{"title":"具有可变热区和高浓度区的波浪形多孔空腔中 NEPCM 的传热和传质:使用 ISPH 和 XGBoost 模型进行的研究","authors":"Abdelraheem M. Aly , Noura Alsedais","doi":"10.1016/j.icheatmasstransfer.2024.108383","DOIUrl":null,"url":null,"abstract":"<div><div>This study examines the heat and mass transfer characteristics within a wavy porous cavity filled with nano-enhanced phase change materials (NEPCM), employing the incompressible smoothed particle hydrodynamics (ISPH) and XGBoost models. Key parameters, including the Darcy number (<span><math><mi>Da</mi></math></span>) ranging from <span><math><msup><mn>10</mn><mrow><mo>−</mo><mn>2</mn></mrow></msup></math></span> to <span><math><msup><mn>10</mn><mrow><mo>−</mo><mn>5</mn></mrow></msup></math></span>, Rayleigh number (<span><math><mi>Ra</mi></math></span>) from <span><math><msup><mn>10</mn><mn>3</mn></msup></math></span> to <span><math><msup><mn>10</mn><mn>6</mn></msup></math></span>, fusion temperature (<span><math><msub><mi>θ</mi><mi>f</mi></msub></math></span>) from 0.05 to 0.9, and Soret and Dufour numbers (<span><math><mi>Sr</mi></math></span> and <span><math><mi>Du</mi></math></span>) up to 0.6, were varied to analyze their impact on heat and mass transfer efficiency. Variable high-temperature and high-concentration zones, extending along the X-axis (<span><math><msub><mi>L</mi><mi>X</mi></msub></math></span>) from 0.5 to 1.5 and the Y-axis (<span><math><msub><mi>L</mi><mi>Y</mi></msub></math></span>) from 0.4 to 1.6, were found to play a significant role. Simulations reveal that expanding these zones strengthens the velocity field, with <span><math><msub><mi>L</mi><mi>X</mi></msub><mo>=</mo><mn>1.5</mn></math></span> resulting in an approximate 35 % increase in flow speed, while smaller values reduce convective currents by up to 26 %. This expansion also enlarges temperature and concentration distributions within the cavity. However, a wider high-temperature and high-concentration region decreases the heat capacity ratio (<span><math><mi>Cr</mi></math></span>), while enhancing concentration gradients by 25 %, underscoring NEPCM's potential for optimized thermal and mass transfer. These findings highlight the effectiveness of NEPCM and tailored wavy geometries in achieving superior thermal management and uniform distributions within cavities, with promising applications in advanced thermal systems. Future work will focus on experimental validation and varied geometrical configurations to further refine and expand the model's applicability.</div></div>","PeriodicalId":332,"journal":{"name":"International Communications in Heat and Mass Transfer","volume":"160 ","pages":"Article 108383"},"PeriodicalIF":6.4000,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Heat and mass transfer of NEPCM in a wavy porous cavity with variable hot and high-concentration zones: A study using ISPH and XGBoost models\",\"authors\":\"Abdelraheem M. Aly , Noura Alsedais\",\"doi\":\"10.1016/j.icheatmasstransfer.2024.108383\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This study examines the heat and mass transfer characteristics within a wavy porous cavity filled with nano-enhanced phase change materials (NEPCM), employing the incompressible smoothed particle hydrodynamics (ISPH) and XGBoost models. Key parameters, including the Darcy number (<span><math><mi>Da</mi></math></span>) ranging from <span><math><msup><mn>10</mn><mrow><mo>−</mo><mn>2</mn></mrow></msup></math></span> to <span><math><msup><mn>10</mn><mrow><mo>−</mo><mn>5</mn></mrow></msup></math></span>, Rayleigh number (<span><math><mi>Ra</mi></math></span>) from <span><math><msup><mn>10</mn><mn>3</mn></msup></math></span> to <span><math><msup><mn>10</mn><mn>6</mn></msup></math></span>, fusion temperature (<span><math><msub><mi>θ</mi><mi>f</mi></msub></math></span>) from 0.05 to 0.9, and Soret and Dufour numbers (<span><math><mi>Sr</mi></math></span> and <span><math><mi>Du</mi></math></span>) up to 0.6, were varied to analyze their impact on heat and mass transfer efficiency. Variable high-temperature and high-concentration zones, extending along the X-axis (<span><math><msub><mi>L</mi><mi>X</mi></msub></math></span>) from 0.5 to 1.5 and the Y-axis (<span><math><msub><mi>L</mi><mi>Y</mi></msub></math></span>) from 0.4 to 1.6, were found to play a significant role. Simulations reveal that expanding these zones strengthens the velocity field, with <span><math><msub><mi>L</mi><mi>X</mi></msub><mo>=</mo><mn>1.5</mn></math></span> resulting in an approximate 35 % increase in flow speed, while smaller values reduce convective currents by up to 26 %. This expansion also enlarges temperature and concentration distributions within the cavity. However, a wider high-temperature and high-concentration region decreases the heat capacity ratio (<span><math><mi>Cr</mi></math></span>), while enhancing concentration gradients by 25 %, underscoring NEPCM's potential for optimized thermal and mass transfer. These findings highlight the effectiveness of NEPCM and tailored wavy geometries in achieving superior thermal management and uniform distributions within cavities, with promising applications in advanced thermal systems. Future work will focus on experimental validation and varied geometrical configurations to further refine and expand the model's applicability.</div></div>\",\"PeriodicalId\":332,\"journal\":{\"name\":\"International Communications in Heat and Mass Transfer\",\"volume\":\"160 \",\"pages\":\"Article 108383\"},\"PeriodicalIF\":6.4000,\"publicationDate\":\"2024-11-25\",\"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/S073519332401145X\",\"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/S073519332401145X","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MECHANICS","Score":null,"Total":0}
Heat and mass transfer of NEPCM in a wavy porous cavity with variable hot and high-concentration zones: A study using ISPH and XGBoost models
This study examines the heat and mass transfer characteristics within a wavy porous cavity filled with nano-enhanced phase change materials (NEPCM), employing the incompressible smoothed particle hydrodynamics (ISPH) and XGBoost models. Key parameters, including the Darcy number () ranging from to , Rayleigh number () from to , fusion temperature () from 0.05 to 0.9, and Soret and Dufour numbers ( and ) up to 0.6, were varied to analyze their impact on heat and mass transfer efficiency. Variable high-temperature and high-concentration zones, extending along the X-axis () from 0.5 to 1.5 and the Y-axis () from 0.4 to 1.6, were found to play a significant role. Simulations reveal that expanding these zones strengthens the velocity field, with resulting in an approximate 35 % increase in flow speed, while smaller values reduce convective currents by up to 26 %. This expansion also enlarges temperature and concentration distributions within the cavity. However, a wider high-temperature and high-concentration region decreases the heat capacity ratio (), while enhancing concentration gradients by 25 %, underscoring NEPCM's potential for optimized thermal and mass transfer. These findings highlight the effectiveness of NEPCM and tailored wavy geometries in achieving superior thermal management and uniform distributions within cavities, with promising applications in advanced thermal systems. Future work will focus on experimental validation and varied geometrical configurations to further refine and expand the model's applicability.
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.