Efficient Solutions for Electronic Chip Cooling: Multi-Objective Optimization Using Evolutionary Algorithms with Boron Nitride Nanotube-Based Nanofluid

Optimization algorithms have significantly evolved because of advancements in computational capacity. This increase aids in the availability of data to train various artificial intelligence models and can be used in optimizing solutions for electronic chip cooling. In the current study, such a micro...

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Vydáno v:	Processes Ročník 11; číslo 10; s. 3032
Hlavní autor:	Alrasheed, Mohammed R. A.
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Basel MDPI AG 01.10.2023
Témata:	Algorithms Artificial intelligence Aspect ratio Boron Boron nitride Cooling Design optimization Electronics Evolutionary algorithms Genetic algorithms Heat sinks Heat transfer Hydraulics Microchannels Multiple objective analysis Nanofluids Nanotubes Optimization Pumping Thermal design Thermal resistance
ISSN:	2227-9717, 2227-9717
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Abstract	Optimization algorithms have significantly evolved because of advancements in computational capacity. This increase aids in the availability of data to train various artificial intelligence models and can be used in optimizing solutions for electronic chip cooling. In the current study, such a microchannel heat sink (MCHS) is optimized using a Boron Nitride Nanotube (BNN)-based nanofluid as a coolant. Thermal resistance and pumping power are chosen as the objective functions, while geometric parameters such as the channel aspect and width ratio are used as the design variables. Multi-objective multiverse optimizer (MOMVO), an evolutionary algorithm, is used to optimize both objective functions, which are minimized simultaneously. The primary objective of this study is to study the applicability of such advanced multi-objective optimization algorithms, which have not previously been implemented for such a thermal design problem. Based on the study, it is found that the optimal results are obtained with a population size of only 50 and within 100 iterations. Using the MOMVO optimization, it is also observed that thermal resistance and pumping power do not vary significantly with respect to the channel aspect ratio, while pumping power varies linearly with the channel width ratio. An optimum thermal resistance of 0.0177 °C/W and pumping power of 10.65 W are obtained using the MOMVO algorithm.
AbstractList	Optimization algorithms have significantly evolved because of advancements in computational capacity. This increase aids in the availability of data to train various artificial intelligence models and can be used in optimizing solutions for electronic chip cooling. In the current study, such a microchannel heat sink (MCHS) is optimized using a Boron Nitride Nanotube (BNN)-based nanofluid as a coolant. Thermal resistance and pumping power are chosen as the objective functions, while geometric parameters such as the channel aspect and width ratio are used as the design variables. Multi-objective multiverse optimizer (MOMVO), an evolutionary algorithm, is used to optimize both objective functions, which are minimized simultaneously. The primary objective of this study is to study the applicability of such advanced multi-objective optimization algorithms, which have not previously been implemented for such a thermal design problem. Based on the study, it is found that the optimal results are obtained with a population size of only 50 and within 100 iterations. Using the MOMVO optimization, it is also observed that thermal resistance and pumping power do not vary significantly with respect to the channel aspect ratio, while pumping power varies linearly with the channel width ratio. An optimum thermal resistance of 0.0177 °C/W and pumping power of 10.65 W are obtained using the MOMVO algorithm.
Audience	Academic
Author	Alrasheed, Mohammed R. A.
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Cites_doi	10.1016/j.tsep.2022.101377 10.1016/j.ijthermalsci.2012.04.018 10.1016/j.sna.2015.09.023 10.1088/1742-6596/2509/1/012001 10.37934/araset.28.2.125 10.1016/j.asoc.2022.109021 10.1016/j.applthermaleng.2022.119053 10.1016/j.ijheatmasstransfer.2022.123641 10.1016/j.icheatmasstransfer.2021.105172 10.1016/j.applthermaleng.2023.120452 10.1016/j.applthermaleng.2022.118368 10.1016/j.ijheatmasstransfer.2023.123933 10.1016/j.applthermaleng.2023.121099 10.1016/j.csite.2023.103331 10.1007/s10973-022-11545-8 10.1016/j.ijheatmasstransfer.2021.121336 10.1016/j.ijthermalsci.2023.108321 10.1016/j.ijthermalsci.2023.108168 10.1016/j.applthermaleng.2011.04.015 10.1016/j.asoc.2023.110650 10.1016/j.ijheatmasstransfer.2019.118604 10.3390/app122413033 10.1016/S0017-9310(02)00180-1 10.1016/j.rser.2013.01.022 10.1016/j.eswa.2019.01.047 10.1016/j.csite.2021.101583 10.1016/j.est.2022.106591 10.3390/inventions2010005 10.1016/j.ijheatmasstransfer.2023.124169 10.1016/j.knosys.2021.107411 10.1080/01457632.2012.721316 10.1109/6.591665 10.1016/j.ijheatmasstransfer.2008.03.013 10.1016/j.tsep.2022.101608 10.1016/j.ces.2023.119081
