ProofComplete

Fourier Analysis - Key Proof

We present a detailed proof of Plancherel's theorem, establishing that the Fourier transform preserves inner products and norms on L2(R)L^2(\mathbb{R}), fundamental to quantum mechanics and signal processing.

ProofPlancherel's Theorem

Theorem: For f,g∈L2(R)f, g \in L^2(\mathbb{R}) with Fourier transforms f~,g~\tilde{f}, \tilde{g}:

βˆ«βˆ’βˆžβˆžfβˆ—(x)g(x)dx=12Ο€βˆ«βˆ’βˆžβˆžf~βˆ—(k)g~(k)dk\int_{-\infty}^{\infty}f^*(x)g(x)dx = \frac{1}{2\pi}\int_{-\infty}^{\infty}\tilde{f}^*(k)\tilde{g}(k)dk

Proof:

Step 1: First prove for f,g∈L1(R)∩L2(R)f, g \in L^1(\mathbb{R}) \cap L^2(\mathbb{R}) (integrable and square-integrable).

Start with the inverse Fourier transform:

g(x)=12Ο€βˆ«βˆ’βˆžβˆžg~(k)eikxdkg(x) = \frac{1}{2\pi}\int_{-\infty}^{\infty}\tilde{g}(k)e^{ikx}dk

Substitute into the left side:

βˆ«βˆ’βˆžβˆžfβˆ—(x)g(x)dx=βˆ«βˆ’βˆžβˆžfβˆ—(x)[12Ο€βˆ«βˆ’βˆžβˆžg~(k)eikxdk]dx\int_{-\infty}^{\infty}f^*(x)g(x)dx = \int_{-\infty}^{\infty}f^*(x)\left[\frac{1}{2\pi}\int_{-\infty}^{\infty}\tilde{g}(k)e^{ikx}dk\right]dx

Step 2: Interchange the order of integration (justified by Fubini's theorem since f∈L2f \in L^2 and g~∈L1\tilde{g} \in L^1):

=12Ο€βˆ«βˆ’βˆžβˆžg~(k)[βˆ«βˆ’βˆžβˆžfβˆ—(x)eikxdx]dk= \frac{1}{2\pi}\int_{-\infty}^{\infty}\tilde{g}(k)\left[\int_{-\infty}^{\infty}f^*(x)e^{ikx}dx\right]dk

The inner integral is:

βˆ«βˆ’βˆžβˆžfβˆ—(x)eikxdx=[βˆ«βˆ’βˆžβˆžf(x)eβˆ’ikxdx]βˆ—=f~βˆ—(k)\int_{-\infty}^{\infty}f^*(x)e^{ikx}dx = \left[\int_{-\infty}^{\infty}f(x)e^{-ikx}dx\right]^* = \tilde{f}^*(k)

Step 3: Therefore:

βˆ«βˆ’βˆžβˆžfβˆ—(x)g(x)dx=12Ο€βˆ«βˆ’βˆžβˆžf~βˆ—(k)g~(k)dk\int_{-\infty}^{\infty}f^*(x)g(x)dx = \frac{1}{2\pi}\int_{-\infty}^{\infty}\tilde{f}^*(k)\tilde{g}(k)dk

Step 4: Extend to all f,g∈L2(R)f, g \in L^2(\mathbb{R}) by density. The space L1∩L2L^1 \cap L^2 is dense in L2L^2, so for any f∈L2f \in L^2, there exists a sequence {fn}βŠ‚L1∩L2\{f_n\} \subset L^1 \cap L^2 with βˆ₯fnβˆ’fβˆ₯2β†’0\|f_n - f\|_2 \to 0.

By continuity of the inner product:

⟨f,g⟩=lim⁑nβ†’βˆžβŸ¨fn,g⟩=lim⁑nβ†’βˆž12Ο€βŸ¨f~n,g~⟩\langle f, g\rangle = \lim_{n \to \infty}\langle f_n, g\rangle = \lim_{n \to \infty}\frac{1}{2\pi}\langle\tilde{f}_n, \tilde{g}\rangle

We must show that f~n→f~\tilde{f}_n \to \tilde{f} in L2L^2 as well. This requires proving that the Fourier transform extends continuously to L2L^2.

Step 5: For f∈L1∩L2f \in L^1 \cap L^2, by Step 3 with g=fg = f:

βˆ«βˆ’βˆžβˆžβˆ£f(x)∣2dx=12Ο€βˆ«βˆ’βˆžβˆžβˆ£f~(k)∣2dk\int_{-\infty}^{\infty}|f(x)|^2dx = \frac{1}{2\pi}\int_{-\infty}^{\infty}|\tilde{f}(k)|^2dk

This shows the Fourier transform is an isometry on L1∩L2L^1 \cap L^2. By completeness of L2L^2 and density of L1∩L2L^1 \cap L^2, the Fourier transform extends uniquely to an isometry on all of L2(R)L^2(\mathbb{R}).

Step 6: The general inner product formula follows by polarization identity:

⟨f,g⟩=14[βˆ₯f+gβˆ₯2βˆ’βˆ₯fβˆ’gβˆ₯2+iβˆ₯f+igβˆ₯2βˆ’iβˆ₯fβˆ’igβˆ₯2]\langle f, g\rangle = \frac{1}{4}\left[\|f + g\|^2 - \|f - g\|^2 + i\|f + ig\|^2 - i\|f - ig\|^2\right]

and applying Step 5 to each term.

