Fast approach of Pareto-optimal solution recommendation to multi-objective optimal design of serpentine-channel heat sink
A multi-objective structural design of a serpentine channel heat sink is presented in this paper. In the structural modelling of the heat sink, channel width, fin width, channel height and inlet velocity are defined as the design variables, ‘total thermal resistance’ and the ‘pressure drop’ as the t...
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| Published in | Applied thermal engineering Vol. 70; no. 1; pp. 263 - 273 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Kidlington
Elsevier Ltd
05.09.2014
Elsevier |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1359-4311 |
| DOI | 10.1016/j.applthermaleng.2014.05.004 |
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| Abstract | A multi-objective structural design of a serpentine channel heat sink is presented in this paper. In the structural modelling of the heat sink, channel width, fin width, channel height and inlet velocity are defined as the design variables, ‘total thermal resistance’ and the ‘pressure drop’ as the two objectives, subject to constraints of fixed length and width of the heat sink. In this study, a multi-objective artificial swarm fish algorithm with a variable population size using a non-dominated sorting method (MOAFNS) has been developed to handle the optimisation, in which fast approach of Pareto-optimal solution recommendation using the Pareto risk index is proposed to handle the optimal trade-offs between the two conflicting thermal objectives. Then, the optimal solutions have been validated by performing related experiments. The Pareto-front indicates a trade-off between ‘total thermal resistance’ and ‘pressure drop’. Numerical results and experimental data have reached an agreement that reduction in both thermal resistance and pressure drop can be achieved via determination of channel configuration and inlet velocity using MOAFNS, which results in desired thermal performance of the heat sink.
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•The structural modelling of serpentine channel heat sink and experimental validation.•Multi-objective artificial fish swarm algorithm using non-dominated sorting method.•The approach of fast Pareto-optimal solution recommendation (FPR).•Pareto risk index (PRI).•Trend indices of mean average precision (mAP) and mean standard deviation (mSTD). |
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| AbstractList | A multi-objective structural design of a serpentine channel heat sink is presented in this paper. In the structural modelling of the heat sink, channel width, fin width, channel height and inlet velocity are defined as the design variables, ‘total thermal resistance’ and the ‘pressure drop’ as the two objectives, subject to constraints of fixed length and width of the heat sink. In this study, a multi-objective artificial swarm fish algorithm with a variable population size using a non-dominated sorting method (MOAFNS) has been developed to handle the optimisation, in which fast approach of Pareto-optimal solution recommendation using the Pareto risk index is proposed to handle the optimal trade-offs between the two conflicting thermal objectives. Then, the optimal solutions have been validated by performing related experiments. The Pareto-front indicates a trade-off between ‘total thermal resistance’ and ‘pressure drop’. Numerical results and experimental data have reached an agreement that reduction in both thermal resistance and pressure drop can be achieved via determination of channel configuration and inlet velocity using MOAFNS, which results in desired thermal performance of the heat sink.
[Display omitted]
•The structural modelling of serpentine channel heat sink and experimental validation.•Multi-objective artificial fish swarm algorithm using non-dominated sorting method.•The approach of fast Pareto-optimal solution recommendation (FPR).•Pareto risk index (PRI).•Trend indices of mean average precision (mAP) and mean standard deviation (mSTD). A multi-objective structural design of a serpentine channel heat sink is presented in this paper. In the structural modelling of the heat sink, channel width, fin width, channel height and inlet velocity are defined as the design variables, 'total thermal resistance' and the 'pressure drop' as the two objectives, subject to constraints of fixed length and width of the heat sink. In this study, a multi-objective artificial swarm fish algorithm with a variable population size using a non-dominated sorting method (MOAFNS) has been developed to handle the optimisation, in which fast approach of Pareto-optimal solution recommendation using the Pareto risk index is proposed to handle the optimal trade-offs between the two conflicting thermal objectives. Then, the optimal solutions have been validated by performing related experiments. The Pareto-front indicates a trade-off between 'total thermal resistance' and 'pressure drop'. Numerical results and experimental data have reached an agreement that reduction in both thermal resistance and pressure drop can be achieved via determination of channel configuration and inlet velocity using MOAFNS, which results in desired thermal performance of the heat sink. |
| Author | Chen, Yi Hao, Xiaohong Peng, Bei Xie, Gongnan |
| Author_xml | – sequence: 1 givenname: Yi surname: Chen fullname: Chen, Yi organization: School of Mechatronics Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China – sequence: 2 givenname: Bei surname: Peng fullname: Peng, Bei email: beipeng@uestc.edu.cn, leo.chen.yi@gmail.com, leo.chen@gcu.ac.uk organization: School of Mechatronics Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China – sequence: 3 givenname: Xiaohong surname: Hao fullname: Hao, Xiaohong organization: School of Mechatronics Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China – sequence: 4 givenname: Gongnan surname: Xie fullname: Xie, Gongnan organization: School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an 710072, China |
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| Keywords | Pareto risk index Multi-objective swarm fish algorithm Mean standard deviation Mean average precision Fast Pareto-optimal solution recommendation Serpentine channel heat sink Risk Algorithm Indicator Standards Recommendation Optimal design Heat sink |
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| SubjectTerms | Applied sciences Channels Energy Energy. Thermal use of fuels Exact sciences and technology Fast Pareto-optimal solution recommendation Handles Heat sinks Heat transfer Mathematical models Mean average precision Mean standard deviation Multi-objective swarm fish algorithm Optimization Pareto risk index Pressure drop Serpentine channel heat sink Theoretical studies. Data and constants. Metering Thermal resistance |
| Title | Fast approach of Pareto-optimal solution recommendation to multi-objective optimal design of serpentine-channel heat sink |
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