2results about How to "Shorten fitting time" patented technology

The invention discloses a bearing fault diagnosis method integrated with a support vector dynamic neural network, and the method comprises the following steps: obtaining vibration data of a key position of a bearing of a rotating machine, carrying out the data preprocessing of the vibration data, and obtaining a preprocessed vibration signal data set; constructing a support vector machine model with a quadratic programming problem form based on the vibration signal data set, and designing a corresponding penalty function and a Lagrange function to simplify the support vector machine model; designing a variable parameter dynamics solving equation, and establishing a final integrated support vector dynamic neural network bearing fault diagnosis model to solve the support vector machine model; and simultaneously training a plurality of support vector dynamic neural network bearing fault diagnosis models based on a bagging classifier method, carrying out bearing state diagnosis on the vibration signal data set, and outputting a diagnosis result. According to the invention, the accuracy of the machine learning method, the convergence proof of the neural network solver and the interpretability of the intelligent fault diagnosis model are improved.

This invention primarily provides a low-cost, simple-structured, and easy-to-use nanofilm heating panel and its automated production line process. The product serves as an inexpensive and readily available heating building material; it only requires pre-installing electrical wiring on each floor panel during renovation, reducing renovation time and environmental pollution. The designed automated production line process further reduces manufacturing costs and improves production efficiency. During production, the automated production line automatically feeds the nanofilm heating panel material, laser-removes the nanofilm from the holes, applies solder paste, positions the conductive copper pillars and performs laser welding, performs visual inspection, and applies AB insulating adhesive, offering the advantage of rapid production of nanofilm heating panels.