ROBOT EXTERNAL CONTACT FORCE ESTIMATION METHOD BASED ON ARTIFICIAL NEURAL NETWORK

A robot external contact force estimation method based on an artificial neural network, comprising performing modification processing on a robot dynamic model, and dividing the robot dynamic model into a linear model part and a nonlinear model part; performing approximation on the nonlinear part by...

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Hauptverfasser: YUAN, Xue, HUANG, Qingqing, WANG, Ping, HAN, Yan, CHAN, Linping
Format: Patent
Sprache:chi ; eng ; fre
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Zusammenfassung:A robot external contact force estimation method based on an artificial neural network, comprising performing modification processing on a robot dynamic model, and dividing the robot dynamic model into a linear model part and a nonlinear model part; performing approximation on the nonlinear part by using a radial basis function neural network, and constructing a radial basis function neural network-based adaptive observer to estimate the nonlinear model part and the unknown interference; feeding back the estimated nonlinear model part and unknown interference to a system model, and compensating for the corresponding part to obtain a linearized robot dynamic model; and when the external application force acts on a robot, according to the linearized robot dynamic model, constructing a subjective observer to estimate the external application force. According to the robot external contact force estimation method based on an artificial neural network, various interference influences are effectively suppressed, and