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Technical Paper

Development of a Prediction Model for Tire Tread Pattern Noise Based on Convolutional Neural Network with RMSProp Algorithm

2022-03-29
2022-01-0884
This method creates an artificial intelligence learning model by scanning the entire tire image with the leading edge, making input factors by Gaussian curve fitting of the tread profile spectrum and air volume velocity spectrum according to the tire rotation speed and evaluating the vehicle road noise. ...Recently, a technology to predict the tire pattern noise using a supervised training method of artificial neural network (ANN) has been developed. The tire tread depth is estimated using the shading of the full image of the actual tire, and the leading edge of the contact patch is calculated using tire contact patch images.
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