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Geometric Optimization of a PCM-Based Heat Sink—A Coupled ANN and GA Approach

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Muthamil Selvan Nedumaran & Nagarajan Gnanasekaran. (2023) Comprehensive Analysis of Hybrid Heat Sinks with Phase Change Materials for Both Charging and Discharging Cycles. Heat Transfer Engineering 44:4, pages 334-352.
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Yongping Huang, Qing Sun, Feng Yao & Chengbin Zhang. (2021) Experimental Study on the Thermal Performance of a Finned Metal Foam Heat Sink with Phase Change Material. Heat Transfer Engineering 42:7, pages 579-591.
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Girish Kumar Marri & Chakravarthy Balaji. (2021) Experimental and Numerical Investigations on a Phase Change Material Based Heat Sink with Symbiotically Joined Heat Pipe. Heat Transfer Engineering 42:1, pages 23-40.
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Harsha Kumar, Sharath Kumar, Nagarajan Gnanasekaran & Chakravarthy Balaji. (2018) A Markov Chain Monte Carlo-Metropolis Hastings Approach for the Simultaneous Estimation of Heat Generation and Heat Transfer Coefficient from a Teflon Cylinder. Heat Transfer Engineering 39:4, pages 339-352.
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Rajesh Akula & Chakravarthy Balaji. Characterization of Phase Change Material-Based Heat Sinks for Cyclic Heat Loads. Heat Transfer Engineering 0:0, pages 1-21.
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Articles from other publishers (16)

Xueming Yang, Yi Li, Yongfu Ma, Jie Cui & Jianfei Xie. (2024) Optimization of thermal storage performance of cascaded multi-PCMs and carbon foam energy storage system based on GPR-PSO algorithm. Journal of Energy Storage 83, pages 110626.
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Ali Tavakoli, Javad Hashemi, Mahyar Najafian & Amin Ebrahimi. (2023) Physics-based modelling and data-driven optimisation of a latent heat thermal energy storage system with corrugated fins. Renewable Energy 217, pages 119200.
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Vignes Karthic Venkatraman Balakrishnan & Kannan Kumaresan. (2023) Thermal analysis of PCM magnesium chloride hexahydrate using various machine learning and deep learning models. Engineering Applications of Artificial Intelligence 126, pages 107159.
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Mathiyazhagan Shanmugam & Lakshmi Sirisha Maganti. (2023) Multi-objective optimization of parallel microchannel heat sink with inlet/outlet U, I, Z type manifold configuration by RSM and NSGA-II. International Journal of Heat and Mass Transfer 201, pages 123641.
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Chakravarthy Balaji & Srikanth Rangarajan. (2023) THERMAL ENERGY STORAGE - PATHWAY TO ENERGY-EFFICIENT ELECTRONICS AND BATTERY SYSTEMS. THERMAL ENERGY STORAGE - PATHWAY TO ENERGY-EFFICIENT ELECTRONICS AND BATTERY SYSTEMS.
Thiago Torres Martins Rocha, Paulo Vinicius Trevizoli & Raphael Nunes de Oliveira. (2023) A timeline of the phase-change problem for latent thermal energy storage systems: A review of theoretical approaches from the 1970′s to 2022. Solar Energy 250, pages 248-284.
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Tino Joe Tenson & Rajesh Baby. 2023. Energy Storage Systems. Energy Storage Systems 293 301 .
Yu Chen, Haoran Chen, Hao Zeng, Jianjun Zhu, Kai Chen, Zhenyu Cui & Jianli Wang. (2022) Structural optimization design of sinusoidal wavy plate fin heat sink with crosscut by Bayesian optimization. Applied Thermal Engineering 213, pages 118755.
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Y.S. See, J.Y. Ho, K.C. Leong & T.N. Wong. (2022) Experimental investigation of a topology-optimized phase change heat sink optimized for natural convection. Applied Energy 314, pages 118984.
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Michael Shanks, Charles M. Shoalmire, Michael Deckard, Karan N. Gohil, Henry LewisIIII, Darin Lin, Patrick J. Shamberger & Neera Jain. (2022) Design of spatial variability in thermal energy storage modules for enhanced power density. Applied Energy 314, pages 118966.
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Zhaoyu He, Weimin Guo & Peng Zhang. (2022) Performance prediction, optimal design and operational control of thermal energy storage using artificial intelligence methods. Renewable and Sustainable Energy Reviews 156, pages 111977.
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Sadegh Motahar. (2020) Experimental study and ANN-based prediction of melting heat transfer in a uniform heat flux PCM enclosure. Journal of Energy Storage 30, pages 101535.
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Karan N. Gohil, Michael Deckard, Patrick J. Shamberger & Neera Jain. (2020) A Reduced-order Model for Analyzing Heat Transfer in a Thermal Energy Storage Module. A Reduced-order Model for Analyzing Heat Transfer in a Thermal Energy Storage Module.
A. Urresti, A. Campos-Celador & J.M. Sala. (2019) Dynamic neural networks to analyze the behavior of phase change materials embedded in building envelopes. Applied Thermal Engineering 158, pages 113783.
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Junhui Meng, Siyu Liu, Zhongbing Yao & Mingyun Lv. (2019) Optimization design of a thermal protection structure for the solar array of stratospheric airships. Renewable Energy 133, pages 593-605.
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Yu Chen, Haoran Chen, Hao Zeng, Jianjun Zhu, Kai Chen, Zhenyu Cui & Jianli Wang. (2022) Structural Optimization Design of Sinusoidal Wavy Plate Fin Heat Sink with Crosscut by Bayesian Optimization. SSRN Electronic Journal.
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