TY - JOUR
T1 - Optimal Energy Management and Sizing of a Battery-Supercapacitor-Based Light Rail Vehicle with a Multiobjective Approach
AU - Herrera, Victor Isaac
AU - Gaztañaga, Haizea
AU - Milo, Aitor
AU - Saez-De-Ibarra, Andoni
AU - Etxeberria-Otadui, Ion
AU - Nieva, Txomin
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/7/1
Y1 - 2016/7/1
N2 - In this paper, an optimal energy management strategy (EMS) for a light rail vehicle with an onboard energy storage system (ESS) combining batteries (BT) and supercapacitors (SC) is presented. The optimal operating targets for the proposed EMS and ESS sizing (BT+SC) are obtained by multiobjective (MO) optimization with genetic algorithms. The MO fitness function is expressed in economic terms and includes the cost of the energy absorbed from the catenary, as well as the operating cost of the BT and SC pack (initial investment and cycling cost). The case study selected is the tramway of Seville. The aim is to minimize the daily operating cost of the tramway, taking into account the fulfillment of the tramway performance in the catenary-less zone and the BT-SC degradation by cycling during operation. Furthermore, a sizing analysis is done by comparing the current scenario (SC-based) with the proposed approach (optimal EMS and sizing) in terms of daily operating cost reduction.
AB - In this paper, an optimal energy management strategy (EMS) for a light rail vehicle with an onboard energy storage system (ESS) combining batteries (BT) and supercapacitors (SC) is presented. The optimal operating targets for the proposed EMS and ESS sizing (BT+SC) are obtained by multiobjective (MO) optimization with genetic algorithms. The MO fitness function is expressed in economic terms and includes the cost of the energy absorbed from the catenary, as well as the operating cost of the BT and SC pack (initial investment and cycling cost). The case study selected is the tramway of Seville. The aim is to minimize the daily operating cost of the tramway, taking into account the fulfillment of the tramway performance in the catenary-less zone and the BT-SC degradation by cycling during operation. Furthermore, a sizing analysis is done by comparing the current scenario (SC-based) with the proposed approach (optimal EMS and sizing) in terms of daily operating cost reduction.
KW - Battery
KW - energy management strategy (EMS)
KW - genetic algorithm (GA)
KW - hybrid energy storage system (ESS)
KW - sizing
KW - supercapacitor (SC)
KW - tramway
UR - http://www.scopus.com/inward/record.url?scp=84978870754&partnerID=8YFLogxK
U2 - 10.1109/TIA.2016.2555790
DO - 10.1109/TIA.2016.2555790
M3 - Artículo
AN - SCOPUS:84978870754
SN - 0093-9994
VL - 52
SP - 3367
EP - 3377
JO - IEEE Transactions on Industry Applications
JF - IEEE Transactions on Industry Applications
IS - 4
M1 - 7456295
ER -