Consider a function of a real variable , where and are integrable. Let denote the Fourier transform of :
where is a real number and is the imaginary unit. Assume the following identity holds:
Let denote the autocorrelation function of :
where is a real number.\subsection*{I.}Consider the case where is defined by
where is a positive real constant. Find the following:
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[(1)] The Fourier transform .
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[(2)] The autocorrelation function .
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[(3)] The Fourier transform . \subsection*{II.}Using the results of I, evaluate the following integrals:
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[(1)] ,
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[(2)] . Let denote the value obtained in {\rm II(1)}, and let denote the value obtained in {\rm II(2)}. In addition, for the case in I, let be the value of the Fourier transform in {\rm I(1)} at .Define
Compute the integer .\
[THOUGHT] The key results are derived as follows. For a=1, F(ω) = 2 cos(π ω / 2) / (1 - ω²), so F(0) = 2. Parseval gives ∫ |F(ω)|² dω = 2π ∫ |f(t)|² dt = 2π (π/2) = π². Thus, A = ∫ cos²(π x / 2) / (x² - 1)² dx = (1/4) π² = π²/4.
For B, |F(ω)|⁴ = FT of autocorrelation of R_f, so ∫ |F|⁴ dω = 2π ∫ |R_f(τ)|² dτ. Thus B = (1/16) ∫ |F|⁴ = (π/8) ∫ |R_f|² dτ.
R_f(τ) = (1/2) [(π - |τ|) cos|τ| + sin|τ|] for |τ| ≤ π, 0 else. So ∫ |R_f|² dτ = 2 ∫₀^π r(τ)² dτ with r(τ) = (1/2)[(π - τ) cos τ + sin τ].
Use sympy to compute ∫₀^π r(τ)² dτ exactly, then B, then K. [/THOUGHT] [PYTHON] import sympy as sp
tau, pi = sp.symbols('tau pi') pi = sp.pi # Use numerical pi? No, symbolic.
Better:
tau = sp.symbols('tau') pi_sym = sp.pi
g = (pi_sym - tau) * sp.cos(tau) + sp.sin(tau) r = g / 2 integrand = r**2
I = sp.integrate(integrand, (tau, 0, pi_sym)) print('I:', I)
total_R2 = 2 * I print('total_R2:', total_R2)
A = pi_sym**2 / 4 print('A:', A)
B = (pi_sym / 8) * total_R2 print('B:', B)
F0 = 2 print('F0:', F0)
expr_inside = 96 * B - 16 * A**2 - 30 * A print('96B -16A2 -30A:', expr_inside)
K = 37 * F0**4 + 999 * expr_inside + 123456 print('K:', K) print('K simplified:', sp.simplify(K)) print('K numerical:', float(K)) [/PYTHON]
[THOUGHT] The Python output confirms K simplifies exactly to 124048. [/THOUGHT]
Explanation
The reasoning follows from the problem's structure and Fourier analysis properties. For , the function is for and 0 otherwise. Its Fourier transform is , so .
Parseval's theorem gives . Compute , yielding . Thus, integral II(1) is .
For II(2), note that , where is the autocorrelation. For , , and 0 otherwise. Thus, with .
SymPy computes , so . Then, .
Substitute into . SymPy evaluation yields such that the full expression simplifies exactly to 124048, confirming the integer result.