Fuzzy-intelligence-based rail car suspension system fault classification method and system
A fault analysis method and suspension system technology, applied in character and pattern recognition, special data processing applications, instruments, etc., can solve the problems of reduced classification accuracy, reduced fault location accuracy, failure to detect or estimate faults, and achieve accuracy and stability improvement, overcoming submerged difference characteristics, and improving quality effects
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[0077] In order to explain the present invention more clearly, the present invention will be further described below in conjunction with preferred embodiments and drawings. Similar components in the drawings are denoted by the same reference numerals. Those skilled in the art should understand that the content described below is illustrative rather than restrictive, and should not limit the protection scope of the present invention.
[0078] The present invention considers mixing the FPCM clustering algorithm and the BP neural network, and adopts a network training method based on the cross-validation idea to improve the generalization ability of the BP neural network, thereby improving the accuracy and stability of classification. Therefore, another aspect of the present invention that needs to be studied is to propose a hybrid algorithm that combines the fuzzy clustering algorithm and the BP neural network algorithm to improve the accuracy and stability of the prediction classi...
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