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What is Industrial Robots

Advanced Robotics and Intelligent Automation in Manufacturing
Have progressed remarkably as one of the powerful automation machines and been applied to many tasks such as welding, paining, handling, assembling and so on. General industrial robots have a serial link structure with five, six or seven DOFs pursuing the function of a human arm, so that more flexible motion than NC machine tools can be realized.
Published in Chapter:
An Efficient Learning of Neural Networks to Acquire Inverse Kinematics Model
Fusaomi Nagata (Sanyo-Onoda City University, Japan), Maki K. Habib (The American University in Cairo, Egypt), and Keigo Watanabe (Okayama University, Japan)
Copyright: © 2020 |Pages: 30
DOI: 10.4018/978-1-7998-1382-8.ch008
Abstract
In this chapter, effective learning approach of inverse kinematics using neural networks with efficient weights update ability has been presented for a serial link structure and industrial robot. Generally, in making neural networks learn a relation among multi inputs and outputs, a desired training data set prepared in advance is used. The training data set consists of multiple pairs of input and output vectors. The input layer receives each input vector for forward computation, and it is compared with the yielded vector from the output layer. The time required for the learning process of the neural networks depends on the number of total weights in the neural networks and that of the input-output pairs in the training data set.
Full Text Chapter Download: US $37.50 Add to Cart
More Results
Neural Networks to Solve Nonlinear Inverse Kinematic Problems
Progressed remarkably as one of the powerful automation machines and been applied to many tasks such as welding, paining, handling, assembling, and so on. General industrial robots have a serial link structure with five, six, or seven DOFs pursuing the function of a human arm, so that more flexible motion than NC machine tools can be realized.
Full Text Chapter Download: US $37.50 Add to Cart
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