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feat(example): demo rfft of a closed-form function
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add_executable(bench1 bench1.f90) | ||
target_link_libraries(bench1 fftpack) | ||
add_executable(bench1 bench01_zfft.f90) | ||
target_link_libraries(bench1 fftpack) | ||
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add_executable(bench2 bench02_zfft.f90) | ||
target_link_libraries(bench2 fftpack) | ||
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add_executable(bench3 bench03_dfft.f90) | ||
target_link_libraries(bench3 fftpack) | ||
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add_executable(rfft_example) | ||
target_link_libraries(rfft_example fftpack) |
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program forward_transform_of_real_function | ||
!! This program invokes fftpack's rrft function to compute the forward transform of a real function | ||
!! and constructs the resulting complex Fourier coefficients by (re)organizing and normalizing the | ||
!! rfft result according to array element layout described at [1]. The program also demonstrates | ||
!! the inverse transform of the raw rrft result to recover the original function. | ||
!! | ||
!! [1] https://docs.scipy.org/doc/scipy/reference/generated/scipy.fftpack.rfft.html#scipy.fftpack.rfft | ||
use fftpack, only: rfft, irfft | ||
implicit none | ||
integer j, k | ||
integer, parameter :: N = 8 | ||
double precision, parameter :: two_pi = 2.D0*acos(-1.D0), tolerance = 1.0D-06, f_avg = 3.D0, zero=0.D0 | ||
double precision, parameter :: x(0:N-1) = [(two_pi*dble(j)/dble(N), j=0,N-1)] | ||
double precision, parameter :: f(0:N-1) = f_avg + cos(x) | ||
!! sample f(x) = 3 + cos(x) uniformly on [0,2*pi) | ||
!! = 3 + (exp(i*x) - exp(-i*x))/2 | ||
!! which yields the Fourier coefficients | ||
!! { 3, k = 0 | ||
!! f_hat = { 1/2, k = 1 | ||
!! { 0, otherwise | ||
double precision, dimension(0:N-1) :: f_round_trip, rfft_f | ||
integer, parameter :: rk = kind(two_pi) | ||
complex(rk) f_hat(0:N/2) | ||
character(len=*), parameter :: real_format = "(a,*(g10.4,:,1x))" !! space-separated values | ||
character(len=*), parameter :: complex_format= "(a,*('(',g10.4,',',g10.4,')',:,1x)))" !! space-separated complex values | ||
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call assert(mod(N,2)==0, "the algorithm below requires even N") | ||
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rfft_f(:) = rfft(f)/dble(N) | ||
f_hat(:) = [ & | ||
cmplx(rfft_f(0),zero), & | ||
[( cmplx(rfft_f(k),rfft_f(k+1)), k=lbound(rfft_f,1)+1,ubound(rfft_f,1)-1,2)], & | ||
cmplx(zero,rfft_f(N-1)) & | ||
] | ||
f_round_trip(:) = irfft(rfft_f) | ||
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print real_format, "f = ", f | ||
print complex_format, "f_hat = ", f_hat | ||
print real_format, "f_round_trip = ",f_round_trip | ||
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call assert(any(abs(f_round_trip - f) < tolerance), "inverse of forward FFT must yield the original function") | ||
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contains | ||
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pure subroutine assert(assertion, description) | ||
logical, intent(in) :: assertion | ||
character(len=*), intent(in) :: description | ||
if (.not. assertion) error stop description | ||
end subroutine | ||
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end program |