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References	Cui (ref_26) 2023; 227 Yusof (ref_37) 2023; 148 Schaller (ref_2) 1997; 34 Ahmed (ref_9) 2013; 21 Zhao (ref_6) 2002; 45 Cardoso (ref_13) 2015; 235 ref_30 Ismail (ref_25) 2023; 190 Aguilar (ref_36) 2018; 277 Zhang (ref_18) 2022; 216 Harirchian (ref_12) 2008; 51 Maghrabie (ref_17) 2022; 37 ref_39 Maqbool (ref_5) 2023; 60 ref_38 Shen (ref_20) 2023; 209 Bianco (ref_27) 2023; 2509 Tan (ref_24) 2023; 187 Shanmugam (ref_29) 2023; 201 Kong (ref_14) 2021; 28 Yang (ref_16) 2023; 232 Marcinichen (ref_4) 2013; 34 Marshall (ref_21) 2022; 33 Shamsuddin (ref_40) 2021; 175 Jing (ref_8) 2019; 143 Ozguc (ref_22) 2023; 207 Acharya (ref_32) 2021; 231 Saenen (ref_11) 2012; 59 Shuqi (ref_23) 2023; 49 Loon (ref_35) 2022; 28 Du (ref_19) 2023; 280 ref_1 ref_3 Oliva (ref_31) 2019; 125 Li (ref_10) 2011; 31 Kose (ref_7) 2022; 211 ref_28 Nemati (ref_15) 2021; 122 Xu (ref_34) 2023; 146 Sundaram (ref_33) 2022; 124
References_xml	– ident: ref_28 – volume: 33 start-page: 101377 year: 2022 ident: ref_21 article-title: 3D topology optimization of liquid-cooled microchannel heat sinks publication-title: Therm. Sci. Eng. Prog. doi: 10.1016/j.tsep.2022.101377 – volume: 59 start-page: 214 year: 2012 ident: ref_11 article-title: Numerical model of a two-phase microchannel heat sink electronics cooling system publication-title: Int. J. Therm. Sci. doi: 10.1016/j.ijthermalsci.2012.04.018 – volume: 235 start-page: 14 year: 2015 ident: ref_13 article-title: Design, fabrication and test of an integrated multi-microchannel heat sink for electronics cooling publication-title: Sens. Actuators A Phys. doi: 10.1016/j.sna.2015.09.023 – volume: 2509 start-page: 012001 year: 2023 ident: ref_27 article-title: Design of PCM-based heat sinks through topology optimization publication-title: J. Phys. Conf. Ser. doi: 10.1088/1742-6596/2509/1/012001 – volume: 28 start-page: 1 year: 2022 ident: ref_35 article-title: A comprehensive review of recent progress of nanofluid in engineering application: Microchannel heat sink (MCHS) publication-title: J. Adv. Res. Appl. Sci. Eng. Technol. doi: 10.37934/araset.28.2.125 – volume: 124 start-page: 109021 year: 2022 ident: ref_33 article-title: Multiobjective multi verse optimization algorithm to solve dynamic economic emission dispatch problem with transmission loss prediction by an artificial neural network publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2022.109021 – volume: 216 start-page: 119053 year: 2022 ident: ref_18 article-title: Design of a mini-channel heat sink for high-heat-flux electronic devices publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2022.119053 – volume: 201 start-page: 123641 year: 2023 ident: ref_29 article-title: Multi-objective optimization of parallel microchannel heat sink with inlet/outlet U, I, Z type manifold configuration by RSM and NSGA-II publication-title: Int. J. Heat Mass Transf. doi: 10.1016/j.ijheatmasstransfer.2022.123641 – volume: 122 start-page: 105172 year: 2021 ident: ref_15 article-title: Shape optimization of wavy mini-channel heat sink publication-title: Int. Commun. Heat Mass Transf. doi: 10.1016/j.icheatmasstransfer.2021.105172 – volume: 227 start-page: 120452 year: 2023 ident: ref_26 article-title: Optimal parameter design of a slot jet impingement/microchannel heat sink base on multi-objective optimization algorithm publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2023.120452 – volume: 211 start-page: 118368 year: 2022 ident: ref_7 article-title: Parametric study and optimization of microchannel heat sinks with various shapes publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2022.118368 – ident: ref_39 – volume: 207 start-page: 123933 year: 2023 ident: ref_22 article-title: Topological optimization of flow-shifting microchannel heat sinks publication-title: Int. J. Heat Mass Transf. doi: 10.1016/j.ijheatmasstransfer.2023.123933 – volume: 232 start-page: 121099 year: 2023 ident: ref_16 article-title: Numerical study on thermal and hydraulic performances of a hybrid manifold microchannel with bifurcations for electronics cooling publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2023.121099 – volume: 49 start-page: 103331 year: 2023 ident: ref_23 article-title: Artificial neural net-work-based optimization of baffle geometries for maximized heat transfer efficiency in microchannel heat sinks publication-title: Case Stud. Therm. Eng. doi: 10.1016/j.csite.2023.103331 – volume: 277 start-page: 93 year: 2018 ident: ref_36 article-title: Experimental analysis of water-based nanofluids using boron nitride nanotubes with improved thermal properties publication-title: J. Mol. Liq. – ident: ref_1 – volume: 148 start-page: 3117 year: 2023 ident: ref_37 article-title: Optimization of a boron nitride nanotubes nanofluid-cooled microchannel heat sink at different concentrations publication-title: J. Therm. Anal. Calorim. doi: 10.1007/s10973-022-11545-8 – volume: 175 start-page: 121336 year: 2021 ident: ref_40 article-title: Effects of surfactant and nanofluid on the performance and optimization of a microchannel heat sink publication-title: Int. J. Heat Mass Transf. doi: 10.1016/j.ijheatmasstransfer.2021.121336 – volume: 190 start-page: 108321 year: 2023 ident: ref_25 article-title: Geometric optimization of pin fins for enhanced cooling in a microchannel heat sink publication-title: Int. J. Therm. Sci. doi: 10.1016/j.ijthermalsci.2023.108321 – volume: 187 start-page: 108168 year: 2023 ident: ref_24 article-title: Heat exchange mechanism analysis and structural parameter optimization for series-combined microchannel heat sinks publication-title: Int. J. Therm. Sci. doi: 10.1016/j.ijthermalsci.2023.108168 – volume: 31 start-page: 2494 year: 2011 ident: ref_10 article-title: CFD study of liquid-cooled heat sinks with microchannel flow field configurations for electronics, fuel cells, and concentrated solar cells publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2011.04.015 – volume: 146 start-page: 110650 year: 2023 ident: ref_34 article-title: A multi-objective multiverse optimizer algorithm to solve environmental and economic dispatch publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2023.110650 – volume: 143 start-page: 118604 year: 2019 ident: ref_8 article-title: Numerical studies on the hydraulic and thermal performances of microchannels with different cross-sectional shapes publication-title: Int. J. Heat Mass Transf. doi: 10.1016/j.ijheatmasstransfer.2019.118604 – ident: ref_30 doi: 10.3390/app122413033 – volume: 45 start-page: 4857 year: 2002 ident: ref_6 article-title: Analysis of microchannel heat sinks for electronics cooling publication-title: Int. J. Heat Mass Transf. doi: 10.1016/S0017-9310(02)00180-1 – volume: 21 start-page: 614 year: 2013 ident: ref_9 article-title: Thermal and hydrodynamic analysis of microchannel heat sinks: A review publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2013.01.022 – volume: 125 start-page: 112 year: 2019 ident: ref_31 article-title: Multi-level thresholding-based grey scale image segmentation using multi-objective multiverse optimizer publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2019.01.047 – volume: 28 start-page: 101583 year: 2021 ident: ref_14 article-title: A holistic approach to thermal-hydraulic design of 3D manifold microchannel heat sinks for energy-efficient cooling publication-title: Case Stud. Therm. Eng. doi: 10.1016/j.csite.2021.101583 – volume: 60 start-page: 106591 year: 2023 ident: ref_5 article-title: Review on performance enhancement of phase change material based heat sinks in conjugation with thermal conductivity enhancers for electronic cooling publication-title: J. Energy Storage doi: 10.1016/j.est.2022.106591 – ident: ref_3 doi: 10.3390/inventions2010005 – volume: 209 start-page: 124169 year: 2023 ident: ref_20 article-title: Thermal analysis and experimental verification on double-layer microchannel heat sinks with impact jet nested arrays publication-title: Int. J. Heat Mass Transf. doi: 10.1016/j.ijheatmasstransfer.2023.124169 – volume: 231 start-page: 107411 year: 2021 ident: ref_32 article-title: A multi-objective multiverse optimization algorithm for dynamic load dispatch problems publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2021.107411 – ident: ref_38 – volume: 34 start-page: 434 year: 2013 ident: ref_4 article-title: Advances in Electronics Cooling publication-title: Heat Transf. Eng. doi: 10.1080/01457632.2012.721316 – volume: 34 start-page: 52 year: 1997 ident: ref_2 article-title: Moore’s law: Past, present and future publication-title: IEEE Spectr. doi: 10.1109/6.591665 – volume: 51 start-page: 3724 year: 2008 ident: ref_12 article-title: Microchannel size effects on local flow boiling heat transfer to a dielectric fluid publication-title: Int. J. Heat Mass Transf. doi: 10.1016/j.ijheatmasstransfer.2008.03.013 – volume: 37 start-page: 101608 year: 2022 ident: ref_17 article-title: Microchannel heat sinks with nanofluids for cooling of electronic components: Performance enhancement, challenges, and limitations publication-title: Therm. Sci. Eng. Prog. doi: 10.1016/j.tsep.2022.101608 – volume: 280 start-page: 119081 year: 2023 ident: ref_19 article-title: An overview of heat transfer enhancement methods in microchannel heat sinks publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2023.119081
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SubjectTerms	Algorithms Artificial intelligence Aspect ratio Boron Boron nitride Cooling Design optimization Electronics Evolutionary algorithms Genetic algorithms Heat sinks Heat transfer Hydraulics Microchannels Multiple objective analysis Nanofluids Nanotubes Optimization Pumping Thermal design Thermal resistance
Title	Efficient Solutions for Electronic Chip Cooling: Multi-Objective Optimization Using Evolutionary Algorithms with Boron Nitride Nanotube-Based Nanofluid
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