Prediction of Input–Output Characteristic Curves of Hydraulic Cylinders Based on Three-Layer BP Neural Network

Prediction of Input–Output Characteristic Curves of Hydraulic Cylinders Based on Three-Layer BP Neural Network

To predict the variation in the displacement position of hydraulic cylinder piston rods, a neural network model is proposed to enhance the displacement control accuracy of hydraulic cylinders. The innovation of this paper is that by calculating the compressibility-induced flow loss of hydraulic flui...

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Bibliographic Details
Main Authors: Wei Cai, Yirui Zhang, Jianxin Zhang, Shunshun Guo, Rui Guo
Format: Article
Language:English
Published: MDPI AG 2025-03-01
Series:Sensors
Subjects:
hydraulic cylinder
displacement control
prediction model
BP neural network
Online Access:https://www.mdpi.com/1424-8220/25/6/1949
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