A robust and efficient genetic algorithm for solving a chemical reactor problem: theory, application and convergence analysis

Author:

Alsmadi Othman MK1,Abo-Hammour Zaer S2,Al-Smadi Adnan M3,Saraireh Mohammad S4

Affiliation:

1. Department of Electrical Engineering, University of Jordan, Amman, Jordan

2. Department of Mechatronics Engineering, University of Jordan, Amman, Jordan

3. Department of Electrical Engineering, Yarmouk University, Irbid, Jordan

4. Department of Computer Engineering, Mutah University, Karak, Jordan

Abstract

Solution of the chemical reactor problem, as an optimal control problem, using continuous genetic algorithms (CGAs) is presented in this paper. The proposed approach overcomes the drawbacks of the traditional approaches in terms of lack of efficiency, lack of accuracy and lack of robustness. The solution is based on the value of the performance index and the final system state constraints. Simulation results show clearly that the new technique outperforms the existing direct and indirect methods. Based on the convergence analysis, the solution of the optimal control problem is achieved without any limitation on the nature of the problem and regardless of the CGA tuning parameters.

Publisher

SAGE Publications

Subject

Instrumentation

Reference20 articles.

1. Abo-Arqoub OM (2008) Numerical solution of fuzzy differential equations using continuous genetic algorithms. PhD thesis. University of Jordan, Amman, Jordan.

2. Abo-Hammour ZS (2002) Advanced continuous genetic algorithms and their applications in the motion planning of robotic manipulators and the numerical solution of boundary value problems. PhD thesis. Quiad-Azam University, Pakistan.

3. Numerical solution of second-order, two-point boundary value problems using continuous genetic algorithms

4. Solving Optimal Control Problems With State Constraints Using Nonlinear Programming and Simulation Tools

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