An Alternative Approach for PDE-Constrained Optimization via Genetic Algorithm
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@Article{JICS-8-041,
author = {Laxminarayan Sahoo, A. K. Bhunia, D.Pal and B. N. Mandal},
title = {An Alternative Approach for PDE-Constrained Optimization via Genetic Algorithm},
journal = {Journal of Information and Computing Science},
year = {2024},
volume = {8},
number = {1},
pages = {041--054},
abstract = { This paper deals with an alternative approach for solving the PDE-constrained optimization
problems. For this purpose, the problem has been discretized with the help of finite difference method. Then
the reduced problem has been solved by advanced real coded genetic algorithm with ranking selection,
whole-arithmetic crossover and non uniform mutation. The proposed approach has been illustrated with a
numerical example. Finally, to test the performance of the algorithm, sensitivity analyses have been
performed on objective function values with respect to different parameters of genetic algorithm.
},
issn = {1746-7659},
doi = {https://doi.org/},
url = {http://global-sci.org/intro/article_detail/jics/22627.html}
}
TY - JOUR
T1 - An Alternative Approach for PDE-Constrained Optimization via Genetic Algorithm
AU - Laxminarayan Sahoo, A. K. Bhunia, D.Pal and B. N. Mandal
JO - Journal of Information and Computing Science
VL - 1
SP - 041
EP - 054
PY - 2024
DA - 2024/01
SN - 8
DO - http://doi.org/
UR - https://global-sci.org/intro/article_detail/jics/22627.html
KW - PDE-Constrained optimization, optimal control, genetic algorithm.
AB - This paper deals with an alternative approach for solving the PDE-constrained optimization
problems. For this purpose, the problem has been discretized with the help of finite difference method. Then
the reduced problem has been solved by advanced real coded genetic algorithm with ranking selection,
whole-arithmetic crossover and non uniform mutation. The proposed approach has been illustrated with a
numerical example. Finally, to test the performance of the algorithm, sensitivity analyses have been
performed on objective function values with respect to different parameters of genetic algorithm.
Laxminarayan Sahoo, A. K. Bhunia, D.Pal and B. N. Mandal. (2024). An Alternative Approach for PDE-Constrained Optimization via Genetic Algorithm.
Journal of Information and Computing Science. 8 (1).
041-054.
doi:
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