Deformation prediction method and system for injection molding gear of automobile windscreen wiper

By constructing deformation prediction models and optimization models, combining deep neural networks and three-dimensional scanning technology, the problem of low deformation prediction accuracy of injection molded gears in the existing technology is solved, and more accurate deformation prediction and longer service life are achieved.

CN119670452AActive Publication Date: 2025-03-21ZHEJIANG JIEZHONG SCI & TECH CO LTD
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Patent Information

Application Number
CN202510180774.5
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-02-19
Publication Date
2025-03-21
Estimated Expiration
2045-02-19

AI Technical Summary

Technical Problem

The prior art is difficult to accurately predict the deformation of the injection molded gear of the automotive wiper under complex environmental conditions, especially under dynamic changes such as temperature fluctuations, humidity changes, and load instability, and it is difficult to accurately reflect nonlinear timely change characteristics.

Method used

By obtaining the working environment data of the injection molded gear of the automotive wiper wiper, the first deformation prediction model and deformation prediction optimization model are built, and combined with deep neural network and historical working environment data, the deformation of the gear is simulated, analyzed and optimized. At the same time, high-precision three-dimensional scanning technology and image processing algorithms are used to extract the deformation characteristics of the gear, and deformation prediction results are generated through multi-dimensional data fusion.

Benefits of technology

It significantly improves the accuracy and reliability of deformation prediction of injection molded gears, can more accurately reflect the deformation characteristics of gears under complex working conditions, extends the service life of gears and improves maintenance efficiency.

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Abstract

The invention relates to the technical field of deformation prediction of injection molding gears, in particular to a deformation prediction method and system for an injection molding gear of an automobile windscreen wiper, and the method comprises the steps: obtaining the working environment data of the injection molding gear of the automobile windscreen wiper, and carrying out the preprocessing; based on the working environment data, a first deformation prediction model is constructed to analyze stress and deformation of the gear under the complex working condition, and first deformation prediction data of the injection molding gear are obtained; a deformation prediction optimization model is constructed to analyze the working environment data and the first deformation prediction data, and an injection molding gear deformation optimization prediction data set is obtained; obtaining high-precision three-dimensional scanning data of the injection molding gear, extracting deformation of the injection molding gear, and obtaining an image deformation data set of the injection molding gear; performing multi-dimensional fusion on the injection molding gear image deformation data set and the injection molding gear deformation optimization prediction data set to generate an injection molding gear deformation prediction result; and according to the deformation prediction result of the injection molding gear, an operation suggestion is given.
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