Optimal Control of Chemical Reactions with the Parallel Multi-memetic Algorithm

This paper deals with the parallel multi-memetic algorithm based on the Mind Evolutionary Computation (MEC) technique for solving optimal control problems of various chemical reactions. The article describes the algorithm outline along with its parallel software implementation, which was utilized to obtain the optimal control for two chemical reaction models. The first model describes the thermally-stimulated luminescence of polyarylenephthalides; the second one - the catalytic hydroalumination of olefins. Both processes are of significant practical importance. In this work, the optimal control problem was reduced to a non-linear high-dimensional global minimization problem and was solved with the proposed algorithm. The numerical experiment results are presented in the paper.

[1]  Bernd Bischl,et al.  Exploratory landscape analysis , 2011, GECCO '11.

[2]  Anatoly Karpenko,et al.  Parallel Multi-memetic Global Optimization Algorithm for Optimal Control of Polyarylenephthalide's Thermally-Stimulated Luminescence , 2019, WCGO.

[3]  I. Gubaydullin,et al.  Mathematical Modeling of Induction Period of the Olefins Hydroalumination Reaction by Diisobutylaluminiumchloride Catalyzed with Cp 2 ZrCl 2 , 2014 .

[4]  Anatoly Karpenko,et al.  Multi-memetic Mind Evolutionary Computation Algorithm Based on the Landscape Analysis , 2018, TPNC.

[5]  M. K. Sakharov New Adaptive Multi-Memetic Global Optimization Algorithm for Loosely Coupled Systems , 2019 .

[6]  A. P. Karpenko,et al.  New Adaptive Multi-Memetic Global Optimization Agorithm , 2019, Herald of the Bauman Moscow State Technical University. Series Natural Sciences.

[7]  Anatoly Karpenko,et al.  Multi-memetic Mind Evolutionary Computation algorithm for loosely coupled systems of desktop computers , 2015 .

[8]  Kevin Kok Wai Wong,et al.  Classification of adaptive memetic algorithms: a comparative study , 2006, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[9]  John A. Nelder,et al.  A Simplex Method for Function Minimization , 1965, Comput. J..

[10]  Yan Sun,et al.  A survey of MEC: 1998-2001 , 2002, IEEE International Conference on Systems, Man and Cybernetics.

[11]  Jing Jie,et al.  Improved mind evolutionary computation for optimizations , 2004, Fifth World Congress on Intelligent Control and Automation (IEEE Cat. No.04EX788).

[12]  L. Nurislamova,et al.  Kinetic model of the catalytic hydroalumination of olefins with organoaluminum compounds , 2016, Reaction Kinetics, Mechanisms and Catalysis.

[13]  Anatoly Karpenko,et al.  Performance Investigation of Mind Evolutionary Computation Algorithm and Some of Its Modifications , 2016 .