Elite and dynamic opposite learning enhanced sine cosine algorithm for application to plat-fin heat exchangers design problem

Author:

Zhang Lidong,Hu Tianyu,Yang ZhileORCID,Yang Dongsheng,Zhang Jianhua

Abstract

AbstractThe heat exchanger has been widely used in the energy and chemical industry and plays an irreplaceable role in the featured applications. The design of heat exchanger is a mixed integer complex optimization problem, where the efficient design significantly improves the efficiency and reduces the cost. Many intelligent methods have been developed for heat exchanger optimal design. In this paper, a novel variant of sine and cosine algorithm named EDOLSCA is proposed, enhanced by dynamic opposite learning algorithm and the elite strategy. The proposed method is tested in CEC2014 benchmark and proved to be of significant advantages over the original algorithm. The new algorithm is then validated in the plate-fin heat exchanger (PFHE) optimal design problem. The comparison results of the proposed algorithm and other algorithms prove that EDOLSCA also has demonstrated superiority in heat exchanger optimal design.

Funder

National Key Research and Development Project under Grant

National Natural Science Foundation of China

National Natural Science Foundation of Guangdong

Shenzhen Institutes of Advanced Technology Innovation Program for Excellent Young Researchers

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Software

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