Model-Following Controller Based on Neural Network for Variable Displacement Pump

机译：基于神经网络的模型 - 后续控制器可变排量泵

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The Electro-hydraulic proportional variable displacement axial piston pump (VDAPP) is widely used in heavy-load pump control system, which is inherently nonlinear, time variant and subjected to intensive disturbance. In this paper, a neural network model-following controller is proposed to approach the nonlinear anti-model of the object, and to realize the control of electro-hydraulic swashplate angle and flow, so that the uncertainty and nonlinear of the system can be compensated. The results of simulation and experiment show that the proposed neural network controller can conduct nonlinear control in VDAPP, enhance adaptability and robustness, and improve the performance of the control system.

机译：电动液压比例可变位移轴向活塞泵（VDAPP）广泛用于重载泵控制系统，这是固有的非线性，时间变体，并进行密集扰动。本文提出了一种神经网络模型控制器，以接近物体的非线性反模型，并实现电液涡旋角度和流量的控制，从而可以补偿系统的不确定性和非线性。模拟和实验结果表明，该提出的神经网络控制器可以在VDAPP中进行非线性控制，增强适应性和鲁棒性，提高控制系统的性能。

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《International Conference on Fluid Power Transmission and Control》|2005年||共5页
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Chen Kuisheng; Huang Hao; Rong Zhijun; Liu Guanglin; Li Yuanhui;
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正文语种
中图分类液压传动;
关键词
Variable Displacement Axial Piston Pump; Electro-hydraulic proportional control; Non-Symmetry System; Neural Networks; Model-Following Adaptive;

机译：可变排量轴向活塞泵;电液比例控制;非对称系统;神经网络;模型后自适应;

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专利

1. Model-Following Controller Based on Neural Network for Variable Displacement Pump [J] . Ming-Hui CHU, Yuan KANG, Yih-Fong CHANG, JSME International Journal. Series C, Mechanical Systems, Machine Elements and Manufacturing . 2003,第1期

机译：基于神经网络的变量泵模型跟随控制器
2. Model-Following Controller Based on Neural Network for Variable Displacement Pump [J] . Ming-Hui CHU, Yuan KANG, Yih-Fong CHANG, JSME International Journal. Series C, Mechanical Systems, Machine Elements and Manufacturing . 2003,第1期

机译：基于神经网络的变量泵模型跟随控制器
3. Energy Saving Strategy of the Variable-Speed Variable-Displacement Pump Unit Based on Neural Network [J] . Rui Jin, Haihong Huang, Lei Li, Procedia CIRP . 2019,第2期

机译：基于神经网络的变速变量泵机组的节能策略
4. Model-Following Controller Based on Neural Network for Variable Displacement Pump [C] . Chen Kuisheng, Huang Hao, Rong Zhijun, International Conference on Fluid Power Transmission and Control(ICFP' 2005); 20050405-08; Hangzhou(CN) . 2005

机译：基于神经网络的变量泵模型跟随控制器
5. Intelligent controllers based on fuzzy systems and neural networks. [D] . Elnashar, Gamal Ahmed. 2000

机译：基于模糊系统和神经网络的智能控制器。
6. Automatic Regulation of Hemodynamic Variables in Acute Heart Failure by a Multiple Adaptive Predictive Controller Based on Neural Networks [O] . Koji Kashihara -1

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7. FLOW RATE CONTROL OF VARIABLE DISPLACEMENT PISTON PUMP WITH PRESSURE COMPENSATION USING NEURAL NETWORK [O] . Ayman A. Aly 2007

机译：用神经网络用压力补偿变排量活塞泵的流量控制
8. Further Investigation of Receding Horizion-Based Controllers and Neural Network-Based Systems [R] . Kelkar, Atul G. 2000

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Model-Following Controller Based on Neural Network for Variable Displacement Pump

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