution y = ekt y = Cekt Remark What is C? Plug in t = 0: y(0) = Cek·0 = C · 1 = C, so y(0) = y0 , the initial value of y. . . . . . .
    15. Exponential Growth It means the rate of change (derivative) is proportional to the current value Examples: Natural population growth, compounded interest, social networks . . . . . .
    16. Outline Recall The equation y′ = ky Modeling simple population growth Modeling radioactive decay Carbon-14 Dating Newton’s Law of Cooling Continuously Compounded Interest . . . . . .
    17. Bacteria Since you need bacteria to make bacteria, the amount of new bacteria at any moment is proportional to the total amount of bacteria. This means bacteria populations grow exponentially. . . . . . .
    18. Bacteria Example Example A colony of bacteria is grown under ideal conditions in a laboratory. At the end of 3 hours there are 10,000 bacteria. At the end of 5 hours there are 40,000. How many bacteria were present initially? . . . . . .
    19. Bacteria Example Example A colony of bacteria is grown under ideal conditions in a laboratory. At the end of 3 hours there are 10,000 bacteria. At the end of 5 hours there are 40,000. How many bacteria were present initially? Solution Since y′ = ky for bacteria, we have y = y0 ekt . We have 10, 000 = y0 ek·3 40, 000 = y0 ek·5 . . . . . .
    20. Bacteria Example Example A colony of bacteria is grown under ideal conditions in a laboratory. At the end of 3 hours there are 10,000 bacteria. At the end of 5 hours there are 40,000. How many bacteria were present initially? Solution Since y′ = ky for bacteria, we have y = y0 ekt . We have 10, 000 = y0 ek·3 40, 000 = y0 ek·5 Dividing the first into the second gives 4 = e2k =⇒ 2k = ln 4 =⇒ k = ln 2. Now we have 10, 000 = y0 eln 2·3 = y0 · 8 10, 000 So y0 = = 1250. 8 . . . . . .
    21. Could you do that again please? We have 10, 000 = y0 ek·3 40, 000 = y0 ek·5 Dividing the first into the second gives 40, 000 y e5k = 0 3k 10, 000 y0 e 4 = e2k ln 4 = ln(e2k ) = 2k ln 4 ln 22 2 ln 2 k= = = = ln 2 2 2 2 . . . . . .
    22. Outline Recall The equation y′ = ky Modeling simple population growth Modeling radioactive decay Carbon-14 Dating Newton’s Law of Cooling Continuously Compounded Interest . . . . . .
    23. Modeling radioactive decay Radioactive decay occurs because many large atoms spontaneously give off particles. . . . . . .
    24. Modeling radioactive decay Radioactive decay occurs because many large atoms spontaneously give off particles. This means that in a sample of a bunch of atoms, we can assume a certain percentage of them will “go off” at any point. (For instance, if all atom of a certain radioactive element have a 20% chance of decaying at any point, then we can expect in a sample of 100 that 20 of them will be decaying.) . . . . . .
    25. Thus the relative rate of decay is constant: y′ =k y where k is negative. . . . . . .
    26. Thus the relative rate of decay is constant: y′ =k y where k is negative. So y′ = ky =⇒ y = y0 ekt again! . . . . . .
    27. Thus the relative rate of decay is constant: y′ =k y where k is negative. So y′ = ky =⇒ y = y0 ekt again! It’s customary to express the relative rate of decay in the units of half-life: the amount of time it takes a pure sample to decay to one which is only half pure. . . . . . .
    28. Example The half-life of polonium-210 is about 138 days. How much of a 100 g sample remains after t years? . . . . . .
    29. Example The half-life of polonium-210 is about 138 days. How much of a 100 g sample remains after t years? Solution We have y = y0 ekt , where y0 = y(0) = 100 grams. Then 365 · ln 2 50 = 100ek·138/365 =⇒ k = − . 138 Therefore 365·ln 2 y(t) = 100e− 138 t = 100 · 2−365t/138 . . . . . . .
    30. Carbon-14 Dating The ratio of carbon-14 to carbon-12 in an organism decays exponentially: p(t) = p0 e−kt . The half-life of carbon-14 is about 5700 years. So the equation for p(t) is ln2 p(t) = p0 e− 5700 t Another way to write this would be p(t) = p0 2−t/5700 . . . . . .
    31. Example Suppose a fossil is found where the ratio of carbon-14 to carbon-12 is 10% of that in a living organism. How old is the fossil? . . . . . .
    32. Example Suppose a fossil is found where the ratio of carbon-14 to carbon-12 is 10% of that in a living organism. How old is the fossil? Solution We are looking for the value of t for which p(t) = 0.1 p(0) . . . . . .
    33. Example Suppose a fossil is found where the ratio of carbon-14 to carbon-12 is 10% of that in a living organism. How old is the fossil? Solution We are looking for the value of t for which p(t) = 0.1 p(0) From the equation we have 2−t/5700 = 0.1 t − ln 2 = ln 0.1 5700 ln 0.1 t= · 5700 ≈ 18, 940 ln 2 . . . . . .
    34. Example Suppose a fossil is found where the ratio of carbon-14 to carbon-12 is 10% of that in a living organism. How old is the fossil? Solution We are looking for the value of t for which p(t) = 0.1 p(0) From the equation we have 2−t/5700 = 0.1 t − ln 2 = ln 0.1 5700 ln 0.1 t= · 5700 ≈ 18, 940 ln 2 So the fossil is almost 19,000 years old. . . . . . .
    35. Outline Recall The equation y′ = ky Modeling simple population growth Modeling radioactive decay Carbon-14 Dating Newton’s Law of Cooling Continuously Compounded Interest . . . . . .
