中国航空学报(英文版)2024,Vol.37Issue(5) :482-505.DOI:10.1016/j.cja.2024.02.001

Hybrid vibration isolation optimization of a flexible manipulator based on neural network agent model

Yongxin ZHANG Liang LI Dingguo ZHANG Wei-Hsin LIAO Xian GUO
中国航空学报(英文版)2024,Vol.37Issue(5) :482-505.DOI:10.1016/j.cja.2024.02.001

Hybrid vibration isolation optimization of a flexible manipulator based on neural network agent model

Yongxin ZHANG 1Liang LI 1Dingguo ZHANG 1Wei-Hsin LIAO 2Xian GUO1
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作者信息

  • 1. School of Science,Nanjing University of Science and Technology,Nanjing 210094,China
  • 2. Department of Mechanical and Automation Engineering,The Chinese University of Hong Kong,Hong Kong,China
  • 折叠

Abstract

Segmented Active Constrained Layer Damping(SACLD)is an intelligent vibration-damping structure,which could be applied to the sectors of aviation,aerospace,and transportation engineering to reduce the vibration of flexible structures.Moreover,machine learning technology is widely used in the engineering field because of its efficient multi-objective optimization.The dynamic simulation of a rotational segmental flexible manipulator system is presented,in which enhanced active constrained layer damping is carried out,and the neural network model of Genetic Algorithm-Back Propagation(GA-BP)algorithm is investigated.Vibration suppression and struc-tural optimization of the SACLD manipulator model are studied based on vibration mode and damping prediction.The modal responses of the SACLD manipulator model at rest and rotation are obtained.In addition,the four model indices are optimized using the GA-BP neural network:axial incision size,axial incision position,circumferential incision size,and circumferential incision position.Finally,the best model for vibration suppression is obtained.

Key words

Machine learning/Vibration suppression/Flexible manipulator/Segmented active con-strained layer damping/Structural optimization

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基金项目

National Natural Science Foundation of China(12072159)

National Natural Science Foundation of China(12232012)

National Natural Science Foundation of China(12102191)

Fundamental Research Funds for the Central Universities,China(30922010314)

出版年

2024
中国航空学报(英文版)
中国航空学会

中国航空学报(英文版)

CSTPCDEI
影响因子:0.847
ISSN:1000-9361
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