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专利概况
专利名称 WORKFLOW-BASED VIBRATION SPECTRUM ANALYSIS MODEL OPTIMIZATION METHOD
申请号 WOCN19098673 申请日
公开(公告)号 WO2020029851A1 公开(公告)日
申请(专利权)人 ZHEJIANG UNIVERSITY 发明人 LIN Tao; XU Jinfan; YING Yibin
专利来源 国家知识产权局 转化方式
摘要

Disclosed is a workflow-based vibration spectrum analysis model optimization method. The method comprises : initializing and determining evaluation parameters of a vibration spectrum analysis model and an optimization object of the vibration spectrum analysis model, and carrying out permutation and combination on preprocessing methods and multivariate analysis methods to obtain method combinations; calculating hyper-parameters within the various method combinations and corresponding hyper-parameter space combinations; respectively inputting a training set into the various method combinations, and carrying out optimal calculation to determine optimal hyper-parameters of the method combinations; respectively inputting the training set for training to obtain model parameters so as to acquire various combination models; and inputting a test set into the various combination models, calculating evaluation parameters of the various combination models, and selecting an optimal model. According to the present invention, a workflow is established, avoiding tedious manual operation and subjective judgment, making full use of parallel computing resources, and providing a new system model optimization method that is not available in traditional spectrum analysis software.

参与列表

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