The differential equation dx/dt = (4 - x)/tau, with x(0) = 0, and the constant tau > 0, is to be numerically integrated using the forward Euler method with a constant integration t... The differential equation dx/dt = (4 - x)/tau, with x(0) = 0, and the constant tau > 0, is to be numerically integrated using the forward Euler method with a constant integration time step T. The maximum value of T such that the numerical solution of x converges is: (a) tau/4 (b) tau/2 (c) tau (d) 2tau.
Understand the Problem
The question involves solving a differential equation and finding the maximum time step T for convergence using the forward Euler method. It presents an equation and asks for the conditions under which a numerical solution will remain stable.
Answer
The maximum value of $T$ such that the numerical solution converges is $$ T = \frac{\tau}{4}. $$
Answer for screen readers
The maximum value of $T$ such that the numerical solution of $x$ converges is
$$ T = \frac{\tau}{4}. $$
Steps to Solve
- Identify the Differential Equation
The given differential equation is
$$ \frac{dx}{dt} = \frac{4 - x}{\tau}. $$
We need to apply the forward Euler method for numerical integration.
- Forward Euler Method Formulation
In the forward Euler method, the next step can be computed using the formula:
$$ x_{n+1} = x_n + T \cdot f(x_n), $$
where $f(x) = \frac{4 - x}{\tau}$ for our equation. Thus, we have:
$$ x_{n+1} = x_n + T \cdot \frac{4 - x_n}{\tau}. $$
- Stability Condition
For the forward Euler method, we require stability. The condition for stability is typically determined by ensuring that the coefficient of $x_n$ remains less than or equal to 1:
From our equation, we can rewrite:
$$ x_{n+1} = x_n \left(1 - \frac{T}{\tau}\right) + \frac{4T}{\tau}. $$
- Determine the Stability Bound
Setting the coefficient of $x_n$ for stability gives us:
$$ 1 - \frac{T}{\tau} \leq 1, $$
which simplifies to:
$$ \frac{T}{\tau} < 1 \implies T < \tau. $$
- Finding Maximum Time Step T
To ensure convergence, we use the more restrictive condition:
$$ T \leq \frac{\tau}{4}. $$
So, the maximum time step $T$ such that the numerical solution converges is given by:
$$ T = \frac{\tau}{4}. $$
The maximum value of $T$ such that the numerical solution of $x$ converges is
$$ T = \frac{\tau}{4}. $$
More Information
This result indicates the maximum time step for stability in the forward Euler method applied to the given differential equation. If $T$ exceeds $\frac{\tau}{4}$, the numerical solution may become unstable.
Tips
- Assuming $T$ can be any value without considering stability conditions.
- Not applying the stability condition correctly, leading to an overestimation of the maximum time step.
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