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遞階遺傳算法優(yōu)化的模糊神經(jīng)網(wǎng)絡(luò)的故障診斷應(yīng)用
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    摘要:

    提出一種利用遞階結(jié)構(gòu)的混合編碼遺傳算法與進(jìn)化規(guī)劃相結(jié)合優(yōu)化模糊神經(jīng)網(wǎng)絡(luò)學(xué)習(xí)的新算法,，利用該算法同時(shí)優(yōu)化模糊神經(jīng)網(wǎng)絡(luò)的結(jié)構(gòu)和參數(shù),，剔除網(wǎng)絡(luò)的冗余接點(diǎn)和冗余連接,，提高網(wǎng)絡(luò)的處理能力,。分析和實(shí)驗(yàn)結(jié)果表明,，所構(gòu)建的機(jī)械故障診斷模糊神經(jīng)網(wǎng)絡(luò)結(jié)構(gòu)簡潔,，而且具有良好的診斷效果,。

    Abstract:

    A fuzzy neural network learning algorithm which combined a genetic algorithm based on hierarchical structure and evolutionary programming was presented. The shooting algorithm has been used to optimize the fuzzy neural network structure and train the connection weights, raise the processing ability of networks and eliminate the redundant nodes and weights. The analysis and experiment result showed that the method could get concise network structure of fuzzy neural networks and high performance of machine fault diagnosis.

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宋乃慧,任朝暉,聞邦椿.遞階遺傳算法優(yōu)化的模糊神經(jīng)網(wǎng)絡(luò)的故障診斷應(yīng)用[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2007,38(12):129-132.[J]. Transactions of the Chinese Society for Agricultural Machinery,2007,38(12):129-132.

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