Chapter 3: Problem 45
Explain what is wrong with the statement. To approximate \(f(x)=e^{x},\) we can always use the linear approximation \(f(x)=e^{x} \approx x+1\)
Short Answer
Expert verified
The approximation is only valid near \( x = 0 \), not for all \( x \).
Step by step solution
01
Analyze the Function and Linear Approximation
The function given is \( f(x) = e^x \), an exponential function. The statement claims that it can be linearly approximated as \( f(x) = x + 1 \). A linear approximation at a point \( a \) is given by \( f(x) \approx f(a) + f'(a)(x-a) \), where \( f'(x) \) is the derivative of \( f(x) \). We need to check whether \( x + 1 \) is indeed a valid approximation.
02
Find the Derivative of the Function
To use linear approximation, we need the derivative of \( f(x) = e^x \), which is \( f'(x) = e^x \).
03
Determine the Point of Approximation
A linear approximation \( f(x) \approx x + 1 \) suggests \( f'(a) = 1 \). Thus, \( e^a = 1 \), leading to \( a = 0 \) because \( e^0 = 1 \). Therefore, the linear approximation is based at \( x = 0 \).
04
Calculate the Linear Approximation at \(x = 0\)
Using \( a = 0 \), the linear approximation formula becomes \( f(x) \approx f(0) + f'(0)(x - 0) \). Since \( f(0) = e^0 = 1 \) and \( f'(0) = e^0 = 1 \), we have \( f(x) \approx 1 + 1(x - 0) = x + 1 \). So \(f(x) = e^{x} \approx x + 1\) near \(x = 0\) is valid only locally near \(x = 0\), not globally.
05
Conclusion
The statement claims that \( f(x) = e^x \) can always be approximated by \( f(x) \approx x + 1 \). This is incorrect because \( x + 1 \) is only a valid approximation near \( x = 0 \). Elsewhere, the linear approximation does not hold. Linear approximations are local and not applicable for all \( x \).
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Exponential Functions
Exponential functions are a class of mathematical functions that have the form \( f(x) = a^x \), where \( a \) is a constant and the input \( x \) is the exponent. One of the most widely used and important exponential functions is \( f(x) = e^x \), where \( e \) is Euler's number, approximately equal to 2.71828. Exponential functions have some unique properties:
- They always have a base greater than zero.
- The graph of \( e^x \) is always increasing, which means the function grows rapidly as \( x \) increases.
- They have a horizontal asymptote at \( y = 0 \), meaning they never actually touch the x-axis.
Derivative
The derivative is a fundamental concept in calculus that measures how a function changes as its input changes. For the application of linear approximation, calculating the derivative is crucial. For the function \( f(x) = e^x \), the derivative \( f'(x) \) is also \( e^x \). This is one of the exceptional characteristics of the exponential function, where the function and its derivative are identical.
- Derivatives signify the rate of change or slope of the function's tangent line at any point \( x \).
- The process of finding a derivative is called differentiation.
- The derivative at a point helps us understand the local behavior of the function, which is key for creating linear approximations around that point.
Point of Approximation
The point of approximation is a specific point around which an approximation is made. For a function like \( f(x) = e^x \), finding the point of approximation is crucial when creating a linear approximation. The point \( a \) represents a location where the tangent line to the curve closely models the function for values of \( x \) near \( a \).
- The point of approximation \( a \) is chosen such that \( f'(a) \) can be easily calculated.
- In the case of \( f(x) = e^x \), choosing \( a = 0 \) simplifies calculations because \( e^0 = 1 \).
- Linear approximations provide local insight. \( f(x) \approx x + 1 \) is only valid around \( x = 0 \).