Methodology to apply dynamic programming to the energy-efficient driving technique of lithium-ion battery trains
Methodology to apply dynamic programming to the energy-efficient driving technique of lithium-ion battery trains
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DOI:
10.1109/esars-itec.2016.7841337
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发表时间:
2016-11
期刊:
影响因子:
--
通讯作者:
Y. Noda;M. Miyatake
中科院分区:
文献类型:
--
作者:
Y. Noda;M. Miyatake
This paper focuses on the methodology to apply the Dynamic Programming (DP) to the optimal operation control of trains with onboard Lithium-ion batteries in order to accumulate knowledge of energy-efficient driving technique. In this methodology, the energy-efficient driving control is formulated as an optimal control problem with two-point boundary conditions. We propose the model to consider the influence of the voltage variation of the batteries which depends on their State Of Charge (SOC) on the tractive effort of the train. The simulation results show that this methodology can minimize the energy consumption by deriving the optimal train speed profile taking the track condition such as speed limitations as well as the influence of the battery SOC. It is also found that the DP-based optimization could search against the error of the SOC.