Math Problem Statement

Given dy/dx=y-x, y(0)=2, find y(0.1) using Runge Kutta second order method.

Solution

To solve the differential equation dydx=yx\frac{dy}{dx} = y - x, with the initial condition y(0)=2y(0) = 2, using the second-order Runge-Kutta method (also called Heun’s method), we proceed as follows:

Step-by-Step Approach

Step 1: Write down the function and initial values

  • Differential equation: dydx=f(x,y)=yx\frac{dy}{dx} = f(x, y) = y - x
  • Initial condition: y(0)=2y(0) = 2
  • We want to find y(0.1)y(0.1), so let the step size be h=0.1h = 0.1.

Step 2: Define the Runge-Kutta second-order formula

The second-order Runge-Kutta method (Heun's method) is given by the following iterative formula:

yn+1=yn+h2(k1+k2)y_{n+1} = y_n + \frac{h}{2} \left( k_1 + k_2 \right)

where:

  • k1=f(xn,yn)k_1 = f(x_n, y_n)
  • k2=f(xn+h,yn+hk1)k_2 = f(x_n + h, y_n + h k_1)

Step 3: Perform the first step calculation

  • Start with x0=0x_0 = 0, y0=2y_0 = 2, and h=0.1h = 0.1.

Calculate k1k_1:

k1=f(x0,y0)=y0x0=20=2k_1 = f(x_0, y_0) = y_0 - x_0 = 2 - 0 = 2

Calculate k2k_2:

k2=f(x0+h,y0+hk1)=f(0+0.1,2+0.1×2)=f(0.1,2.2)k_2 = f(x_0 + h, y_0 + h k_1) = f(0 + 0.1, 2 + 0.1 \times 2) = f(0.1, 2.2) k2=2.20.1=2.1k_2 = 2.2 - 0.1 = 2.1

Step 4: Update yy

Now use the Runge-Kutta formula to compute y1y_1 (which is y(0.1)y(0.1)):

y1=y0+h2(k1+k2)=2+0.12(2+2.1)y_1 = y_0 + \frac{h}{2} (k_1 + k_2) = 2 + \frac{0.1}{2} (2 + 2.1) y1=2+0.05×4.1=2+0.205=2.205y_1 = 2 + 0.05 \times 4.1 = 2 + 0.205 = 2.205

Conclusion

Thus, the approximate value of y(0.1)y(0.1) is 2.2052.205.


Would you like more details on this solution or have any further questions?

Here are five related questions that expand on this:

  1. What is the difference between Runge-Kutta 2nd order and 4th order methods?
  2. How do we improve the accuracy of the Runge-Kutta method?
  3. Can you solve the same problem using Euler's method for comparison?
  4. How does step size hh affect the result in numerical methods?
  5. What are the advantages of using higher-order methods in solving differential equations?

Tip: Always check how your numerical solution converges by reducing the step size and comparing results with exact or analytical solutions.

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Math Problem Analysis

Mathematical Concepts

Differential Equations
Numerical Methods
Runge-Kutta Method

Formulas

dy/dx = f(x, y) = y - x
Second-order Runge-Kutta formula: y_{n+1} = y_n + (h/2) * (k1 + k2)
k1 = f(x_n, y_n), k2 = f(x_n + h, y_n + h*k1)

Theorems

Runge-Kutta Method

Suitable Grade Level

Grades 11-12, College Level