Unit 7 · Topic 7.8 Beta

Exponential Models

When the rate of change is proportional to the amount, dy/dt = ky and y = y_0e^kt .

Practice 1: Implementing Mathematical ProcessesPractice 3: JustificationPractice 4: Communication and Notation

Question set for this topic

Part 1 · Hook

Why this matters

Bacteria in a dish, money in an account, a medicine leaving the blood, a radioactive sample: each changes at a rate proportional to how much there is. One differential equation, dydt=ky\frac{dy}{dt} = ky, covers them all, and its solution y=y0ekty = y_0e^{kt} is worth knowing by heart, along with what kk means and how to find it from data.

Part 2 · Before you start

What this builds on

Part 3 · Prerequisite check

Quick check before you start

1. The general solution of dydt=ky\frac{dy}{dt} = ky is

  1. y=Aekty = Ae^{kt}
  2. y=ekt+Cy = e^{kt} + C
  3. y=k2y2+Cy = \frac{k}{2}y^2 + C
  4. y=kt+Cy = kt + C
Show the answer

ln⁡|y|=kt+C\ln|y| = kt + C, so y=Aekty = Ae^{kt}.

  • Correct: y=Aekty = Ae^{kt}:
  • y=ekt+Cy = e^{kt} + C:
  • y=k2y2+Cy = \frac{k}{2}y^2 + C:
  • y=kt+Cy = kt + C:

2. For dydx=2y\frac{dy}{dx} = 2y with y(0)=5y(0) = 5, the constant AA in y=Ae2xy = Ae^{2x} is

  1. 5
  2. 2
  3. 10
  4. ln⁡5\ln 5
Show the answer

At x=0x = 0, y=Ae0=Ay = Ae^0 = A, so A=5A = 5.

  • Correct: 5:
  • 2:
  • 10:
  • ln⁡5\ln 5:

Part 4 · See it

See it first

Left: P = 50e^(0.2t) for t from 0 to 10, starting at 50 and doubling to 100 at t ≈ 3.47 and to 200 at t ≈ 6.93. Right: A = 80e^(−0.3t), starting at 80 and halving to 40 at t ≈ 2.31 and to 20 at t ≈ 4.62.
Left: dPdt=0.2P\frac{dP}{dt} = 0.2P with P(0)=50P(0) = 50 grows and doubles every ln⁡20.2\frac{\ln 2}{0.2} time units. Right: dAdt=−0.3A\frac{dA}{dt} = -0.3A with A(0)=80A(0) = 80 decays and halves every ln⁡20.3\frac{\ln 2}{0.3}. LevlPrep original diagram.

Part 5 · Step by step

How it works, step by step

  1. A quantity changes at a rate proportional to its sizedydt=ky\frac{dy}{dt} = ky
  2. Separate, integrate and use y(0)y=y0ekty = y_0e^{kt}, the exponential model
  3. k>0k > 0 or k<0k < 0growth or decay; |k||k| is the rate as a fraction of the amount, per unit time
  4. A second data point y(t1)=y1y(t_1) = y_1 is knownekt1=y1y0e^{kt_1} = \frac{y_1}{y_0}, so kk=1t1ln⁡y1y0= \frac{1}{t_1}\ln\frac{y_1}{y_0}

Part 6 · Key ideas

Key ideas

  • dydt=ky\frac{dy}{dt} = ky and y(0)=y0y(0) = y_0 give y=y0ekty = y_0e^{kt}. You may quote this result.
  • k=dy/dtyk = \frac{dy/dt}{y}: the rate of change as a fraction of the current amount, in "per unit time" (per hour, per year).
  • Doubling time (k>0k > 0) and half-life (k<0k < 0) are both ln⁡2|k|\frac{\ln 2}{|k|}; they do not depend on the starting amount.
  • To find kk from two values, divide first: y1y0=ekt1\frac{y_1}{y_0} = e^{kt_1}, then take ln⁡\ln.
  • Cooling toward room temperature TrT_r is exponential in T−TrT - T_r, not in TT.

Part 7 · Misconception

A common mistake

The wrong idea: A population goes from 400 to 1200 in 3 hours, so k=1200−4003k = \frac{1200 - 400}{3}.

What actually happens: That is an average rate, measured in cells per hour: a linear idea. For y=400ekty = 400e^{kt}: 1200=400e3k1200 = 400e^{3k}, so e3k=3e^{3k} = 3 and k=ln⁡33k = \frac{\ln 3}{3} per hour.

Part 8 · Check yourself

Check yourself

Exam-style questions. Anything you miss goes into your review queue.

Table

A bacteria culture

A culture grows at a rate proportional to its size; two counts
tt (hours)03
P(t)P(t) (bacteria)4001200

1. dPdt=kP\frac{dP}{dt} = kP. Find the growth constant kk, exactly.

