宋乃慧,任朝晖,闻邦椿.递阶遗传算法优化的模糊神经网络的故障诊断应用[J].农业机械学报,2007,38(12):129-132.
.[J].Transactions of the Chinese Society for Agricultural Machinery,2007,38(12):129-132.
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递阶遗传算法优化的模糊神经网络的故障诊断应用   [下载全文]
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DOI:10.3969/j.issn.1000-1298.[year].[issue].[sequence]
中文关键词:  故障诊断  模糊神经网络  递阶遗传算法  进化规划
基金项目:
宋乃慧  任朝晖  闻邦椿
东北大学
中文摘要:提出一种利用递阶结构的混合编码遗传算法与进化规划相结合优化模糊神经网络学习的新算法,利用该算法同时优化模糊神经网络的结构和参数,剔除网络的冗余接点和冗余连接,提高网络的处理能力。分析和实验结果表明,所构建的机械故障诊断模糊神经网络结构简洁,而且具有良好的诊断效果。
Key Words:
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.

Transactions of the Chinese Society for Agriculture Machinery (CSAM), in charged of China Association for Science and Technology (CAST), sponsored by CSAM and Chinese Academy of Agricultural Mechanization Science(CAAMS), started publication in 1957. It is the earliest interdisciplinary journal in Chinese which combines agricultural and engineering. It always closely grasps the development direction of agriculture engineering disciplines and the published papers represent the highest academic level of agriculture engineering in China. Currently, nearly 8,000 papers have been already published. There are around 3,000 papers contributed to the journal each year, but only around 600 of them will be accepted. Transactions of CSAM focuses on a wide range of agricultural machinery, irrigation, electronics, robotics, agro-products engineering, biological energy, agricultural structures and environment and more. Subjects in Transactions of the CSAM have been embodied by many internationally well-known index systems, such as: EI Compendex, CA, CSA, etc.

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