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Multi-objective and multi-parameter optimization of two-stage thermoelectric generator in electrically series and parallel configurations through NSGA-II

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  • Arora, Ranjana
  • Kaushik, S.C.
  • Arora, Rajesh

Abstract

Appropriate consideration of input parameters of a thermoelectric generator (TEG) is essential to design devices with superior performance criteria such as high thermal efficiency and power output. In this view, multi-objective evolutionary algorithm namely non-dominated sorting genetic algorithm-II (NSGA-II) is applied to two-stage exoreversible TEG in electrically series and electrically parallel configurations in matrix laboratory (MATLAB) simulink environment. Simultaneous optimization of proposed system for maximizing power output (P), thermal efficiency (η) and ecological function (E) is done with considering working electric current(I), number of thermoelectric elements in top ‘n’ and bottom stage ‘m’, temperature of hot side Th and cold side Tc as design variables. The present work explores various optimal values of performance parameters/design variables from Pareto frontier of triple and dual objective functions and by using three decision making techniques viz. fuzzy, Shannon and TOPSIS, best solution is selected. With the current study, it has been demonstrated that multi-objective optimization gives much lower difference between ideal and obtained solution, termed as deviation index, as compared to the dual/single objective optimization. The optimal design of TEG achieved by multi-objective optimization formulates an appropriate balance between power, efficiency and ecological function, in order that all the three are improved concurrently.

Suggested Citation

  • Arora, Ranjana & Kaushik, S.C. & Arora, Rajesh, 2015. "Multi-objective and multi-parameter optimization of two-stage thermoelectric generator in electrically series and parallel configurations through NSGA-II," Energy, Elsevier, vol. 91(C), pages 242-254.
    • Handle: RePEc:eee:energy:v:91:y:2015:i:c:p:242-254
    DOI: 10.1016/j.energy.2015.08.044
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    References listed on IDEAS

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    1. Chen, Lingen & Li, Jun & Sun, Fengrui & Wu, Chih, 2005. "Performance optimization of a two-stage semiconductor thermoelectric-generator," Applied Energy, Elsevier, vol. 82(4), pages 300-312, December.
    2. Chen, Jincan & Yan, Zijun & Wu, Liqing, 1997. "Nonequilibrium thermodynamic analysis of a thermoelectric device," Energy, Elsevier, vol. 22(10), pages 979-985.
    3. Wang, Chien-Chang & Hung, Chen-I & Chen, Wei-Hsin, 2012. "Design of heat sink for improving the performance of thermoelectric generator using two-stage optimization," Energy, Elsevier, vol. 39(1), pages 236-245.
    4. Sun, Xiuxiu & Liang, Xingyu & Shu, Gequn & Tian, Hua & Wei, Haiqiao & Wang, Xiangxiang, 2014. "Comparison of the two-stage and traditional single-stage thermoelectric generator in recovering the waste heat of the high temperature exhaust gas of internal combustion engine," Energy, Elsevier, vol. 77(C), pages 489-498.
    5. Meng, Jing-Hui & Zhang, Xin-Xin & Wang, Xiao-Dong, 2014. "Multi-objective and multi-parameter optimization of a thermoelectric generator module," Energy, Elsevier, vol. 71(C), pages 367-376.
    6. Liang, Xingyu & Sun, Xiuxiu & Tian, Hua & Shu, Gequn & Wang, Yuesen & Wang, Xu, 2014. "Comparison and parameter optimization of a two-stage thermoelectric generator using high temperature exhaust of internal combustion engine," Applied Energy, Elsevier, vol. 130(C), pages 190-199.
    7. Ibrahim, Amin & Rahnamayan, Shahryar & Vargas Martin, Miguel & Yilbas, Bekir, 2014. "Multi-objective thermal analysis of a thermoelectric device: Influence of geometric features on device characteristics," Energy, Elsevier, vol. 77(C), pages 305-317.
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