NJIT eTD: The New Jersey Institute of Technology's electronic Theses & Dissertations
Title:
An artificial neural network for redundant robot inverse kinematics computation
Author:
Utama, Wibawa
Document Type:
Thesis
Department:
Department of Electrical and Computer Engineering
Degree:
Master of Science
Major:
Electrical Engineering
Advisory Committee:
Hou, Edwin
Robbi, Anthony D.
Ansari, Nirwan
Thesis Date:
1990
Keywords:
Neural networks (Computer science)
Manipulators (Mechanism)
Robots, Industrial.
Kinematics
Availability:
Unrestricted
Abstract:

A redundant manipulator can be defined as a manipulator that has more degrees of freedom than necessary to determine the position and orientation of the end effector. Such a manipulator has dexterity, flexibility, and the ability to maneuver in presence of obstacles. One important and necessary step in utilizing a redundant robot is to relate the joint coordinates of the manipulator with the position and orientation of the end-effector. This specification is termed as the direct kinematics problem and can be written as x = f(q)
where x is a vector representing the position and orientation of the end-effector, q is the Joint vector, and f is a continuous non-linear function defined by the design of the manipulator. The inverse kinematics problem can be stated as: Given a position and orientation of the end-effector, determine the joint vector that specifies this position a q = f -1(x).
and orientation. That is, For non-trivial designs, f -1 cannot be expressed analytically. This paper presents a solution to the inverse kinematics problem for a redundant robot based on multilayer feed-forward artificial neural network.

Complete Thesis:
njit-etd1990-013 (96 pages ~ 5,718 KB pdf)
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Created April 27, 2004
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