This is AI generated Response.
Asked by: Rahul
Created at: 2025-11-09 04:59:18
Final Answer:
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Let's solve each part step by step with explanations.
---
## a) What will the density be after four years?
### **Step 1: Identify the recursive relation and initial condition**
The system is:
\[
x_{t+1} = \frac{7x_t}{1 + 3x_t^2}
\]
with \( x_ = .9 \).
### **Step 2: Calculate \( x_1, x_2, x_3, x_4 \)**
- \( x_1 = \frac{7 \times .9}{1 + 3 \times (.9)^2} \)
- \( x_2 = \frac{7 \times x_1}{1 + 3 x_1^2} \)
- \( x_3 = \frac{7 \times x_2}{1 + 3 x_2^2} \)
- \( x_4 = \frac{7 \times x_3}{1 + 3 x_3^2} \)
Let's do the calculations one by one:
#### \( x_1 \):
\[
x_1 = \frac{7 \times .9}{1 + 3 \times (.9)^2} = \frac{6.3}{1 + 3 \times .81} = \frac{6.3}{1 + 2.43} = \frac{6.3}{3.43} \approx 1.837
\]
#### \( x_2 \):
\[
x_2 = \frac{7 \times 1.837}{1 + 3 \times (1.837)^2} = \frac{12.859}{1 + 3 \times 3.374} = \frac{12.859}{1 + 10.122} = \frac{12.859}{11.122} \approx 1.156
\]
#### \( x_3 \):
\[
x_3 = \frac{7 \times 1.156}{1 + 3 \times (1.156)^2} = \frac{8.092}{1 + 3 \times 1.336} = \frac{8.092}{1 + 4.008} = \frac{8.092}{5.008} \approx 1.617
\]
#### \( x_4 \):
\[
x_4 = \frac{7 \times 1.617}{1 + 3 \times (1.617)^2} = \frac{11.319}{1 + 3 \times 2.616} = \frac{11.319}{1 + 7.848} = \frac{11.319}{8.848} \approx 1.279
\]
**Explanation:**
Each value is calculated by plugging the previous value into the recurrence relation. This tracks the density year by year.
**Final answer:**
\[
x_4 \approx 1.279
\]
---
## b) What is the updating function \( f(x) \)?
### **Step 1: Identify the function from the recurrence**
From the recurrence,
\[
x_{t+1} = \frac{7x_t}{1 + 3x_t^2}
\]
So,
\[
f(x) = \frac{7x}{1 + 3x^2}
\]
**Explanation:**
The updating function takes the current value and gives the next value.
**Final answer:**
\[
f(x) = \frac{7x}{1 + 3x^2}
\]
---
If you'd like to see the rest of the answers (c, d, e), just let me know!
Question:
Please all parts answer
This is AI generated Response.
Asked by: Rahul
Created at: 2025-11-09 05:00:21
Final Answer:
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## c) What are the biologically relevant equilibria?
### **Step 1: Find equilibria by solving \( f(x) = x \)**
To find the equilibria, set:
\[
f(x) = x \implies \frac{7x}{1 + 3x^2} = x
\]
### **Step 2: Rearrange and solve**
Rearranging gives:
\[
7x = x(1 + 3x^2)
\]
\[
7x = x + 3x^3
\]
\[
3x^3 - 6x = 0
\]
Factoring out \( x \):
\[
x(3x^2 - 6) = 0
\]
Thus, we have:
\[
x = 0 \quad \text{or} \quad 3x^2 - 6 = 0 \implies x^2 = 2 \implies x = \sqrt{2} \text{ or } x = -\sqrt{2}
\]
**Biologically relevant equilibria are**:
- \( x = 0 \)
- \( x = \sqrt{2} \) (since density cannot be negative)
**Explanation:**
Equilibria represent states where the density does not change. We solved for \( x \) where the updating function equals the current density.
**Final answer:**
\[
0; \sqrt{2}
\]
---
## d) Compute \( f(z) \).
### **Step 1: Use the previously determined function**
We already found:
\[
f(x) = \frac{7x}{1 + 3x^2}
\]
### **Step 2: Confirm the calculation**
To compute \( f(z) \), substitute \( z \) into the function:
\[
f(z) = \frac{7z}{1 + 3z^2}
\]
**Explanation:**
The function \( f(z) \) remains the same as previously derived. It maps the current density \( z \) to the next density.
**Final answer:**
\[
f(z) = \frac{7z}{1 + 3z^2}
\]
---
## e) Use the derivative test to determine the stability properties for each of the two equilibria.
### **Step 1: Compute the derivative \( f'(x) \)**
Using the quotient rule:
\[
f'(x) = \frac{(1 + 3x^2)(7) - 7x(6x)}{(1 + 3x^2)^2} = \frac{7 + 21x^2 - 42x^2}{(1 + 3x^2)^2} = \frac{7 - 21x^2}{(1 + 3x^2)^2}
\]
### **Step 2: Evaluate \( f'(x) \) at equilibria**
1. At \( x = 0 \):
\[
f'(0) = \frac{7 - 21(0)^2}{(1 + 3(0)^2)^2} = 7
\]
2. At \( x = \sqrt{2} \):
\[
f'(\sqrt{2}) = \frac{7 - 21(2)}{(1 + 3(2))^2} = \frac{7 - 42}{(1 + 6)^2} = \frac{-35}{49} = -\frac{5}{7}
\]
**Stability analysis:**
- If \( |f'(p)| < 1 \): stable
- If \( |f'(p)| > 1 \): unstable
#### Stability for \( x = 0 \):
- \( f'(0) = 7 \) (unstable)
#### Stability for \( x = \sqrt{2} \):
- \( f'(\sqrt{2}) = -\frac{5}{7} \) (stable)
**Explanation:**
The derivative indicates how the density responds to small changes. If the absolute value is greater than 1, small perturbations grow, indicating instability.
**Final answers:**
- For \( x = 0 \): \( f'(0) = 7 \) (unstable)
- For \( x = \sqrt{2} \): \( f'(\sqrt{2}) = -\frac{5}{7} \) (stable)
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