Miguel S. Nuñez-Aguayo , Salvador Botello-Aceves , J. Luis Luviano-Ortiz , Adrian Bejan , Abel Hernandez-Guerrero
{"title":"小型散热器热管理优化的改进多目标遗传算法","authors":"Miguel S. Nuñez-Aguayo , Salvador Botello-Aceves , J. Luis Luviano-Ortiz , Adrian Bejan , Abel Hernandez-Guerrero","doi":"10.1016/j.icheatmasstransfer.2025.109229","DOIUrl":null,"url":null,"abstract":"<div><div>This research conducts an in-depth exploration of multi-objective optimization for a mini heat sink with fins using a genetic algorithm (GA). The objective is to reduce both thermal resistance and pump power consumption. The optimization problem consists of the use of increased design freedom: mixed-variable freedom factors, including fin angles, hole dimensions, and their placements. Computational fluid dynamics (CFD) simulations are used to evaluate the performance of the heat sink. A repair function is implemented to refine solutions by restricting continuous variables to specific values, streamlining the optimization process. The results reveal significant trade-offs between thermal resistance and pump power, emphasizing the importance of balancing these factors. The optimization process, completed in 20 h, cuts down the required time by 56 % compared to using a basic mixed variable algorithm. The optimized heat sink designs demonstrate considerable improvements, contributing to advancements in thermal engineering techniques. This study highlights the effectiveness of the proposed genetic algorithm in optimizing thermal management systems and may serve as a reference for future studies.</div></div>","PeriodicalId":332,"journal":{"name":"International Communications in Heat and Mass Transfer","volume":"167 ","pages":"Article 109229"},"PeriodicalIF":6.4000,"publicationDate":"2025-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Enhanced multi-objective genetic algorithm for optimized thermal management in mini heat sinks\",\"authors\":\"Miguel S. Nuñez-Aguayo , Salvador Botello-Aceves , J. Luis Luviano-Ortiz , Adrian Bejan , Abel Hernandez-Guerrero\",\"doi\":\"10.1016/j.icheatmasstransfer.2025.109229\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This research conducts an in-depth exploration of multi-objective optimization for a mini heat sink with fins using a genetic algorithm (GA). The objective is to reduce both thermal resistance and pump power consumption. The optimization problem consists of the use of increased design freedom: mixed-variable freedom factors, including fin angles, hole dimensions, and their placements. Computational fluid dynamics (CFD) simulations are used to evaluate the performance of the heat sink. A repair function is implemented to refine solutions by restricting continuous variables to specific values, streamlining the optimization process. The results reveal significant trade-offs between thermal resistance and pump power, emphasizing the importance of balancing these factors. The optimization process, completed in 20 h, cuts down the required time by 56 % compared to using a basic mixed variable algorithm. The optimized heat sink designs demonstrate considerable improvements, contributing to advancements in thermal engineering techniques. This study highlights the effectiveness of the proposed genetic algorithm in optimizing thermal management systems and may serve as a reference for future studies.</div></div>\",\"PeriodicalId\":332,\"journal\":{\"name\":\"International Communications in Heat and Mass Transfer\",\"volume\":\"167 \",\"pages\":\"Article 109229\"},\"PeriodicalIF\":6.4000,\"publicationDate\":\"2025-06-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Communications in Heat and Mass Transfer\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0735193325006554\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MECHANICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Communications in Heat and Mass Transfer","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0735193325006554","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MECHANICS","Score":null,"Total":0}
Enhanced multi-objective genetic algorithm for optimized thermal management in mini heat sinks
This research conducts an in-depth exploration of multi-objective optimization for a mini heat sink with fins using a genetic algorithm (GA). The objective is to reduce both thermal resistance and pump power consumption. The optimization problem consists of the use of increased design freedom: mixed-variable freedom factors, including fin angles, hole dimensions, and their placements. Computational fluid dynamics (CFD) simulations are used to evaluate the performance of the heat sink. A repair function is implemented to refine solutions by restricting continuous variables to specific values, streamlining the optimization process. The results reveal significant trade-offs between thermal resistance and pump power, emphasizing the importance of balancing these factors. The optimization process, completed in 20 h, cuts down the required time by 56 % compared to using a basic mixed variable algorithm. The optimized heat sink designs demonstrate considerable improvements, contributing to advancements in thermal engineering techniques. This study highlights the effectiveness of the proposed genetic algorithm in optimizing thermal management systems and may serve as a reference for future studies.
期刊介绍:
International Communications in Heat and Mass Transfer serves as a world forum for the rapid dissemination of new ideas, new measurement techniques, preliminary findings of ongoing investigations, discussions, and criticisms in the field of heat and mass transfer. Two types of manuscript will be considered for publication: communications (short reports of new work or discussions of work which has already been published) and summaries (abstracts of reports, theses or manuscripts which are too long for publication in full). Together with its companion publication, International Journal of Heat and Mass Transfer, with which it shares the same Board of Editors, this journal is read by research workers and engineers throughout the world.