Title :
Multi-objective optimization of thermo-electric heat pump using genetic algorithm and fuzzy Bellman-Zadeh decision making
Author :
Hans, Ranjana ; Kaushik, S.C. ; Manikandan, S.
Author_Institution :
Renewable Energy Dept., Amity Univ., Gurgaon, India
Abstract :
An exo-reversible two-stage thermoelectric heat pump is thermodynamically optimized in consideration of finite time thermodynamics and multi-objective optimization using non-dominated sorted genetic algorithm (NSGA) approaches. The two stages of thermoelectric heat pump are assumed to be in electrically series configuration and only internal irreversibilities for the above mentioned system has been taken into consideration. Heating capacity (Qh) and Coefficient of Performance (COP) of the system are taken as dual objective functions, which are derived by FTT approach. These two objectives are maximized concurrently using NSGA. Authors have considered five decision variables as working electric current (I), number of thermoelectric element pairs at the top and bottom stage as n and m, heat source temperature (Th) and heat sink temperature (Tc) for multi-objective optimization of thermoelectric heat pump. MATLAB environment is used to obtain the Pareto Optimal frontier between COP and heating capacity and their best optimal values are selected by Bellman-Zadeh decision making technique. A comparative analysis of single objective and dual objective optimization of aforementioned objectives has been carried out along with along with the effect of various performance parameters on dual objective analysis are discussed and presented graphically.
Keywords :
Pareto optimisation; genetic algorithms; heat pumps; heat sinks; COP; FTT approach; NSGA approach; Pareto optimal frontier; coefficient of performance; exoreversible two-stage thermoelectric heat pump; finite time thermodynamics; fuzzy Bellman-Zadeh decision making; heat sink temperature; heat source temperature; heating capacity; multiobjective optimization; nondominated sorted genetic algorithm; Decision making; Heat pumps; Heat sinks; Heat transfer; Optimization; Resistance heating; Finite time thermodynamics; Multi-objective optimization; Non equilibrium thermodynamics; Non-dominated sorted genetic algorithm; Two stage semiconductor thermoelectric heat pump;
Conference_Titel :
Computer Engineering and Applications (ICACEA), 2015 International Conference on Advances in
Conference_Location :
Ghaziabad
DOI :
10.1109/ICACEA.2015.7164753