Chapter 11: Problem 44
If \(k\) is a positive constant, show that \(x^{2} e^{-k x}\) approaches 0 as \(x \rightarrow \infty\).
Short Answer
Expert verified
\(x^{2} e^{-k x}\) approaches 0 as \(x \to \infty\) because the exponential decay dominates the polynomial growth.
Step by step solution
01
- Understand the Problem
The goal is to show that the function \(x^{2} e^{-k x}\) approaches 0 as \(x \rightarrow \infty\), where \(k\) is a positive constant. This means we need to analyze the behavior of this function as \(x\) gets very large.
02
- Recognize Components
The function consists of two parts: a polynomial part \(x^{2}\) and an exponential part \(e^{-k x}\). The polynomial \(x^{2}\) increases without bound as \(x\) increases, while the exponential \(e^{-k x}\) decreases rapidly to 0 as \(x\) increases.
03
- Consider Dominance of Exponential Decay
Even though \(x^{2}\) increases, the term \(e^{-k x}\) decreases much faster because exponential decay dominates polynomial growth. To show this rigorously, one way is to use L'Hopital's Rule.
04
- Apply L'Hopital's Rule
Rewrite the expression \(x^{2} e^{-k x}\) as \(\frac{x^{2}}{e^{k x}}\). As \(x \rightarrow \infty\), both the numerator \(x^{2}\) and the denominator \(e^{k x}\) tend to infinity. Use L'Hopital's Rule: take the derivative of the numerator and denominator.
05
- Differentiate the Numerator and Denominator
Differentiate \(x^{2}\) to get \(2x\), and differentiate \(e^{k x}\) to get \(k e^{k x}\). Now apply L'Hopital's Rule: \[ \lim_{{x \to \infty}} \frac{x^{2}}{e^{k x}} = \lim_{{x \to \infty}} \frac{2x}{k e^{k x}} \]
06
- Apply L'Hopital's Rule Again
The limit \(\frac{2x}{k e^{k x}}\) also tends to the form \( \frac{\infty}{\infty}\). Apply L'Hopital's Rule again by differentiating the numerator and the denominator: \[ \lim_{{x \to \infty}} \frac{2x}{k e^{k x}} = \lim_{{x \to \infty}} \frac{2}{k^{2} e^{k x}} \]
07
- Evaluate the Limit
Now, \(\frac{2}{k^{2} e^{k x}}\) is a fraction where the denominator grows exponentially. As \(x \to \infty\), \(e^{k x}\) goes to infinity, making \(\frac{2}{k^{2} e^{k x}}\) approach 0.
08
- Conclude
Since the repeated application of L'Hopital's Rule shows that the limit approaches 0, we have shown that \(x^{2} e^{-k x}\) approaches 0 as \(x \to \infty\).
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
L'Hopital's Rule
L'Hopital's Rule is a powerful tool in calculus that helps evaluate limits of indeterminate forms like \(\frac{\text{0}}{\text{0}}\) or \(\frac{\text{∞}}{\text{∞}}\). In our problem, we encounter the indeterminate form \(\frac{x^{2}}{e^{k x}}\) as \(x \to \text{∞}\). Instead of directly trying to solve the limit, we can apply L'Hopital's Rule by taking derivatives. By repeatedly differentiating the numerator and the denominator, we eventually simplify the limit to a form where it can be easily evaluated. In our case:
\(\frac{x^{2}}{e^{k x}} \to \frac{2x}{k e^{k x}} \to \frac{2}{k^{2} e^{k x}}\)
Each differentiation brings the limit closer to a solvable form. Eventually, we show that the original function approaches zero as \(x \to \text{∞}\).
\(\frac{x^{2}}{e^{k x}} \to \frac{2x}{k e^{k x}} \to \frac{2}{k^{2} e^{k x}}\)
Each differentiation brings the limit closer to a solvable form. Eventually, we show that the original function approaches zero as \(x \to \text{∞}\).
Exponential decay
Exponential decay is a process where quantities decrease rapidly over time. In our function \(e^{-k x}\), the exponential part represents exponential decay because \(-k x\) means that the exponent is negative, making the function decay faster as \(x\) increases. When \(-kx\) becomes very large negatively, \(e^{-k x}\) approaches zero extremely quickly.
The key idea is that exponential decay surpasses polynomial growth in terms of how fast it approaches zero. This is why in \(x^{2} e^{-k x}\), the exponential decay dominates and pulls the entire expression towards zero, no matter how large the polynomial term \(x^2\) becomes.
The key idea is that exponential decay surpasses polynomial growth in terms of how fast it approaches zero. This is why in \(x^{2} e^{-k x}\), the exponential decay dominates and pulls the entire expression towards zero, no matter how large the polynomial term \(x^2\) becomes.
Polynomial growth
Polynomial growth refers to functions where the variable appears raised to some power, such as \(x^{2}\) in our example. Polynomial functions grow without bound as the variable increases. This means the term \(x^2\) becomes very large as \(x\) increases. However, polynomial growth is slower compared to exponential functions, particularly exponential decay.
Even though \(x^2\) keeps growing indefinitely, in the context of our problem, its growth isn't fast enough to counteract the rapid decrease of \(e^{-k x}\). This is a crucial point in understanding why the whole function \(x^{2} e^{-k x}\) trends towards zero rather than infinity or another value.
Even though \(x^2\) keeps growing indefinitely, in the context of our problem, its growth isn't fast enough to counteract the rapid decrease of \(e^{-k x}\). This is a crucial point in understanding why the whole function \(x^{2} e^{-k x}\) trends towards zero rather than infinity or another value.
Limit at infinity
The concept of a limit at infinity helps us understand the behavior of a function as the input grows larger and larger. Specifically, we are interested in what value the function approaches.
For the function \(x^{2} e^{-k x}\), we are analyzing its limit as \(x \to \text{∞}\). By using L'Hopital's Rule, we can rigorously show that this limit is zero. Without using calculus tools, it may not be obvious; however, applying the rule provides a structured way to follow the growth and decay dynamics of each part of the function.
Our step-by-step simplification ultimately demonstrates that \(x^{2} e^{-k x} \to 0\) as \(x \to \text{∞}\).
For the function \(x^{2} e^{-k x}\), we are analyzing its limit as \(x \to \text{∞}\). By using L'Hopital's Rule, we can rigorously show that this limit is zero. Without using calculus tools, it may not be obvious; however, applying the rule provides a structured way to follow the growth and decay dynamics of each part of the function.
Our step-by-step simplification ultimately demonstrates that \(x^{2} e^{-k x} \to 0\) as \(x \to \text{∞}\).