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ADAPTIVE FILTER


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INTRODUCTION

Filter is used to remove unwanted signal
Different categories:
Low Pass Filter
High Pass Filter
Band Pass Filter
Band Reject Filter


Linear filters :
the filter output is a linear function of the filter input

Design methods:
1 The classical approach
frequency-selective filters such as
lowpass / bandpass / notch filters etc

2 Optimal filter design
Mostly based on minimizing the mean-square value
of the error signal


Adaptive filter


the signal and/or noise characteristics are often nonstationary and the statistical parameters vary with time


An adaptive filter has an adaptation algorithm, that is meant to monitor the environment and vary the filter transfer function accordingly


based in the actual signals received, attempts to find the optimum filter design



Because of complexity of the optimizing algorithms most adaptive filters are digital filters that perform digital signal processing

When processing
analog signals,
the adaptive filter
is then preceded
by A/D and D/A
convertors.