[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-128464-en":3,"doc-seo-128464-105":30,"detail-sidebar-cat-0-en-105":92},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":20,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},128464,962085662650,"Jiven","https://ap-avatar.wpscdn.com/davatar_29158cc5080c5b710cf443261637dec0",8,"Research & Report","Lithium-ion battery thermal management via advance cooling parameters - State-of-the-art review on application of machine learning with exergy, economic and environmental analysis","Lithium-ion (Li-ion) batteries serve as highly promising energy-storage systems for industrial applications, especially electric vehicles and electronic devices, where thermal management strongly governs performance and overall system behavior. This review evaluates advanced cooling parameters—air/liquid cooling, PCM, refrigeration, heat pipes, and thermoelectrics—across multiple perspectives. Exergy, economic, and environmental (3E) analyses support selection and optimization of key thermal-management variables, while data-driven and machine-learning methods are discussed for improving future design directions.","Journal of the Taiwan Institute of Chemical Engineers  \nLithium-ion battery thermal management via advance cooling parameters: State-of-theart review on application of machine learning with exergy, economic and environmental  \nanalysis  \n--Manuscript Draft--  \n\n| Manuscript Number: | JTICE-D-23-00037R2 |\n| --- | --- |\n| Article Type: | SI:Optimise Energy&Process |\n| Section/Category: | Energy and Environmental Science and Technology |\n| Keywords: | Li-ion Battery; Thermal Regulation; Artificial Neural Network (ANN); Deep Learning; Data-driven Methods; Energy Storage |\n| Corresponding Author: | Seyed Masoud Masoud Parsa University of Technology Sydney AUSTRALIA |\n| First Author: | Seyed Masoud Masoud Parsa |\n| Order of Authors: | Seyed Masoud Masoud Parsa |\n|  | Fatemeh Norozpour |\n|  | Shahin Shoeibi, PhD |\n|  | Amin Shahsavar |\n|  | Sadegh Aberoumand |\n|  | Masoud Afrand |\n|  | Zafar Said |\n|  | Nader Karimi |\n| Abstract: | Background:\u003Cbr>Lithium-ion (Li-ion) batteries are one of the most attractive and promising energy storage systems that emerge in different industrial sectors –at the top of them electrical vehicles (EVs) and electronic devices –regarding the tight collaboration of scientific community and industry. Among crucial factors on performance of Li-ion batteries, thermal management is of great importance as it directly impacted the system from different views.\u003Cbr>Methods:\u003Cbr>In the present review, state of the art of advance cooling systems’(such as air/liquidbased cooling, PCM, refrigeration, heat pipe and thermoelectric) parameters of Li-ion batteries from different aspects are scrutinized. Exergy, economic and environmental (3E) analysis used as powerful tools to realize important parameters in battery thermal management. Furthermore, data-driven and machine learning applications in thermal regulation of Li-ion battery and their impact on putting the next steps in this context have been discussed.\u003Cbr>Significant findings:\u003Cbr>The pros and cons of each system considering aforementioned tools are realized. Particularly, it was realized that machine learning can be play a vital role in this context while other parameters with respect to 3E analysis can put several steps for better thermal management. Finally, concluding remarks and recommendations and research gaps as the future directions presented. |\n\nPowered by Editorial Manager® and ProduXion Manager® from Aries Systems Corporation  \nCover Letter  \nMarch 30, 2023  \nFrom: Seyed Masoud Parsa (PhD Student)  \nSchool of Civil and Environmental Engineering, University of Technology Sydney, Australia  \nTo: respected Editor-in-Chief of the journal of “Journal of The Taiwan Institute of Chemical Engineers”, Professor Heng-Kwong Tsao  \nDear Professor  \nI am honored to submit the revision of our manuscript entitled “Lithium-ion battery thermal management via advance cooling parameters: State-of-the-art review on application of machine learning with exergy, economic, environmental analysis” to be consider for publication in the special of “Optimisation in Energy and Process Engineering” at the Journal of The Taiwan Institute of Chemical Engineers  \nAll of the respected editor and reviewers comments are addressed point-by-point.  \nThank you for your consideration  \nRespectfully Yours  \nSeyed Masoud Parsa (PhD Student)  \nSchool of Civil and Environmental Engineering, University of Technology Sydney, NSW 2007, Australia  \n[Email: masood.parsa1988@gmail.com](Email: masood.parsa1988@gmail.com)  \nEmail: [seyedmasoud.parsa@student.uts.edu.au](seyedmasoud.parsa@student.uts.edu.au)  \nSubmission Checklist  \nJournal of the Taiwan Institute of Chemical Engineers Submission Checklist  \nPlease check the following points before approving the pdf file for your manuscript. Manuscripts that do not conform may be returned for correction and resubmission. You should be able to answer “yes” to all of the following questions.  \n1. Is the manuscript double–spaced with a font size of 12 pt (Times","cbCaisRSmMGASK2D","https://ap.wps.com/l/cbCaisRSmMGASK2D","pdf",4541287,1,66,"English","en",105,"# Abstract\n## Background and importance of thermal management\n## Methods: advanced cooling systems and evaluation tools\n## Data-driven and machine learning applications\n## Significance, recommendations, and research gaps","[{\"question\":\"What is the focus of this review on lithium-ion battery thermal management?\",\"answer\":\"The review focuses on advanced cooling parameters for Li-ion batteries and how they affect battery thermal regulation and performance.\"},{\"question\":\"Which cooling approaches are examined in the review?\",\"answer\":\"It examines air/liquid-based cooling, PCM, refrigeration, heat pipes, and thermoelectric cooling systems.\"},{\"question\":\"How do exergy, economic, and environmental (3E) analyses contribute to thermal management decisions?\",\"answer\":\"They provide powerful tools to realize and compare important parameters in battery thermal management, helping identify pros and cons across cooling systems.\"}]","Lithium-ion battery thermal management via advance cooling parameters - State-of-the-art review on application of machine learning with exergy, economic and environmental analysis | PDF",1786001212,166,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":87,"head_meta":89,"extra_data":91,"updated_unix":28},"lithium-ion-battery-thermal-management-via-advance-cooling-parameters-state-of-the-art-review-on-application-of-machine-learning-with-exergy-economic-and-environmental-analysis","",{"@graph":36,"@context":86},[37,54,69],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/document/","Document",2,{"item":49,"name":12,"@type":43,"position":50},"https://docshare.wps.com/document/research-report/",3,{"item":52,"name":13,"@type":43,"position":53},"https://docshare.wps.com/document/lithium-ion-battery-thermal-management-via-advance-cooling-parameters-state-of-the-art-review-on-application-of-machine-learning-with-exergy-economic-and-environmental-analysis/128464/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":63,"encodingFormat":61,"isAccessibleForFree":64,"interactionStatistic":65},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-22","2026-08-06",true,{"@type":66,"interactionType":67,"userInteractionCount":20},"InteractionCounter",{"@type":68},"ViewAction",{"@type":70,"mainEntity":71},"FAQPage",[72,78,82],{"name":73,"@type":74,"acceptedAnswer":75},"What is the focus of this review on lithium-ion battery thermal management?","Question",{"text":76,"@type":77},"The review focuses on advanced cooling parameters for Li-ion batteries and how they affect battery thermal regulation and performance.","Answer",{"name":79,"@type":74,"acceptedAnswer":80},"Which cooling approaches are examined in the review?",{"text":81,"@type":77},"It examines air/liquid-based cooling, PCM, refrigeration, heat pipes, and thermoelectric cooling systems.",{"name":83,"@type":74,"acceptedAnswer":84},"How do exergy, economic, and environmental (3E) analyses contribute to thermal management decisions?",{"text":85,"@type":77},"They provide powerful tools to realize and compare important parameters in battery thermal management, helping identify pros and cons across cooling systems.","https://schema.org",{"og:url":52,"og:type":88,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":90,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":93},[94,98,102,106,111,116,121,124,129,132,136],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":95,"show_sort_weight":96,"slug":97},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":99,"show_sort_weight":100,"slug":101},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":103,"show_sort_weight":104,"slug":105},"Exam",70,"exam",{"id":107,"doc_module":4,"doc_module_name":46,"category_name":108,"show_sort_weight":109,"slug":110},5,"Comic",60,"comic",{"id":112,"doc_module":4,"doc_module_name":46,"category_name":113,"show_sort_weight":114,"slug":115},6,"Technology",50,"technology",{"id":117,"doc_module":4,"doc_module_name":46,"category_name":118,"show_sort_weight":119,"slug":120},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":122,"slug":123},30,"research-report",{"id":125,"doc_module":4,"doc_module_name":46,"category_name":126,"show_sort_weight":127,"slug":128},9,"Religion & Spirituality",20,"religion-spirituality",{"id":127,"doc_module":4,"doc_module_name":46,"category_name":130,"show_sort_weight":127,"slug":131},"World Cup","world-cup",{"id":133,"doc_module":4,"doc_module_name":46,"category_name":134,"show_sort_weight":133,"slug":135},10,"Lifestyle","lifestyle",{"id":137,"doc_module":4,"doc_module_name":46,"category_name":138,"show_sort_weight":107,"slug":139},19,"General","general"]