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Autocorrelation of cos(200πt) at τ = π/4

Short answer

The energy spectral density Ψ_x(f)=|X(f)|² (J/Hz) shows energy distribution for energy signals; power spectral density S_x(f)=lim_{T→∞}|X_T(f)|²/T (W/Hz) for power signals. For x(t)=cos(200πt), autocorrelation R_x(τ)=0.5 cos(200πτ). At τ=π/4, R_x≈−0.484 W.

Define power and energy spectral density function. Given a signal x(t) = cos(200πt), find the auto correlation of x(t) at τ = π/4.

Power and energy spectral density

  • Energy spectral density (ESD): for an energy signal, Ψx(f)=∣X(f)∣2\Psi_x(f) = |X(f)|^2 (J/Hz); it shows how energy is distributed over frequency, and E=∫Ψx(f)dfE = \int\Psi_x(f)df.
  • Power spectral density (PSD): for a power signal, Sx(f)=lim⁡T→∞∣XT(f)∣2TS_x(f) = \lim_{T\to\infty}\frac{|X_T(f)|^2}{T} (W/Hz); it shows how average power is distributed over frequency, and P=∫Sx(f)dfP = \int S_x(f)df. Each is the Fourier transform of the corresponding autocorrelation function.

Autocorrelation of x(t)=cos⁡(200πt)x(t) = \cos(200\pi t) at τ=π/4\tau = \pi/4

x(t)x(t) is periodic (f0=100f_0 = 100 Hz, T0=0.01T_0 = 0.01 s), so it is a power signal and we use the time-average autocorrelation:

Rx(τ)=lim⁡T→∞1T∫−T/2T/2cos⁡(200πt)cos⁡(200π(t−τ)) dt=lim⁡T→∞12T∫−T/2T/2[cos⁡(200πτ)+cos⁡(400πt−200πτ)]dt=12cos⁡(200πτ)\begin{aligned} R_x(\tau) &= \lim_{T\to\infty}\frac1T\int_{-T/2}^{T/2}\cos(200\pi t)\cos(200\pi(t-\tau))\,dt \\ &= \lim_{T\to\infty}\frac{1}{2T}\int_{-T/2}^{T/2}\left[\cos(200\pi\tau) + \cos(400\pi t - 200\pi\tau)\right]dt \\ &= \frac12\cos(200\pi\tau) \end{aligned}

(the second term averages to zero).

At τ=π/4\tau = \pi/4 s:

Rx ⁣(π4)=12cos⁡(200π⋅π4)=12cos⁡(50π2)=12cos⁡(493.48 rad)=12×(−0.9689)≈−0.484\begin{aligned} R_x\!\left(\frac{\pi}{4}\right) &= \frac12\cos\left(200\pi\cdot\frac{\pi}{4}\right) = \frac12\cos(50\pi^2) \\ &= \frac12\cos(493.48\ \text{rad}) = \frac12\times(-0.9689) \\ &\approx -0.484 \end{aligned}

(493.48493.48 rad reduces to 493.48−78×2π=3.392493.48 - 78\times2\pi = 3.392 rad, and cos⁡3.392=−0.9689\cos 3.392 = -0.9689.)

Answer: Rx(τ)=12cos⁡(200πτ)R_x(\tau) = \frac12\cos(200\pi\tau), so Rx(π/4)=12cos⁡(50π2)≈−0.484R_x(\pi/4) = \frac12\cos(50\pi^2) \approx -0.484 W (normalised). For comparison Rx(0)=0.5R_x(0) = 0.5 W = average power.

✓ Answer checked by Claude Opus 5.5 (high effort)

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