IWOSSA: An improved whale optimization salp swarm algorithm for solving optimization problems

•Proposing a new hybrid improved Whale Optimization Salp Swarm Algorithm (IWOSSA).•Testing the proposed algorithm on 23 different benchmark functions.•Comparing the results with 8 other well-known algorithms.•Testing the proposed algorithm on the divided wall distillation column. In this paper, a hy...

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Bibliographic Details
Published in:Expert systems with applications 2021-08, Vol.176, p.114901, Article 114901
Main Authors: Saafan, Mahmoud M., El-Gendy, Eman M.
Format: Article
Language:English
Subjects:
Algorithms
Controllers
Optimization
Performance indices
Proportional integral derivative
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Summary:•Proposing a new hybrid improved Whale Optimization Salp Swarm Algorithm (IWOSSA).•Testing the proposed algorithm on 23 different benchmark functions.•Comparing the results with 8 other well-known algorithms.•Testing the proposed algorithm on the divided wall distillation column. In this paper, a hybrid improved whale optimization salp swarm algorithm (IWOSSA) is proposed. The main idea behind IWOSSA is to combine improved Whale Optimization Algorithm (IWOA) and Salp Swarm Algorithm (SSA). First, WOA algorithm is improved by applying exponential relationships instead of linear relationships. Then, the algorithm chooses between either IWOA or SSA depending on a specific condition. To validate the efficiency of the proposed algorithm, IWOSSA is applied to 23 different benchmark functions of different dimensions and results are compared with 8 optimization algorithms including WOA and SSA. As an application to an industrial process and to confirm the good performance of the suggested algorithm, they are applied to tune an adaptive PID controller. The PID controller is used in controlling a divided wall column. Different disturbances are applied. From the simulation results, the enhancement made by the IWOSSA is proved by means of the different performance indexes.
ISSN:0957-4174
1873-6793
DOI:10.1016/j.eswa.2021.114901