Solving the inverse kinematic equations of elastic robot arm utilizing neural network

Other Title(s)

حل معكوس من المعادلة الكينماتيكية لرجل آلي ذي أذرع مرنة باستخدام الشبكات العصبية

Parallel Title

حل معكوس من المعادلة الكينماتيكية لرجل آلي ذي أذرع مرنة باستخدام الشبكات العصبية

Joint Authors

al-Khafaji, Husayn Muhammad Husayn
Jwij, Muhsin Jabr

Source

al-Khwarizmi Engineering Journal

Issue

Vol. 13, Issue 1 (31 Mar. 2017), pp.13-25, 13 p.

Publisher

University of Baghdad al-Khwarizmi College of Engineering

Publication Date

2017-03-31

Country of Publication

Iraq

No. of Pages

13

Main Subjects

Engineering & Technology Sciences (Multidisciplinary)

Abstract EN

The inverse kinematic equation for a robot is very important to the control robot’s motion and position.

The solving of this equation is complex for the rigid robot due to the dependency of this equation on the joint configuration and structure of robot link.

In light robot arms where the flexibility exists, the solving of this problem is more complicated than the rigid link robot because the deformation variables (elongation and bending) are present in the forward kinematic equation.

The finding of an inverse kinematic equation needs to obtain the relation between the joint angles and both of the end-effector position and deformations variables.

In this work, a neural network has been proposed to solve the problem of inverse kinematic equation.

To feed the neural network, experimental data were taken from an elastic robot arm for training the network, these data presented by joint angles, deformation variables and end effector positions.

The results of network training showed a good fit between the output results of the neural network and the targets data.

In addition, this method for finding the inverse of kinematic equation proved its effectiveness and validation when applying the results of neural network practically in the robot’s operating software for controlling The real light robot’s position.

American Psychological Association (APA)

al-Khafaji, Husayn Muhammad Husayn& Jwij, Muhsin Jabr. 2017. Solving the inverse kinematic equations of elastic robot arm utilizing neural network. al-Khwarizmi Engineering Journal،Vol. 13, no. 1, pp.13-25.
https://search.emarefa.net/detail/BIM-733235

Modern Language Association (MLA)

al-Khafaji, Husayn Muhammad Husayn& Jwij, Muhsin Jabr. Solving the inverse kinematic equations of elastic robot arm utilizing neural network. al-Khwarizmi Engineering Journal Vol. 13, no. 1 (2017), pp.13-25.
https://search.emarefa.net/detail/BIM-733235

American Medical Association (AMA)

al-Khafaji, Husayn Muhammad Husayn& Jwij, Muhsin Jabr. Solving the inverse kinematic equations of elastic robot arm utilizing neural network. al-Khwarizmi Engineering Journal. 2017. Vol. 13, no. 1, pp.13-25.
https://search.emarefa.net/detail/BIM-733235

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references : p. 23-24

Record ID

BIM-733235