【摘要】 FuzzyART是在ART神经网络的基础上发展出的一种无导师学习型神经网络技术,将之引入到工序质量控制过程中,通过应用FuzzyART网络对生产过程质量数据直方图进行聚类分析,实现对生产过程异常状态的自动判别,得到了令人满意的结果。尤其在捕捉突发异常方面较之有监督学习神经网络有着很大的优势。更多还原

【Abstract】 A Statistical Process Control(SPC)method based on Fuzzy ART(Adaptive Resonance Theory)neural network is presented.The Fuzzy ART NN is applied to recognize the abnormal state of the manufacturing processes based on the classification on histograms.The results of the classification on several kinds of histograms show it can work well with SPC technology in the quality control of manufacturing.更多还原