Inverted Pendulum Control using NARMA-l2 with Resilient Backpropagation and Levenberg Marquardt Backpropagation Training Algorithm

Journal of Engineering and Applied Sciences 16 (10):324-330 (2021)
  Copy   BIBTEX

Abstract

In this study, the performance of inverted pendulum has been Investigated using neural network control theory. The proposed controllers used in this study are NARMA-L2 with Resilient backpropagation and Levenberg Marquardt backpropagation algorithm controllers. The mathematical model of Inverted Pendulum on a Cart driving mechanism have been done successfully. Comparison of an inverted pendulum with NARMA-L2 with Resilient backpropagation and Levenberg Marquardt backpropagation algorithm controllers for a control target deviation of an angle from vertical of the inverted pendulum using two input signals (step and random). The simulation result shows that the inverted pendulum with NARMA-L2 with resilient backpropagation controller to have a small rise time, settling time and percentage overshoot in the step response and having a good response in the random response too. Finally, the inverted pendulum with with NARMA-L2 with resilient backpropagation controller shows the best performance in the overall simulation result.

Other Versions

No versions found

Links

PhilArchive

External links

  • This entry has no external links. Add one.
Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

Temperature Control of a Steam Condenser using NARMA-L2 Controller.Mustefa Jibril, Mesay Tadesse & Nuriye Hassen - 2021 - Journal of Engineering and Applied Sciences 16 (10):318-323.
Robust Control Theory Based Performance Investigation of an Inverted Pendulum System using Simulink.Mustefa Jibril - 2020 - International Journal of Advance Research and Innovative Ideas in Education 6 (2):808-814.

Analytics

Added to PP
2021-05-19

Downloads
457 (#61,307)

6 months
85 (#71,304)

Historical graph of downloads
How can I increase my downloads?

Author's Profile

Mustefa Jibril
Dire Dawa University

Citations of this work

No citations found.

Add more citations

References found in this work

No references found.

Add more references