System Parameter Optimization based on Genetic Algorithm


  • Haoya Hu



Genetic Algorithm, Genetic Iteration, Parameter Optimization


Genetic algorithm is an algorithm based on the coding strategy and propagation principle of biological evolution. It constructs a universal framework suitable for solving complex system optimization problems. The algorithm is unique in its independence for specific application areas and strong adaptability to different problem types, making it able to effectively deal with extremely challenging problems. Genetic algorithm is especially suitable for global optimization problems and has the ability to jump out of the local optimal solution and search for the global optimal solution. In addition, it supports the definition of complex fitness evaluation functions and can impose constraints on the search space of variables.


Yao H, Ceji F ,Bart M .Optimization and determination of the parameters for a PID based ventilation system for smoke control in tunnel fires: Comparative study between a genetic algorithm and an analytical trial-and-error method[J].Tunnelling and Underground Space Technology incorporating Trenchless Technology Research, 2023,136.

Zafar A, Aamir M ,Nawi N , et al.An Optimization Approach for Convolutional Neural Network Using Non-Dominated Sorted Genetic Algorithm-II[J].Computers, Materials Continua,2022,74(3):5641-5661. https://doi. org/10. 32604/CMC.2023.033733.

Chen S ,Jiarui W ,Simin W , et al. Optimization of the Structural Parameters of a Cyclone by Using a Genetic Algorithm [J].Chemical Engineering Technology,2022,45(9):1691-1700. 1002/ CEAT. 20220 0242.

Johnson A S, Diriba A T ,Tafese I J , et al. Optimization of CNC turning parameters using face centred CCD approach in RSM and ANN-genetic algorithm for AISI 4340 alloy steel[J].Results in Engineering,2021,11. https:// doi. org/ 2021, 11. 10.1016/J.RINENG.2021.100251.







How to Cite

Hu, H. (2024). System Parameter Optimization based on Genetic Algorithm. International Journal of Mechanical and Electrical Engineering, 2(3), 11-16.

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