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Unit 7 · Topic 7.8

7.8 Exponential Models with Differential Equations

When a quantity changes at a rate proportional to its own size, dy/dt = ky, and the solution is y = y₀eᵏᵗ. This one model covers population growth, radioactive decay, continuous interest and more.

Key terms

  • exponential growth
  • exponential decay
  • dy/dt = ky
  • y = y₀eᵏᵗ
  • growth constant k

Deriving the model

“The rate of change of y is proportional to y” translates to dy/dt = ky. Separate and integrate: (1/y) dy = k dt, so ln|y| = kt + C, and y = Aeᵏᵗ. At t = 0, y = A, so A is the starting amount y₀:

y = y₀eᵏᵗ.

You can use this result directly on the exam. You don't have to derive it each time unless the question asks you to solve the differential equation.

What k tells you

  • k > 0: exponential growth. The bigger y gets, the faster it grows.
  • k < 0: exponential decay. The amount shrinks toward 0, and shrinks more slowly as it gets smaller.
  • The relative growth rate (dy/dt)/y equals k, which is constant. That's the defining feature of this model.
  • Doubling time: y doubles when eᵏᵗ = 2, so t = ln 2/k. Half-life: y halves when eᵏᵗ = ½, so t = ln(½)/k = −ln 2/k (positive, since k < 0).

Finding k from data

Usually you're told the starting amount and the amount at a later time. Substitute both into y = y₀eᵏᵗ, isolate eᵏᵗ, and take the natural log. Keep k exact (like k = ln(2.8)/3) until the final step, so rounding doesn't build up.

Reading the equation directly also works. If dy/dt = −0.05y, you know k = −0.05 without solving anything: at every instant, the amount is decreasing at a rate equal to 5% of its current value per unit of time.

Where the model shows up

  • Populations with plenty of resources: dP/dt = kP with k > 0.
  • Radioactive decay and drug elimination from the body: dA/dt = kA with k < 0.
  • Money with continuously compounded interest at annual rate r: dB/dt = rB, so B = B₀eʳᵗ.
  • Any statement like “grows at a rate of 4% of its current size per year (continuously)”: dy/dt = 0.04y.

A close cousin: shifted exponential models

Some equations look like dy/dt = k(y − M), for example a hot drink cooling toward room temperature M. This is still separable, and the solution is y = M + Ceᵏᵗ: the difference y − M grows or decays exponentially. Don't write y = y₀eᵏᵗ for this equation. Solve it with separation of variables, or recognize the shift.

Worked examples

Try each one yourself first, then open the solution.

  1. Example 1Calculator allowed

    Growth from two data points

    A bacteria culture grows at a rate proportional to its size. It has 500 bacteria at t = 0 and 1400 at t = 3 hours. Find k, and find when the culture reaches 5000.

    Show the solution
    1. Step 1: Model: P = 500eᵏᵗ.
    2. Step 2: At t = 3: 1400 = 500e³ᵏ, so e³ᵏ = 2.8 and k = ln(2.8)/3 ≈ 0.343 per hour.
    3. Step 3: Set P = 5000: 5000 = 500eᵏᵗ, so eᵏᵗ = 10 and t = ln 10/k = 3 ln 10/ln 2.8.
    4. Step 4: t ≈ 6.709 hours.

    Answer: k = ln(2.8)/3 ≈ 0.343; the culture reaches 5000 at t ≈ 6.709 hours.

  2. Example 2Calculator allowed

    Half-life

    A substance has a half-life of 8 days. Starting with 120 mg, how much is left after 20 days?

    Show the solution
    1. Step 1: Half-life gives e^(8k) = ½, so k = −ln 2/8.
    2. Step 2: y = 120e^(−(ln 2/8)·20) = 120 · 2^(−20/8) = 120 · 2^(−2.5).
    3. Step 3: 2^(−2.5) ≈ 0.17678, so y ≈ 21.213 mg.
    4. Step 4: Sanity check: 16 days is two half-lives (30 mg), and 24 days is three (15 mg). 21.2 mg at 20 days fits between them.

    Answer: About 21.213 mg

  3. Example 3

    Trap: the model shifted by room temperature

    Coffee cools according to dT/dt = k(T − 70), with T in °F and t in minutes. T(0) = 190 and T(5) = 150. Find T(10).

    Show the solution
    1. Step 1: This is not dT/dt = kT, so T = 190eᵏᵗ is wrong.
    2. Step 2: Separate: dT/(T − 70) = k dt, so ln|T − 70| = kt + C and T = 70 + Ceᵏᵗ.
    3. Step 3: T(0) = 190 gives C = 120. T(5) = 150 gives 120e⁵ᵏ = 80, so e⁵ᵏ = 2/3.
    4. Step 4: T(10) = 70 + 120e¹⁰ᵏ = 70 + 120(e⁵ᵏ)² = 70 + 120(4/9) = 70 + 53.33… ≈ 123.333.

    Answer: T(10) = 370/3 ≈ 123.333°F

Common mistakes

  • Using y = y₀eᵏᵗ for an equation like dy/dt = k(y − M).
  • Rounding k early. A k of 0.34 instead of 0.343206… can change the answer in the second decimal place.
  • Writing a positive k for a decay problem, or getting a negative time from a sign slip.
  • Confusing “proportional to y” (exponential) with “increases by a constant amount” (linear).

On the exam

  • Multiple-choice questions often describe a situation in words and ask for the function or the time to reach a value. Recognize dy/dt = ky and go straight to y = y₀eᵏᵗ.
  • On free response, if asked to solve the differential equation, show the separation of variables, even though you know the answer form.

Connected topics

Videos

  • Calculus AB/BC – 7.8 Exponential Models with Differential Equations

    The AlgebrosWatch on YouTube (opens in a new tab)

  • Modeling population with simple differential equation | Khan Academy

    Khan AcademyWatch on YouTube (opens in a new tab)

  • AP Calculus AB TOPIC 7.8 Exponential Models with Differential Equations

    Math Teacher GOATWatch on YouTube (opens in a new tab)

  • Exponential Growth and Decay Calculus, Relative Growth Rate, Differential Equations, Word Problems

    The Organic Chemistry TutorWatch on YouTube (opens in a new tab)

  • Why Exponential Growth?? Intro to Separable Differential Equations

    Dr. Trefor BazettWatch on YouTube (opens in a new tab)

  • Modeling population as an exponential function | First order differential equations | Khan Academy

    Khan AcademyWatch on YouTube (opens in a new tab)

Check yourself

4 questions on 7.8 Exponential Models with Differential Equations. Pick an answer to see if you got it, and why.

Question 1 of 4

A radioactive substance decays at a rate proportional to the amount present, so its amount is y = y₀eᵏᵗ, where t is in years. The substance has a half-life of 6 years. What is the value of k?

t (hours)P(t) (bacteria)
0500
31200
62880

Invented data for practice

Question 2 of 4Calculator allowed

The number of bacteria P in a culture grows at a rate proportional to the number present, so dP/dt = kP, where t is in hours. Selected values of P are shown in the table. What is the value of k?

Question 3 of 4Calculator allowed

The population in the table follows the model dP/dt = kP. According to the model, at what time t, in hours, does the population reach 3,000 bacteria?

Question 4 of 4Calculator allowed

The population in the table follows the model dP/dt = kP. According to the model, at what rate is the population growing at time t = 5 hours?

0 of 4 answered