Robust neural controller for robot manipulator

67 p.

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Bibliographic Details
Main Author: Lou, Jia Ming
Other Authors: Song Qing
Format: Theses and Dissertations
Published: 2011
Subjects:
Online Access:http://hdl.handle.net/10356/46751
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-467512023-07-04T15:31:39Z Robust neural controller for robot manipulator Lou, Jia Ming Song Qing School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Robotics 67 p. Neural networks are widely used in industry fields, like robotic and process controllers. Extensive research and progress have also been done in various kinds of neural network algorithm, for example, the BP network, Hopfield network, RBF network, and a class of robust neural network algorithms. This thesis focuses on studying and developing robust online training and pruning algorithms for neural network tracking control systems. In particular, a complete convergence analysis is presented for Robust Adaptive Dead Zone training algorithm and Robust Adaptive Gradient Decent training algorithm, respectively. Master of Science (Computer Control and Automation) 2011-12-23T07:43:35Z 2011-12-23T07:43:35Z 2009 2009 Thesis http://hdl.handle.net/10356/46751 Nanyang Technological University application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
topic DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Robotics
spellingShingle DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Robotics
Lou, Jia Ming
Robust neural controller for robot manipulator
description 67 p.
author2 Song Qing
author_facet Song Qing
Lou, Jia Ming
format Theses and Dissertations
author Lou, Jia Ming
author_sort Lou, Jia Ming
title Robust neural controller for robot manipulator
title_short Robust neural controller for robot manipulator
title_full Robust neural controller for robot manipulator
title_fullStr Robust neural controller for robot manipulator
title_full_unstemmed Robust neural controller for robot manipulator
title_sort robust neural controller for robot manipulator
publishDate 2011
url http://hdl.handle.net/10356/46751
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