    36. Newton’s Law of Cooling Newton’s Law of Cooling states that the rate of cooling of an object is proportional to the temperature difference between the object and its surroundings. . . . . . .
    37. Newton’s Law of Cooling Newton’s Law of Cooling states that the rate of cooling of an object is proportional to the temperature difference between the object and its surroundings. This gives us a differential equation of the form dT = k (T − T s ) dt (where k < 0 again). . . . . . .
    38. General Solution to NLC problems To solve this, change the variable y(t) = T(t) − Ts . Then y′ = T′ and k(T − Ts ) = ky. The equation now looks like dy = ky dt . . . . . .
    39. General Solution to NLC problems To solve this, change the variable y(t) = T(t) − Ts . Then y′ = T′ and k(T − Ts ) = ky. The equation now looks like dy = ky dt which we can solve: y = Cekt T − Ts = Cekt =⇒ T = Cekt + Ts . . . . . .
    40. General Solution to NLC problems To solve this, change the variable y(t) = T(t) − Ts . Then y′ = T′ and k(T − Ts ) = ky. The equation now looks like dy = ky dt which we can solve: y = Cekt T − Ts = Cekt =⇒ T = Cekt + Ts Here C = y0 = T0 − Ts . . . . . . .
    41. Example A hard-boiled egg at 98◦ C is put in a sink of 18◦ C water. After 5 minutes, the egg’s temperature is 38◦ C. Assuming the water has not warmed appreciably, how much longer will it take the egg to reach 20◦ C? . . . . . .
    42. Example A hard-boiled egg at 98◦ C is put in a sink of 18◦ C water. After 5 minutes, the egg’s temperature is 38◦ C. Assuming the water has not warmed appreciably, how much longer will it take the egg to reach 20◦ C? Solution We know that the temperature function takes the form T(t) = (T0 − Ts )ekt + Ts = 80ekt + 18 To find k, plug in t = 5: 38 = T(5) = 80e5k + 18 and solve for k. . . . . . .
    43. Finding k 38 = T(5) = 80e5k + 18 20 = 80e5k 1 = e5k ( )4 1 ln = 5k 4 1 =⇒ k = − ln 4. 5 . . . . . .
    44. Finding k 38 = T(5) = 80e5k + 18 20 = 80e5k 1 = e5k ( )4 1 ln = 5k 4 1 =⇒ k = − ln 4. 5 Now we need to solve t 20 = T(t) = 80e− 5 ln 4 + 18 for t. . . . . . .
    45. Finding t t 20 = 80e− 5 ln 4 + 18 t 2 = 80e− 5 ln 4 1 t = e− 5 ln 4 40 t − ln 40 = − ln 4 5 ln 40 5 ln 40 =⇒ t = 1 = ≈ 13 min 5 ln 4 ln 4 . . . . . .
    46. Example A murder victim is discovered at midnight and the temperature of the body is recorded as 31 ◦ C. One hour later, the temperature of the body is 29 ◦ C. Assume that the surrounding air temperature remains constant at 21 ◦ C. Calculate the victim’s time of death. (The “normal” temperature of a living human being is approximately 37 ◦ C.) . . . . . .
    47. Solution Let time 0 be midnight. We know T0 = 31, Ts = 21, and T(1) = 29. We want to know the t for which T(t) = 37. . . . . . .
    48. Solution Let time 0 be midnight. We know T0 = 31, Ts = 21, and T(1) = 29. We want to know the t for which T(t) = 37. To find k: 29 = 10ek·1 + 21 =⇒ k = ln 0.8 . . . . . .
    49. Solution Let time 0 be midnight. We know T0 = 31, Ts = 21, and T(1) = 29. We want to know the t for which T(t) = 37. To find k: 29 = 10ek·1 + 21 =⇒ k = ln 0.8 To find t: 37 = 10et·ln(0.8) + 21 1.6 = et·ln(0.8) ln(1.6) t= ≈ −2.10 hr ln(0.8) So the time of death was just before 10:00pm. . . . . . .
    50. Outline Recall The equation y′ = ky Modeling simple population growth Modeling radioactive decay Carbon-14 Dating Newton’s Law of Cooling Continuously Compounded Interest . . . . . .
    51. Interest If an account has an compound interest rate of r per year compounded n times, then an initial deposit of A0 dollars becomes ( r )nt A0 1 + n after t years. . . . . . .
    52. Interest If an account has an compound interest rate of r per year compounded n times, then an initial deposit of A0 dollars becomes ( r )nt A0 1 + n after t years. For different amounts of compounding, this will change. As n → ∞, we get continously compounded interest ( r )nt A(t) = lim A0 1 + = A0 ert . n→∞ n . . . . . .
    53. Interest If an account has an compound interest rate of r per year compounded n times, then an initial deposit of A0 dollars becomes ( r )nt A0 1 + n after t years. For different amounts of compounding, this will change. As n → ∞, we get continously compounded interest ( r )nt A(t) = lim A0 1 + = A0 ert . n→∞ n Thus dollars are like bacteria. . . . . . .
    54. Example How long does it take an initial deposit of $100, compounded continuously, to double? . . . . . .
    55. Example How long does it take an initial deposit of $100, compounded continuously, to double? Solution We need t such that A(t) = 200. In other words ln 2 200 = 100ert =⇒ 2 = ert =⇒ ln 2 = rt =⇒ t = . r For instance, if r = 6% = 0.06, we have ln 2 0.69 69 t= ≈ = = 11.5 years. 0.06 0.06 6 . . . . . .
    56. I-banking interview tip of the day ln 2 The fraction can r also be approximated as either 70 or 72 divided by the percentage rate (as a number between 0 and 100, not a fraction between 0 and 1.) This is sometimes called the rule of 70 or rule of 72. 72 has lots of factors so it’s used more often. . . . . . .
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