TY - JOUR
T1 - Non-linear identification of a Peltier cell model using evolutionary multi-objective optimization
AU - Huilcapi, Victor
AU - Herrero, Juan Manuel
AU - Blasco, Xavier
AU - Martínez-Iranzo, Miguel
PY - 2017/7/1
Y1 - 2017/7/1
N2 - © 2017 In this paper a technique for identifying a first principles model of a Peltier cell using Multi-Objective Evolutionary optimization and experimental data is proposed. The methodology of multi-objective optimization applied together with the method of representation of the Pareto front called level diagram enables the analysis of the set of models obtained for the temperatures of a Peltier cell in different scenarios. Level diagrams facilitate the selection of a compromise model to characterize the thermoelectric module successfully. The main advantage of the multi-objective design methodology is to easily understand the trade-off among several Pareto optimal solutions. The designer can select the final solution according to his/her preferences without missing the knowledge available from the set of optimal solutions.
AB - © 2017 In this paper a technique for identifying a first principles model of a Peltier cell using Multi-Objective Evolutionary optimization and experimental data is proposed. The methodology of multi-objective optimization applied together with the method of representation of the Pareto front called level diagram enables the analysis of the set of models obtained for the temperatures of a Peltier cell in different scenarios. Level diagrams facilitate the selection of a compromise model to characterize the thermoelectric module successfully. The main advantage of the multi-objective design methodology is to easily understand the trade-off among several Pareto optimal solutions. The designer can select the final solution according to his/her preferences without missing the knowledge available from the set of optimal solutions.
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U2 - 10.1016/j.ifacol.2017.08.372
DO - 10.1016/j.ifacol.2017.08.372
M3 - Article
SN - 2405-8963
SP - 4448
EP - 4453
JO - IFAC-PapersOnLine
JF - IFAC-PapersOnLine
ER -