This paper proposes an efficient optimization technique-based controller for nonlinear systems such as the Inverted Pendulum (IP), which requires control of the pendulum’s angle to keep it steady in the vertical position as the cart within the system moves to the required position. The IP system is thus a benchmark challenge in control engineering. In this study, a controller for an IP system was designed using a Linear Quadratic Regulator (LQR). The construction of LQR parameters is based on weight matrices, and the most difficult part of designing LQR controllers is determining how to adjust the weight matrices parameters. These are commonly calculated by trial and error; however, this method consumes a great deal of time and effort. A Whale Optimization Algorithm (WOA) was thus applied in this work to adjust the weighting matrices of the LQR controller to identify the best options for these matrices, reducing the difficulty in predicting the optimum matrices and providing for their self-adjustment. Integral Square Error (ISE) was used as the objective function for both the angles and positions, and the simulation results confirmed the robustness and effectiveness of a WOA-based LQR controller.
Skip Nav Destination
,
,
Article navigation
8 May 2025
7TH INTERNATIONAL CONFERENCE ON ENGINEERING SCIENCES – ICES23
13–14 December 2023
Karbala, Iraq
Research Article|
May 08 2025
Optimal tuning of a linear quadratic regulator for control of an inverted pendulum using a whale optimization algorithm Available to Purchase
Aya Flyah Hassan;
Aya Flyah Hassan
a)
1
Department of Electrical and Electronics Engineering, University of Kerbala
, Karbala, Iraq
Search for other works by this author on:
Haider Galil Kamil;
Haider Galil Kamil
b)
1
Department of Electrical and Electronics Engineering, University of Kerbala
, Karbala, Iraq
2
Department of Computer Engineering Techniques, AlSafwa University College
, Kerbala Iraq
Search for other works by this author on:
Ahmed Abdulhadi Al-Moadhen
Ahmed Abdulhadi Al-Moadhen
c)
1
Department of Electrical and Electronics Engineering, University of Kerbala
, Karbala, Iraq
Search for other works by this author on:
Aya Flyah Hassan
1,a)
Haider Galil Kamil
1,2,b)
Ahmed Abdulhadi Al-Moadhen
1,c)
1
Department of Electrical and Electronics Engineering, University of Kerbala
, Karbala, Iraq
2
Department of Computer Engineering Techniques, AlSafwa University College
, Kerbala Iraq
AIP Conf. Proc. 3292, 020004 (2025)
Citation
Aya Flyah Hassan, Haider Galil Kamil, Ahmed Abdulhadi Al-Moadhen; Optimal tuning of a linear quadratic regulator for control of an inverted pendulum using a whale optimization algorithm. AIP Conf. Proc. 8 May 2025; 3292 (1): 020004. https://doi.org/10.1063/5.0266376
Download citation file:
Pay-Per-View Access
$40.00
Sign In
You could not be signed in. Please check your credentials and make sure you have an active account and try again.
11
Views
Citing articles via
The implementation of reflective assessment using Gibbs’ reflective cycle in assessing students’ writing skill
Lala Nurlatifah, Pupung Purnawarman, et al.
Classification data mining with Laplacian Smoothing on Naïve Bayes method
Ananda P. Noto, Dewi R. S. Saputro
Effect of coupling agent type on the self-cleaning and anti-reflective behaviour of advance nanocoating for PV panels application
Taha Tareq Mohammed, Hadia Kadhim Judran, et al.
Related Content
Optimal tuning of a DLQR controller to balance a gymnastics robot system using GWO
AIP Conf. Proc. (May 2025)
Model predictive control-based autonomous vehicle for monitoring path tracing process
AIP Conf. Proc. (May 2025)