31 تیر 1403
امين شهسوارگلدانلو

امین شهسوارگلدانلو

مرتبه علمی: استادیار
نشانی: دانشگاه صنعتی کرمانشاه - دانشکده مهندسی - گروه مهندسی مکانیک
تحصیلات: دکترای تخصصی / مهندسی مکانیک
تلفن:
دانشکده: دانشکده مهندسی

مشخصات پژوهش

عنوان
Lithium-ion battery thermal management via advanced cooling parameters: State-of-the-art review on application of machine learning with exergy, economic and environmental analysis
نوع پژوهش مقاله چاپ شده
کلیدواژه‌ها
Li-ion battery Thermal regulation Artificial neural network (ANN) Deep learning Data-driven methods Energy storage
پژوهشگران سید مسعود پارسا (نفر اول)، فاطمه نوروزپور (نفر دوم)، شاهین شعیبی (نفر سوم)، امین شهسوارگلدانلو (نفر چهارم)، صادق آبرومند (نفر پنجم)، مسعود افرند (نفر ششم به بعد)، ظفر سعید (نفر ششم به بعد)، نادر کریمی (نفر ششم به بعد)

چکیده

Background: 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. Methods: In the present review, state of the art of advance cooling systems’ (such as air/liquid-based 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. Significant findings: 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.