TY - JOUR
T1 - Rule-based energy management for dual-source electric buses extracted by wavelet transform
AU - Yan, Mei
AU - Li, Menglin
AU - He, Hongwen
AU - Peng, Jiankun
AU - Sun, Chao
N1 - Publisher Copyright:
© 2018 Elsevier Ltd
PY - 2018/7/10
Y1 - 2018/7/10
N2 - This paper aims at studying the energy management of the dual-source electric bus. Based on the characteristics of the power demand and the energy storage system of the dual-source electric bus, a rule-based control strategy based on wavelet transform is proposed to allocate the energy flow among the energy units to obtain efficient energy transfer. The high and low frequency component power demand are decomposed and reconstructed by wavelet transform theory. The high frequency component power is assigned to the super capacitor, and the low frequency one is assigned to the battery pack or power grid, which can obviously reduce the damage, caused by the power rapid change and surge load, to the battery pack and power grid. The effectiveness of the proposed method is evaluated by the benchmark solved by dynamic programming under both a real driving cycle and the standard China bus driving cycle. Simulation experiments are carried out and the results show that the average power consumption is 0.9335 kWh/km, which has only a difference of 8.25% compared with the benchmark under a real driving cycle. In addition, a 9.02% difference is realized under the standard China bus driving cycle. Finally, the hardware-in-loop experiment is performed and the results show that the proposed strategy is reasonable.
AB - This paper aims at studying the energy management of the dual-source electric bus. Based on the characteristics of the power demand and the energy storage system of the dual-source electric bus, a rule-based control strategy based on wavelet transform is proposed to allocate the energy flow among the energy units to obtain efficient energy transfer. The high and low frequency component power demand are decomposed and reconstructed by wavelet transform theory. The high frequency component power is assigned to the super capacitor, and the low frequency one is assigned to the battery pack or power grid, which can obviously reduce the damage, caused by the power rapid change and surge load, to the battery pack and power grid. The effectiveness of the proposed method is evaluated by the benchmark solved by dynamic programming under both a real driving cycle and the standard China bus driving cycle. Simulation experiments are carried out and the results show that the average power consumption is 0.9335 kWh/km, which has only a difference of 8.25% compared with the benchmark under a real driving cycle. In addition, a 9.02% difference is realized under the standard China bus driving cycle. Finally, the hardware-in-loop experiment is performed and the results show that the proposed strategy is reasonable.
KW - Dual-source electric bus
KW - Energy management
KW - Wavelet transform
UR - http://www.scopus.com/inward/record.url?scp=85047481176&partnerID=8YFLogxK
U2 - 10.1016/j.jclepro.2018.04.054
DO - 10.1016/j.jclepro.2018.04.054
M3 - Article
AN - SCOPUS:85047481176
SN - 0959-6526
VL - 189
SP - 116
EP - 127
JO - Journal of Cleaner Production
JF - Journal of Cleaner Production
ER -