Multi-objective optimization of two-stage thermo-electric cooler using differential evolution: MO optimization of TEC using DE
In this chapter, the technical issues of two-stage TEC were discussed. After that, a new method of optimizing the dimension of TECs using differential evolution to maximize the cooling rate and coefficient of performance was proposed. A input current to hot side and cold side of and the number ratio...
| Main Authors: | Khanh, D.V.K., Vasant, P.M., Elamvazuthi, I., Dieu, V.N. |
|---|---|
| Format: | Book |
| Institution: | Universiti Teknologi Petronas |
| Record Id / ISBN-0: | utp-eprints.31537 / |
| Published: |
IGI Global
2015
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| Online Access: |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84958102760&doi=10.4018%2f978-1-4666-8823-0.ch004&partnerID=40&md5=8c63fa8761cf55001301e2678c9f6558 http://eprints.utp.edu.my/31537/ |
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utp-eprints.315372022-03-26T03:21:45Z Multi-objective optimization of two-stage thermo-electric cooler using differential evolution: MO optimization of TEC using DE Khanh, D.V.K. Vasant, P.M. Elamvazuthi, I. Dieu, V.N. In this chapter, the technical issues of two-stage TEC were discussed. After that, a new method of optimizing the dimension of TECs using differential evolution to maximize the cooling rate and coefficient of performance was proposed. A input current to hot side and cold side of and the number ratio between the hot stage and cold stage are searched the optima solutions. Thermal resistance is taken into consideration. The results of optimization obtained by using differential evolution were validated by comparing with those obtained by using genetic algorithm and show better performance in terms of stability, computational efficiency, robustness. This work revealed that differential evolution more stable than genetic algorithm and the Pareto front obtained from multi-objective optimization balances the important role between cooling rate and coefficient of performance. © 2016 by IGI Global. All rights reserved. IGI Global 2015 Book NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-84958102760&doi=10.4018%2f978-1-4666-8823-0.ch004&partnerID=40&md5=8c63fa8761cf55001301e2678c9f6558 Khanh, D.V.K. and Vasant, P.M. and Elamvazuthi, I. and Dieu, V.N. (2015) Multi-objective optimization of two-stage thermo-electric cooler using differential evolution: MO optimization of TEC using DE. IGI Global, pp. 139-169. http://eprints.utp.edu.my/31537/ |
| institution |
Universiti Teknologi Petronas |
| collection |
UTP Institutional Repository |
| description |
In this chapter, the technical issues of two-stage TEC were discussed. After that, a new method of optimizing the dimension of TECs using differential evolution to maximize the cooling rate and coefficient of performance was proposed. A input current to hot side and cold side of and the number ratio between the hot stage and cold stage are searched the optima solutions. Thermal resistance is taken into consideration. The results of optimization obtained by using differential evolution were validated by comparing with those obtained by using genetic algorithm and show better performance in terms of stability, computational efficiency, robustness. This work revealed that differential evolution more stable than genetic algorithm and the Pareto front obtained from multi-objective optimization balances the important role between cooling rate and coefficient of performance. © 2016 by IGI Global. All rights reserved. |
| format |
Book |
| author |
Khanh, D.V.K. Vasant, P.M. Elamvazuthi, I. Dieu, V.N. |
| spellingShingle |
Khanh, D.V.K. Vasant, P.M. Elamvazuthi, I. Dieu, V.N. Multi-objective optimization of two-stage thermo-electric cooler using differential evolution: MO optimization of TEC using DE |
| author_sort |
Khanh, D.V.K. |
| title |
Multi-objective optimization of two-stage thermo-electric cooler using differential evolution: MO optimization of TEC using DE |
| title_short |
Multi-objective optimization of two-stage thermo-electric cooler using differential evolution: MO optimization of TEC using DE |
| title_full |
Multi-objective optimization of two-stage thermo-electric cooler using differential evolution: MO optimization of TEC using DE |
| title_fullStr |
Multi-objective optimization of two-stage thermo-electric cooler using differential evolution: MO optimization of TEC using DE |
| title_full_unstemmed |
Multi-objective optimization of two-stage thermo-electric cooler using differential evolution: MO optimization of TEC using DE |
| title_sort |
multi-objective optimization of two-stage thermo-electric cooler using differential evolution: mo optimization of tec using de |
| publisher |
IGI Global |
| publishDate |
2015 |
| url |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84958102760&doi=10.4018%2f978-1-4666-8823-0.ch004&partnerID=40&md5=8c63fa8761cf55001301e2678c9f6558 http://eprints.utp.edu.my/31537/ |
| _version_ |
1741197591600693248 |
| score |
11.62408 |