From Pareto Optimization to Deployable Cold Plates: Design Correlation, Parameter Sensitivity, and Engineering Implementation of a Hybrid Microchannel Heat Sink
محل انتشار: نهمین کنفرانس بین المللی هوش مصنوعی و چشم انداز آینده آن در علوم مهندسی برق، کامپیوتر، مکانیک و مخابرات
سال انتشار: 1405
نوع سند: مقاله کنفرانسی
زبان: انگلیسی
مشاهده: 13
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شناسه ملی سند علمی:
ICCPM09_036
تاریخ نمایه سازی: 31 تیر 1405
چکیده مقاله:
Multi-objective optimization studies of microchannel heat sinks (MCHS) frequently report peak performance at a single operating point without addressing the engineering questions that govern deployment: how robust is the optimal geometry, can performance be predicted without further CFD, which parameters truly drive the trade-off, and how can the design be manufactured and scaled. This paper bridges that gap for a hybrid MCHS combining oblique micro-grooves with a circular micro pin-fin array, optimized through a A-simulation CFD-driven MOGA-II (NSGA-II-based) campaign over Rev. The optimal designs converge to a robust window (Wg,VY mm, L₁ = ۹,۱ mm, ۰ = TA-TO, Dp, ) mm), achieving a thermo-hydraulic performance index of n = ۱, ۹۱, ۱, a Y_۹% Nusselt number enhancement, and a ۱.-۱.% pressure-drop reduction relative to the straight-channel baseline. A compact predictive correlation for n is developed and validated (R۲,۹A, mean error ۱,۹%), and a data-driven sensitivity analysis identifies groove width as the dominant driver of n (VA % global importance) and pin-fin diameter as the principal hydraulic lever (۲۰%). The paper concludes with manufacturing-feasibility considerations, a comparison with recent state-of-the-art studies, and a four-step implementation pathway toward industrial cold plates for power electronics, data-center, and aerospace thermal management.
کلیدواژه ها:
نویسندگان
Mahdi Gazeri
MSc Graduate, Department of Mechanical Engineering, Arak University, Arak, Iran
Hasan Parsa
Assistant Professor, Department of Mechanical Engineering, Faculty of Engineering, Arak University, Arak, Iran
Hamed Safikhani
Professor, Department of Mechanical Engineering, Faculty of Engineering, Arak University, Arak, Iran