Finite Impulse Response Filter (firfilt)

Finite impulse response (FIR) filters are implemented in liquid with the firfilt family of objects. FIR filters (also known as non-recursive filters ) operate on discrete-time samples, computing the output \(y\) as the convolution of the input \(\vec{x}\) with the filter coefficients \(\vec{h}\) as

$$ y(n) = \sum_{k=0}^{N-1}{ h(k) x(N-k-1) } $$

where \(\vec{h} = [h(0),h(1),\ldots,h(N-1)]\) is the filter impulse response. Notice that the output sample in the above equation is simply the vector dot product (see dotprod ) of the filter coefficients \(\vec{h}\) with the time-reversed sequence \(\vec{x}\) .

filter_firfilt_crcf_time.png

Figure [fig-filter-firfilt_crcf]. firfilt_crcf (finite impulse response filter) demonstration

An example of the firfilt can be seen in [fig-filter-firfilt_crcf] in which a low-pass filter is applied to a signal to remove a high-frequency component. An example of the firfilt interface is listed below.


#include <liquid/liquid.h>

int main() {
    // options
    unsigned int h_len=21;  // filter order
    float h[h_len];         // filter coefficients

    // ... initialize filter coefficients ...

    // create filter object
    firfilt_crcf q = firfilt_crcf_create(h,h_len);

    float complex x;    // input sample
    float complex y;    // output sample

    // execute filter (repeat as necessary)
    {
        firfilt_crcf_push(q, x);    // push input sample
        firfilt_crcf_execute(q,&y); // compute output
    }

    // destroy filter object
    firfilt_crcf_destroy(q);
}

Listed below is the full interface to the firfilt family of objects. While each method is listed for firfilt_crcf , the same functionality applies to firfilt_rrrf and firfilt_cccf .

  • firfilt_crcf_create(*h,N) creates a firfilt object with \(N\) filter coefficients \(\vec{h}\) .
  • firfilt_crcf_recreate(q,*h,N) re-creates a firfilt object \(q\) with \(N\) filter coefficients \(\vec{h}\) ; if the length of the filter doesn't change, the internal state is preserved.
  • firfilt_crcf_destroy(q) destroys a firfilt object, freeing all internally-allocated memory.
  • firfilt_crcf_print(q) prints the parameters of a firfilt object to the standard output.
  • firfilt_crcf_clear(q) clears the internal buffer of a firfilt object.
  • firfilt_crcf_push(q,x) pushes an input sample \(x\) into the internal buffer of the filter object.
  • firfilt_crcf_execute(q,*y) generates the output sample \(y\) by computing the vector dot product (see dotprod ) between the internal filter coefficients and the internal buffer.
  • firfilt_crcf_get_length(q) returns the length of the filter.
  • firfilt_crcf_freqresponse(q,fc,*H) returns the response of the filter at the frequency \(f_c\) , stored in the pointer \(H\) .
  • firfilt_crcf_groupdelay(q,fc) returns the group delay of the filter at the frequency \(f_c\) .