Chapter 37: Problem 893
Using Taylor's theorem, find an approximate solution to the initial value problem $$ (\mathrm{dy} / \mathrm{dx})=\mathrm{y}^{2}-\mathrm{x}^{2}, \quad \mathrm{y}(0)=1 $$ over the interval \(0 \leq \mathrm{x} \leq(1 / 2)\).
Short Answer
Expert verified
The approximate solution to the initial value problem using Taylor's theorem over the interval \(0 \le x \le \frac{1}{2}\) is:
$$
y(x) \approx 1 + x + x^2
$$
Step by step solution
01
Understand the Taylor series expansion for a function
\
Before we start working on the problem, it's essential to understand Taylor series expansion for a function. The Taylor series expansion for a function \(f(x)\) about a point \(x = c\) is given by
$$
f(x) = f(c) + f'(c)(x-c) + \frac{f''(c)}{2!}(x-c)^2 + \frac{f^{(3)}(c)}{3!}(x-c)^3 + \cdots
$$
For our problem, we need to find the Taylor series for the function \(y(x)\) (the solution to the given differential equation) about the point \(x=0\).
02
Calculate the first few derivatives of y with respect to x
\
To approximate the function using Taylor's theorem, we'll first need to compute the first few derivatives of the function.
Given \(y'(x) = y(x)^2 - x^2\), we want to find:
$$
y(0)=1, \quad y'(0), \quad y''(0), \quad y^{(3)}(0)
$$
1. We know \(y(0) = 1\).
2. Since \(y'(x) = y^2 - x^2\), we have \(y'(0) = y(0)^2 - 0^2 = 1^2 - 0^2 = 1 - 0 = 1\).
3. We differentiate \(y'(x)\) with respect to \(x\) to get \(y''(x)\):
$$
y''(x) = \frac{d}{dx}(y^2 - x^2) = 2y(x)y'(x) - 2x
$$
So, \(y''(0) = 2y(0)y'(0) - 2(0) = 2(1)(1) - 0 = 2\).
4. We differentiate \(y''(x)\) with respect to \(x\) to get \(y^{(3)}(x)\):
$$
y^{(3)}(x) = \frac{d}{dx}(2yy' - 2x) = 2(y'(x)y'(x) + yy''(x) - 1)
$$
Thus, \(y^{(3)}(0) = 2(y'(0)y'(0) + y(0)y''(0) - 1) = 2(1(1) + 1(2) - 1) = 4\).
03
Find the Taylor series expansion for y(x)
\
Now that we have computed the first few derivatives and their values at \(x=0\), we can expand the function \(y(x)\) using Taylor's theorem:
$$
y(x) = y(0) + y'(0)x + \frac{y''(0)}{2!}x^2 + \frac{y^{(3)}(0)}{3!}x^3 + \cdots
$$
Plugging in the values we found in Step 2, we get:
$$
y(x) = 1 + 1 \cdot x + \frac{2}{2}x^2 + \frac{4}{6}x^3 + \cdots
$$
Simplifying,
$$
y(x) = 1 + x + x^2 + \frac{2}{3}x^3 + \cdots
$$
04
Approximate the solution for the given interval
\
Now that we have the Taylor series for \(y(x)\), we can approximate the solution over the interval \(0 \le x \le \frac{1}{2}\) by including an adequate number of terms.
For this exercise, let's keep the first three terms of the Taylor series:
$$
y(x) \approx 1 + x + x^2
$$
This should provide a reasonably accurate approximation of the function \(y(x)\) over the interval \(0 \le x \le \frac{1}{2}\).
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Initial Value Problem
In differential equations, an *Initial Value Problem (IVP)* is a fundamental concept where you're given a differential equation alongside a specific value at a particular point. This helps narrow down the infinite possibilities of solutions to a more manageable one. In our case, the initial value is given as \( y(0) = 1 \), and the differential equation is
- \( \frac{dy}{dx} = y^2 - x^2 \).
Taylor Series Expansion
A *Taylor Series Expansion* is a mathematical expression that estimates functions by summing its derivatives at a single point. This technique turns a complex, often nonlinear function into an infinite or finite sum of more manageable polynomials. The general formula is:
- \( f(x) = f(c) + f'(c)(x-c) + \frac{f''(c)}{2!}(x-c)^2 + \cdots \)
Approximation Methods
Using *Approximation Methods* like the Taylor series allows us to find solutions where exact solutions are difficult. By truncating the series, we can approximate the solution over a specific interval. In this case, we're asked to find an approximate solution over the interval \( 0 \leq x \leq \frac{1}{2} \). We used the formula:
- \( y(x) \approx 1 + x + x^2 \)
Derivatives Calculation
Calculating derivatives is at the heart of applying Taylor's theorem. For the function \( y(x) \) defined by
- \( \frac{dy}{dx} = y^2 - x^2 \),
- \( y'(0) = 1 \), since \( y^2 - x^2 = 1^2 - 0^2 \).
- \( y''(0) = 2 \), derived from \( 2yy' - 2x \).
- \( y^{(3)}(0) = 4 \), using further differentiation.