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Optimal energy management of a hybrid electric bus with a battery-supercapacitor storage system using genetic algorithm

Authors :
Camblong, Haritza
Salameh, Khouloud
Chbeir, Richard
Herrera, Victor Isaac
Saez-de-Ibarra, Andoni
Milo, Aitor
Gaztanaga, Haizea
Universidad del Pais Vasco / Euskal Herriko Unibertsitatea [Espagne] (UPV/EHU)
ESTIA Recherche
Ecole Supérieure des Technologies Industrielles Avancées (ESTIA)
Laboratoire Informatique de l'Université de Pau et des Pays de l'Adour (LIUPPA)
Université de Pau et des Pays de l'Adour (UPPA)
Laboratoire de Génie Electrique de Grenoble (G2ELab)
Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP )-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes [2016-2019] (UGA [2016-2019])
Source :
2015 International Conference on Electrical Systems for Aircraft, Railway, Ship Propulsion and Road Vehicles (ESARS), 2015 International Conference on Electrical Systems for Aircraft, Railway, Ship Propulsion and Road Vehicles (ESARS), Mar 2015, Aachen, France. ⟨10.1109/ESARS.2015.7101452⟩
Publication Year :
2015
Publisher :
IEEE, 2015.

Abstract

This paper is focused on a series hybrid electric bus (SHEB). A rule-based energy management strategy is proposed by controlling the state of charge (SOC) of the battery (BT) and a variable output control for the auxiliary power unit (APU). Furthermore, a power splitter control is developed to split the power among BT and supercapacitor (SC). The optimization to obtain the values for the control levels is carried out with multi-objective genetic algorithm (GA). The aim of the optimization is to minimize the daily operating cost of the bus. The objective functions are the costs related to fuel and energy (BT and SC degradation by cycling cost, recharge from the grid cost) consumption. The results are given in a Pareto front with a set of optimal solutions, the optimal one will depend of an analysis on which objective has priority to be minimized and what are the consequences of this decision on the other one.

Details

Database :
OpenAIRE
Journal :
2015 International Conference on Electrical Systems for Aircraft, Railway, Ship Propulsion and Road Vehicles (ESARS)
Accession number :
edsair.doi.dedup.....9b04f7edb8a14562c453ff94ab3a9b43
Full Text :
https://doi.org/10.1109/esars.2015.7101452