No calculator. Type the exact value (a fraction, π, e or a root is fine).

Show the answer

1200=400e3k1200 = 400e^{3k}, so e3k=3e^{3k} = 3, 3k=ln⁡33k = \ln 3 and k=ln⁡33≈0.366k = \frac{\ln 3}{3} \approx 0.366 per hour.

  • Answer: ln⁡(3)3\frac{\ln(3)}{3} ≈ 0.366

2. Write P(t)P(t) for the culture.

Type an expression for P(t)=P(t) =.

Show the answer

P(t)=400eln⁡33tP(t) = 400e^{\frac{\ln 3}{3}t}, which can also be written 400⋅3t/3400 \cdot 3^{t/3}.

  • Answer: P(t)=P(t) = 400eln⁡33t=400⋅3t/3400e^{\frac{\ln 3}{3}t} = 400 \cdot 3^{t/3}

3. What does k=ln⁡33≈0.366k = \frac{\ln 3}{3} \approx 0.366 per hour mean for this culture?

  1. At each moment, the population grows at about 36.6% of its current size per hour.
  2. The population grows by about 0.366 bacteria each hour.
  3. The population triples each hour.
  4. It is the starting population, in hundreds.
Show the answer

dPdt=kP\frac{dP}{dt} = kP means the growth rate is kk times the current size: about 0.366 of the population per hour.

  • Correct: At each moment, the population grows at about 36.6% of its current size per hour.: k=dP/dtPk = \frac{dP/dt}{P}, the rate as a fraction of the amount.
  • The population grows by about 0.366 bacteria each hour.: kk is a fraction of the amount, not a count of bacteria.
  • The population triples each hour.: It triples every 3 hours.
  • It is the starting population, in hundreds.: The starting population is P(0)=400P(0) = 400.

4. Which differential equation has the solution y=7e−2ty = 7e^{-2t}?

  1. dydt=7y\frac{dy}{dt} = 7y
  2. dydt=−2t\frac{dy}{dt} = -2t
  3. dydt=−14y\frac{dy}{dt} = -14y
  4. dydt=−2y\frac{dy}{dt} = -2y
Show the answer

For y=y0ekty = y_0e^{kt}, dydt=ky\frac{dy}{dt} = ky; here k=−2k = -2.

  • dydt=7y\frac{dy}{dt} = 7y: 7 is the starting amount, not the constant k.
  • dydt=−2t\frac{dy}{dt} = -2t: The rate is proportional to y, not to t.
  • dydt=−14y\frac{dy}{dt} = -14y: −14y=−98e−2t-14y = -98e^{-2t}, seven times too big.
  • Correct: dydt=−2y\frac{dy}{dt} = -2y: dydt=−14e−2t=−2y\frac{dy}{dt} = -14e^{-2t} = -2y.

5. A town's population PP satisfies dPdt=kP\frac{dP}{dt} = kP, with tt in years. What are the units of kk?

  1. people per year
  2. per year
  3. years
  4. people
Show the answer

k=dP/dtPk = \frac{dP/dt}{P}: (people per year) ÷ people = per year.

  • people per year: That is the unit of dPdt\frac{dP}{dt}; dividing by PP removes "people".
  • Correct: per year: dPdt\frac{dP}{dt} is people per year and PP is people, so kk is 1year\frac{1}{\text{year}}.
  • years: k⋅tk \cdot t must have no units, so kk is per year.
  • people: k multiplies P to give a rate, so it carries "per year".

6. A pie at 90 °F cools in a 20 °F freezer: T−20=70ektT - 20 = 70e^{kt}, tt in minutes. After 10 minutes it is at 55 °F. Find kk exactly.

No calculator. Type the exact value (a fraction, π, e or a root is fine).

Show the answer

35=70e10k35 = 70e^{10k}, so e10k=12e^{10k} = \frac{1}{2} and kk=ln⁡(1/2)10= \frac{\ln(1/2)}{10}=−ln⁡210= -\frac{\ln 2}{10} per minute.

  • Answer: −ln⁡(2)10\frac{-\ln(2)}{10} ≈ -0.069

Part 9 · Summary

Summary

When the rate of change is proportional to the amount, dydt=ky\frac{dy}{dt} = ky and y=y0ekty = y_0e^{kt}. k>0k > 0 is growth, k<0k < 0 decay; kk is the rate as a fraction of the amount per unit time. Find kk by dividing two values and taking ln⁡\ln; doubling time and half-life are ln⁡2|k|\frac{\ln 2}{|k|}.

Part 10 · Up next

What comes next

Part 11 · Connections

Connections