Jiesong Jian , Yingchao Zhang , Guohua Wang , Wei Wang
{"title":"通过遗传算法、COP、火用分析和冷凝器尺寸调整对插电式混合动力空调系统制冷剂充注量进行优化","authors":"Jiesong Jian , Yingchao Zhang , Guohua Wang , Wei Wang","doi":"10.1016/j.ijrefrig.2025.04.015","DOIUrl":null,"url":null,"abstract":"<div><div>The air - conditioning of Plug-in Hybrid Electric Vehicle (PHEV) cools the cabin and battery. Refrigerant charge greatly affects the system’s COP. This paper explores battery heat dissipation’s impact on optimal refrigerant charge, which is corresponding to the maximum system COP, using genetic algorithm, COP, exergy analysis, and condenser size enlargement. Firstly, under each steady-state condition, the optimal refrigerant charge is estimated using the genetic algorithm, with the maximum COP as the response. The findings prove that the optimal refrigerant charge rises with the battery thermal load. Then, based on the exergy analysis results, increasing the condenser size leads to a significant improvement in the system COP, with a maximum increase of 35.3 %. Meanwhile, the optimal refrigerant charge rises in accordance with the increase in battery heat load, and these optimal refrigerant charges are all bigger than the original system values. Finally, after the condenser size is increased, steady-state tests with different battery heat dissipations show that a refrigerant charge of 685 g (optimal when battery heat dissipation is 0 W), leads to a COP decrease of up to 13.3 %. While, with a refrigerant charge of 1200 g (optimal at battery heat dissipation 4350 W), the COP decline relative to its peak value is just 1.9 %. The analysis indicates that, when determining the refrigerant charge, the battery thermal load should be relatively high to reduce the impact of the refrigerant charge on the system’s performance.</div></div>","PeriodicalId":14274,"journal":{"name":"International Journal of Refrigeration-revue Internationale Du Froid","volume":"176 ","pages":"Pages 177-191"},"PeriodicalIF":3.5000,"publicationDate":"2025-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Optimizing refrigerant charge in PHEV air conditioning system through genetic algorithm, COP, exergy analysis and condenser size adjustment\",\"authors\":\"Jiesong Jian , Yingchao Zhang , Guohua Wang , Wei Wang\",\"doi\":\"10.1016/j.ijrefrig.2025.04.015\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The air - conditioning of Plug-in Hybrid Electric Vehicle (PHEV) cools the cabin and battery. Refrigerant charge greatly affects the system’s COP. This paper explores battery heat dissipation’s impact on optimal refrigerant charge, which is corresponding to the maximum system COP, using genetic algorithm, COP, exergy analysis, and condenser size enlargement. Firstly, under each steady-state condition, the optimal refrigerant charge is estimated using the genetic algorithm, with the maximum COP as the response. The findings prove that the optimal refrigerant charge rises with the battery thermal load. Then, based on the exergy analysis results, increasing the condenser size leads to a significant improvement in the system COP, with a maximum increase of 35.3 %. Meanwhile, the optimal refrigerant charge rises in accordance with the increase in battery heat load, and these optimal refrigerant charges are all bigger than the original system values. Finally, after the condenser size is increased, steady-state tests with different battery heat dissipations show that a refrigerant charge of 685 g (optimal when battery heat dissipation is 0 W), leads to a COP decrease of up to 13.3 %. While, with a refrigerant charge of 1200 g (optimal at battery heat dissipation 4350 W), the COP decline relative to its peak value is just 1.9 %. The analysis indicates that, when determining the refrigerant charge, the battery thermal load should be relatively high to reduce the impact of the refrigerant charge on the system’s performance.</div></div>\",\"PeriodicalId\":14274,\"journal\":{\"name\":\"International Journal of Refrigeration-revue Internationale Du Froid\",\"volume\":\"176 \",\"pages\":\"Pages 177-191\"},\"PeriodicalIF\":3.5000,\"publicationDate\":\"2025-04-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Refrigeration-revue Internationale Du Froid\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S014070072500163X\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, MECHANICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Refrigeration-revue Internationale Du Froid","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S014070072500163X","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, MECHANICAL","Score":null,"Total":0}
Optimizing refrigerant charge in PHEV air conditioning system through genetic algorithm, COP, exergy analysis and condenser size adjustment
The air - conditioning of Plug-in Hybrid Electric Vehicle (PHEV) cools the cabin and battery. Refrigerant charge greatly affects the system’s COP. This paper explores battery heat dissipation’s impact on optimal refrigerant charge, which is corresponding to the maximum system COP, using genetic algorithm, COP, exergy analysis, and condenser size enlargement. Firstly, under each steady-state condition, the optimal refrigerant charge is estimated using the genetic algorithm, with the maximum COP as the response. The findings prove that the optimal refrigerant charge rises with the battery thermal load. Then, based on the exergy analysis results, increasing the condenser size leads to a significant improvement in the system COP, with a maximum increase of 35.3 %. Meanwhile, the optimal refrigerant charge rises in accordance with the increase in battery heat load, and these optimal refrigerant charges are all bigger than the original system values. Finally, after the condenser size is increased, steady-state tests with different battery heat dissipations show that a refrigerant charge of 685 g (optimal when battery heat dissipation is 0 W), leads to a COP decrease of up to 13.3 %. While, with a refrigerant charge of 1200 g (optimal at battery heat dissipation 4350 W), the COP decline relative to its peak value is just 1.9 %. The analysis indicates that, when determining the refrigerant charge, the battery thermal load should be relatively high to reduce the impact of the refrigerant charge on the system’s performance.
期刊介绍:
The International Journal of Refrigeration is published for the International Institute of Refrigeration (IIR) by Elsevier. It is essential reading for all those wishing to keep abreast of research and industrial news in refrigeration, air conditioning and associated fields. This is particularly important in these times of rapid introduction of alternative refrigerants and the emergence of new technology. The journal has published special issues on alternative refrigerants and novel topics in the field of boiling, condensation, heat pumps, food refrigeration, carbon dioxide, ammonia, hydrocarbons, magnetic refrigeration at room temperature, sorptive cooling, phase change materials and slurries, ejector technology, compressors, and solar cooling.
As well as original research papers the International Journal of Refrigeration also includes review articles, papers presented at IIR conferences, short reports and letters describing preliminary results and experimental details, and letters to the Editor on recent areas of discussion and controversy. Other features include forthcoming events, conference reports and book reviews.
Papers are published in either English or French with the IIR news section in both languages.