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FRQ 6 โ Logistic Differential Equation
Consider the logistic differential equation \(\frac{dy}{dt} = 0.08y\left(1 - \frac{y}{500}\right)\) with initial condition \(y(0)=100\).
(a) What is the carrying capacity of the population? What is the maximum growth rate?
(b) Use Eulerโs method, starting at \(t=0\) with two steps of equal size \(h=1\), to approximate \(y(2)\).
(c) Solve the differential equation exactly to find \(y(t)\).
(d) Find \(\lim_{t\to\infty} y(t)\).
(e) At what time \(t\) is the population growing the fastest?
Show Detailed Solution
- (a) Concept: The standard logistic differential equation is \(\frac{dy}{dt} = ky(1 - \frac{y}{K})\), where \(K\) is the carrying capacity. The growth rate is a downward-facing parabola that reaches its vertex (maximum) when the population is exactly half the carrying capacity (\(y = K/2\)).
Carrying capacity \(K=500\).
The population grows fastest when \(y = 500/2 = 250\).
The maximum growth rate is found by plugging 250 back into the DE: \(\frac{dy}{dt} = 0.08(250)(1 - 250/500) = 20(0.5) = 10\).
- (b) Concept: Euler's method uses localized tangent lines to step forward iteratively. The formula is \(y_{new} = y_{old} + h \cdot y'_{old}\).
Step 1 (Find \(y_1\) at \(t=1\)): \(y_1 = 100 + 1 \cdot [0.08(100)(1 - 100/500)] = 100 + 1(8 \cdot 0.8) = 106.4\).
Step 2 (Find \(y_2\) at \(t=2\)): \(y_2 = 106.4 + 1 \cdot [0.08(106.4)(1 - 106.4/500)] \approx 106.4 + 6.701 = 113.101\).
- (c) Concept: While you can solve logistic equations via partial fraction decomposition, on the AP exam it is advantageous to memorize the solution structure \(y = \frac{K}{1+Ae^{-kt}}\), where \(A = \frac{K - y_0}{y_0}\).
\(A = \frac{500 - 100}{100} = \frac{400}{100} = 4\).
Solution: \(y(t)=\frac{500}{1+4e^{-0.08t}}\).
- (d) Concept: Evaluating the limit to infinity verifies the carrying capacity analytically.
As \(t \to \infty\), the exponent \(-0.08t\) becomes a massive negative number, meaning \(e^{-0.08t} \to 0\).
\(\lim_{t\to\infty} \frac{500}{1 + 4(0)} = \frac{500}{1} = 500\).
- (e) Concept: We established in part (a) that the population grows fastest when \(y = 250\). We just need to find the time \(t\) when this occurs using our exact solution.
Set \(y(t) = 250\): \(\frac{500}{1+4e^{-0.08t}} = 250\).
Divide both sides into 500: \(1+4e^{-0.08t} = 2\).
Solve for the exponential: \(4e^{-0.08t} = 1 \implies e^{-0.08t} = 0.25\).
Take the natural log: \(-0.08t = \ln(0.25)\).
\(t = \frac{\ln(0.25)}{-0.08} = \frac{-\ln 4}{-0.08} \approx 17.329\).
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FRQ 7 โ Differential Eq (Separation & Slope Field)
Consider the differential equation \(\frac{dy}{dx} = \frac{xy}{x^2+1}\) with the initial condition \(y(0)=2\).
(a) Sketch the slope field for the given differential equation at the points \((0,2), (1,2), (2,2), (0,3), (1,3)\).
(b) Use Eulerโs method, starting at \(x=0\) with two steps of equal size (\(h=0.5\)), to approximate \(y(1)\).
(c) Find the particular solution \(y = f(x)\) to the given differential equation with the initial condition \(y(0)=2\).
(d) Find \(\lim_{x\to\infty} y(x)\).
(e) Does \(y(x)\) have a relative minimum, relative maximum, or neither at \(x=0\)? Justify your answer.
Show Detailed Solution
- (a) Concept: A slope field visualizes the differential equation by plotting short line segments whose slopes are determined by evaluating \(dy/dx\) at specific coordinates.
Evaluate \(\frac{dy}{dx} = \frac{xy}{x^2+1}\):
At (0,2): \(0/1 = 0\) (horizontal segment)
At (1,2): \(2/2 = 1\) (segment angled at 45 degrees)
At (2,2): \(4/5 = 0.8\) (slightly less steep than 1)
At (0,3): \(0/1 = 0\) (horizontal segment)
At (1,3): \(3/2 = 1.5\) (steeper segment).
- (b) Concept: Step forward using \(y_{new} = y_{old} + h(dy/dx)_{old}\).
Step 1 (\(x=0.5\)): \(y(0.5) \approx 2 + 0.5\left(\frac{(0)(2)}{0^2+1}\right) = 2 + 0.5(0) = 2\).
Step 2 (\(x=1.0\)): \(y(1) \approx 2 + 0.5\left(\frac{(0.5)(2)}{(0.5)^2+1}\right) = 2 + 0.5\left(\frac{1}{1.25}\right) = 2 + 0.5(0.8) = 2.4\).
- (c) Concept: Separation of variables requires using algebra to get all \(y\)'s on the \(dy\) side, and all \(x\)'s on the \(dx\) side before integrating.
Divide by \(y\) and multiply by \(dx\): \(\frac{1}{y} dy = \frac{x}{x^2+1} dx\).
Integrate both sides (use u-substitution \(u=x^2+1, du=2x dx\) on the right):
\(\int \frac{1}{y} dy = \frac{1}{2} \int \frac{2x}{x^2+1} dx \implies \ln|y| = \frac{1}{2}\ln(x^2+1) + C\).
Use initial condition \(y(0)=2\) to solve for \(C\): \(\ln 2 = \frac{1}{2}\ln(1) + C \implies C = \ln 2\).
Isolate \(y\): \(\ln|y| = \ln((x^2+1)^{1/2}) + \ln 2 = \ln(2\sqrt{x^2+1})\).
Exponentiating both sides yields the exact solution: \(y = 2\sqrt{x^2+1}\).
- (d) Concept: Evaluate the behavior of the solution as \(x\) grows infinitely large.
\(\lim_{x\to\infty} 2\sqrt{x^2+1} = \infty\). The curve increases without bound.
- (e) Concept: The First Derivative Test checks how the slope changes around a critical point. A transition from negative slope to positive slope indicates a local minimum.
At the point \(x=0, y=2\), the derivative is \(\frac{(0)(2)}{1} = 0\), establishing a critical point.
For \(x < 0\) (and \(y>0\)), the numerator \(xy\) is negative, so \(\frac{dy}{dx} < 0\).
For \(x > 0\) (and \(y>0\)), the numerator \(xy\) is positive, so \(\frac{dy}{dx} > 0\).
Because the derivative changes from negative to positive at \(x=0\), \(y(x)\) has a relative minimum.