Designing FIR Digital Filters Using Various Window Functions
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In this document, we will demonstrate the design of FIR digital filters using various window functions. Specifically, we will implement linear phase FIR low-pass filters using both rectangular window and Hamming window approaches. The design specifications require a passband cutoff frequency and a unit impulse response h(n) with length N=21. The implementation includes plotting h(n) and its corresponding magnitude-frequency response characteristics to better analyze the filter's performance and features.
From a code implementation perspective, the design process involves several key steps: First, we define the filter order as N-1=20 and calculate the ideal low-pass filter coefficients. Then we apply the selected window functions (rectangular and Hamming) to truncate the ideal impulse response. The rectangular window provides a simple rectangular weighting function, while the Hamming window offers better side lobe attenuation with its specific cosine weighting coefficients: w(n) = 0.54 - 0.46*cos(2πn/(N-1)). Finally, we use FFT-based methods to compute and visualize the magnitude response, demonstrating the trade-offs between transition bandwidth and stopband attenuation characteristic of each window type.
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