β– 
RemarkPhysical Interpretation

Plancherel's theorem guarantees that quantum mechanical probabilities are conserved under change of representation. If ψ(x)\psi(x) is a wave function with ∫∣ψ(x)∣2dx=1\int|\psi(x)|^2dx = 1, then its momentum-space representation ψ~(p)\tilde{\psi}(p) satisfies ∫∣ψ~(p)∣2dp=1\int|\tilde{\psi}(p)|^2dp = 1 as well. Measurements in position or momentum space are equally valid descriptions of the same physical state.

ProofParseval's Theorem for Fourier Series

Theorem: For f(x)f(x) with period 2L2L and Fourier coefficients cn=12Lβˆ«βˆ’LLf(x)eβˆ’inΟ€x/Ldxc_n = \frac{1}{2L}\int_{-L}^L f(x)e^{-in\pi x/L}dx:

12Lβˆ«βˆ’LL∣f(x)∣2dx=βˆ‘n=βˆ’βˆžβˆžβˆ£cn∣2\frac{1}{2L}\int_{-L}^L |f(x)|^2dx = \sum_{n=-\infty}^{\infty}|c_n|^2

Proof:

Expand f(x)f(x) and fβˆ—(x)f^*(x) in Fourier series:

f(x)=βˆ‘n=βˆ’βˆžβˆžcneinΟ€x/L,fβˆ—(x)=βˆ‘m=βˆ’βˆžβˆžcmβˆ—eβˆ’imΟ€x/Lf(x) = \sum_{n=-\infty}^{\infty} c_n e^{in\pi x/L}, \quad f^*(x) = \sum_{m=-\infty}^{\infty} c_m^* e^{-im\pi x/L}

Then:

∣f(x)∣2=fβˆ—(x)f(x)=βˆ‘m,ncmβˆ—cnei(nβˆ’m)Ο€x/L|f(x)|^2 = f^*(x)f(x) = \sum_{m,n} c_m^* c_n e^{i(n-m)\pi x/L}

Integrate over one period:

12Lβˆ«βˆ’LL∣f(x)∣2dx=βˆ‘m,ncmβˆ—cn[12Lβˆ«βˆ’LLei(nβˆ’m)Ο€x/Ldx]\frac{1}{2L}\int_{-L}^L |f(x)|^2dx = \sum_{m,n} c_m^* c_n \left[\frac{1}{2L}\int_{-L}^L e^{i(n-m)\pi x/L}dx\right]

The integral is:

12Lβˆ«βˆ’LLei(nβˆ’m)Ο€x/Ldx={1n=m0nβ‰ m\frac{1}{2L}\int_{-L}^L e^{i(n-m)\pi x/L}dx = \begin{cases}1 & n = m \\ 0 & n \neq m\end{cases}

by orthogonality of exponentials. Thus:

12Lβˆ«βˆ’LL∣f(x)∣2dx=βˆ‘n=βˆ’βˆžβˆžcnβˆ—cn=βˆ‘n=βˆ’βˆžβˆžβˆ£cn∣2\frac{1}{2L}\int_{-L}^L |f(x)|^2dx = \sum_{n=-\infty}^{\infty}c_n^* c_n = \sum_{n=-\infty}^{\infty}|c_n|^2

β– 
ExampleApplication to Quantum Harmonic Oscillator

The ground state wave function of the quantum harmonic oscillator is:

ψ0(x)=(mωπℏ)1/4eβˆ’mΟ‰x2/(2ℏ)\psi_0(x) = \left(\frac{m\omega}{\pi\hbar}\right)^{1/4}e^{-m\omega x^2/(2\hbar)}

Its Fourier transform (momentum-space wave function) is:

ψ~0(p)=(1Ο€mωℏ)1/4eβˆ’p2/(2mωℏ)\tilde{\psi}_0(p) = \left(\frac{1}{\pi m\omega\hbar}\right)^{1/4}e^{-p^2/(2m\omega\hbar)}

Both are Gaussians. Plancherel's theorem confirms:

βˆ«βˆ’βˆžβˆžβˆ£Οˆ0(x)∣2dx=βˆ«βˆ’βˆžβˆžβˆ£Οˆ~0(p)∣2dp=1\int_{-\infty}^{\infty}|\psi_0(x)|^2dx = \int_{-\infty}^{\infty}|\tilde{\psi}_0(p)|^2dp = 1

The uncertainty product Ξ”xβ‹…Ξ”p=ℏ/2\Delta x \cdot \Delta p = \hbar/2 achieves the minimum allowed by the uncertainty principle, characteristic of Gaussian wave packets.

RemarkExtension to Distributions

Plancherel's theorem extends to tempered distributions (generalized functions like Ξ΄(x)\delta(x)). The Fourier transform of Ξ΄(x)\delta(x) is the constant function 1, and:

⟨δ,f⟩=f(0)=12Ο€βˆ«βˆ’βˆžβˆžf~(k)dk=12Ο€βŸ¨1,f~⟩\langle \delta, f\rangle = f(0) = \frac{1}{2\pi}\int_{-\infty}^{\infty}\tilde{f}(k)dk = \frac{1}{2\pi}\langle 1, \tilde{f}\rangle

This framework is essential for rigorously handling Dirac delta functions in quantum mechanics and signal processing.

These proofs establish the mathematical foundations ensuring that Fourier analysis is a well-defined, energy-preserving transformation between equivalent representations of physical systems.