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Recall from [link] that the convolution integral
has the Fourier Transform:
where and are the Fourier Transforms of and , respectively. Solving for gives the frequency response :
The frequency response, the Fourier Transform of the impulse response of a filter, is useful since it gives a highly descriptive representation of the properties of the filter. The frequency response can be considered to be the gain of the filter, expressed as a function of frequency. The magnitude of the frequency response evaluated at , gives the factor the frequency component of at would be scaled by. The phase of the frequency response at , gives the phase shift the component of at would undergo. This idea will be discussed in greater detail in [link] . A lowpass filter is a filter which only passes low frequencies, while attenuating or filtering out higher frequencies. A highpass filter would do just the opposite, it would filter out low frequencies and allow high frequencies to pass. [link] shows examples of these various filter types.
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