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Receiver adaptation using stochastic gradient hill climbing with genetic mutation

机译:使用遗传突变的随机梯度山攀爬接收器适应

摘要

A receiver receives communications over a communication channel, which may distort an incoming communication signal. In order to counter this distortion, the frequency response of the receiver is manipulated by adjusting several frequency response parameters. Each frequency response parameter controls at least a portion of the frequency response of the receiver. The optimal values for the frequency response parameters are determined by modifying an initial set of values for the frequency response parameters through one or more of stochastic hill climbing operations until a performance metric associated with the receiver reaches a local maximum. The modified values are displaced through one or more mutation operations. The stochastic hill climbing operations may subsequently be performed on the mutated values to generate the final values for the frequency response parameters.
机译:接收器通过通信信道接收通信,其可以失真传入通信信号。为了对抗这种失真,通过调整若干频率响应参数来操纵接收器的频率响应。每个频率响应参数控制接收器的频率响应的至少一部分。频率响应参数的最佳值是通过在与接收器相关联的性能度量达到局部最大值的情况下通过一个或多个来修改频率响应参数的初始值来确定频率响应参数的最佳值。修改的值通过一个或多个突变操作移位。随后可以在突变值上执行随机山爬爬操作以产生频率响应参数的最终值。

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