Fourier Transform
Source lecture(s): PHY621 Lec3
Intuition
When a function is not periodic, the Fourier series becomes an integral with continuous frequencies.
Formal Definition
\[\hat{f}(k)=\int_{-\infty}^\infty f(x)\,e^{-ikx}\,dx$$
$$f(x)=\frac{1}{2\pi}\int_{-\infty}^\infty \hat{f}(k)\,e^{ikx}\,dk\]
Mathematical Formulation
\[\hat{f}(k)=\int_{-\infty}^\infty f(x)\,e^{-ikx}\,dx$$
$$f(x)=\frac{1}{2\pi}\int_{-\infty}^\infty \hat{f}(k)\,e^{ikx}\,dk\]
Derivation
Let discrete spacing \(\Delta k=\pi/L\to dk/2\pi\) as \(L\to\infty\); the sum becomes an integral.
Worked Example
The Gaussian \(f(x)=e^{-x^2/2}\) transforms to \(\hat{f}(k)=\sqrt{2\pi}\,e^{-k^2/2}\).
Common Mistakes
- Mixing up \(1/2\pi\) placement in forward vs inverse transform.
- Confusing \(e^{-ikx}\) vs \(e^{ikx}\) sign convention.
Related Concepts
Quiz
Q1. What does the uncertainty principle say in Fourier language?
Answer
A function and its transform cannot both be arbitrarily localized.