Chapter 8: Problem 48
Consider \(f(x)=n^{2} x e^{-n x}\). (a) Graph \(f(x)\) for \(n=1,2,3,4,5,6\) on \([0,1]\) in the same graph window. (b) For \(x>0\), find \(\lim _{n \rightarrow \infty} f(x)\). (c) Evaluate \(\int_{0}^{1} f(x) d x\) for \(n=1,2,3,4,5,6\). (d) Guess at \(\lim _{n \rightarrow \infty} \int_{0}^{1} f(x) d x\). Then justify your answer rigorously.
Short Answer
Step by step solution
Graphing Multiple Functions
Finding the Limit as n Approaches Infinity
Evaluating the Integral
Analyzing the Limit of the Integral
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Exponential Decay
This characteristic is crucial to understand how the function behaves for different values of \(n\). As \(n\) gets larger, the decay becomes sharper, impacting how the function looks graphically and influences the results of limits and integrals.
Exponential decay is critical when modeling real-world scenarios like radioactive decay or cooling processes, where reducing quantities over a distance or time interval is optimal.
Integration by Parts
The formula for integration by parts is given by:\[\int u \, dv = uv - \int v \, du\]Here, we choose \(u = x\) and \(dv = n^2 e^{-nx} dx\).
- Differentiate \(u\) to get \(du = dx\).
- Integrate \(dv\) to find \(v = -n e^{-nx}\).
Function Graphing
It's observed that
- as \(n\) increases,
the peak of the function shifts to the left, - and the slope becomes steeper.
Graphing offers insights into the practical applications of mathematics by showcasing these changes and supporting solutions involving limits and integrals.
Limits
For \(x > 0\), observe that \(e^{-nx}\) becomes very small rapidly, thus making \(n^2 x e^{-nx}\) tend towards zero.
This is formally expressed as:\[\lim_{n \to \infty} n^2 x e^{-nx} = 0\]This \(zero\) result demonstrates how exponential decay dominates, ensuring the function value decreases to an infinitesimally small amount as \(n\) becomes very large.
Improper Integrals
Often using integration techniques and limits, as done here, the indefinite growth of \(n\) is tempered by the rapid exponential decay of \(e^{-nx}\).
The particular integral simplifies to:\[1 - (n+1)e^{-n}\] as \(n\) increases.
The exponential part \((n+1)e^{-n}\), approaches zero fast, leading to the integral approaching 1, validating how improper integrals behave and why exponential decay plays such a significant role in their convergence.