Chapter 7: Problem 6
Find the best quadratic approximation to f on the interval [-1,1]. $$f(x)=\cos (\pi x / 2)$$
Short Answer
Expert verified
The best quadratic approximation is \(f(x) \approx 1 - \frac{\pi^2}{8}x^2\).
Step by step solution
01
Define the Quadratic Approximation
A quadratic approximation of a function can be written as \(f(x) \approx a + bx + cx^2\). Our goal is to determine the coefficients \(a\), \(b\), and \(c\) that best approximate \(f(x) = \cos(\frac{\pi x}{2})\) over the interval \([-1,1]\).
02
Use Taylor Series for Approximation
The Taylor series expansion of \(\cos(x)\) around \(x=0\) is \(1 - \frac{x^2}{2} + \frac{x^4}{24} + \cdots\). When \(\cos(\frac{\pi x}{2})\) is expanded, it becomes \(1 - \frac{(\frac{\pi x}{2})^2}{2} + \cdots\). For a quadratic approximation, we only consider terms up to \(x^2\). Simplifying gives \(1 - \frac{\pi^2 x^2}{8}\).
03
Identify the Coefficients
From the expansion obtained in Step 2, we identify the coefficients for \(a\), \(b\), and \(c\). The coefficient for \(x^0\) is \(1\). There is no \(x^1\) term, so \(b = 0\). The coefficient for \(x^2\) is \(-\frac{\pi^2}{8}\). Thus, \(a = 1\), \(b = 0\), and \(c = -\frac{\pi^2}{8}\).
04
Write the Quadratic Approximation
The quadratic approximation of \(f(x) = \cos(\frac{\pi x}{2})\) over \([-1, 1]\) is given by the expression \(f(x) \approx 1 - \frac{\pi^2}{8}x^2\).
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Taylor series
The Taylor series is a mathematical tool used to approximate continuous functions with infinite sums of terms. These terms are derived from the function's derivatives at a single point. It's a powerful way to simplify complex functions into more manageable parts.
For a function such as the cosine function, the Taylor series makes it easier to approximate values around a point, say zero in our case. Consider the general formula of a Taylor series expansion about the point 0:
Using only the first few terms in this series provides a detailed enough approximation for small values of \(x\), which is crucial in finding a quadratic approximation.
For a function such as the cosine function, the Taylor series makes it easier to approximate values around a point, say zero in our case. Consider the general formula of a Taylor series expansion about the point 0:
- For a function \(f(x)\), it is represented by \(f(x) = f(0) + f'(0)x + \frac{f''(0)}{2!}x^2 + \frac{f'''(0)}{3!}x^3 + \ldots\)
- Each term involves a higher derivative of the function, evaluated at the point where we're expanding.
Using only the first few terms in this series provides a detailed enough approximation for small values of \(x\), which is crucial in finding a quadratic approximation.
cosine function
The cosine function, represented as \(\cos(x)\), is an essential trigonometric function that tells us the x-coordinate of a point on the unit circle. Understanding how to approximate it can help us better handle scenarios where direct computation is complex.In our context, where we consider \(\cos(\frac{\pi x}{2})\), the interval \([-1, 1]\) is critical. The cosine of any value scales from -1 to 1, reflecting this trigonometric function's oscillatory nature. By using a Taylor series, we can represent \(\cos(\frac{\pi x}{2})\) as:
- \(f(x) = 1 - \frac{\left(\frac{\pi x}{2}\right)^2}{2} + \cdots\), where higher-order terms can often be ignored for quick calculations.
- The result of this simplification gives us \(f(x) \approx 1 - \frac{\pi^2 x^2}{8}\), which captures the most significant changes in \(\cos(\frac{\pi x}{2})\) for small values of \(x\).
interval approximation
In mathematical terms, when we speak about an interval approximation, we're assessing the behavior of a function over a specific range of values rather than at discrete points. For \(f(x) = \cos(\frac{\pi x}{2})\), we're interested in how this function behaves across the interval \([-1, 1]\). This choice of interval is particularly useful for applications where the cosine function's periodicity, smoothness, and symmetry are significant factors.
- Interval approximation, such as quadratic approximations, gives a tangible approximation over this range by simplifying more complex functions into polynomials.
- This process helps us make accurate predictions and calculations about the function's behavior without requiring a full-blown computation of the entire function's nature.