Economic and ecological optimization of electric bus charging considering variable electricity prices and CO2eq intensities

In many cities, diesel buses are being replaced by electric buses with the aim of reducing local emissions and thus improving air quality. The protection of the environment and the health of the population is the highest priority of our society. For the transport companies that operate these buses, not only ecological issues but also economic issues are of great importance. Due to the high purchase costs of electric buses compared to conventional buses, operators are forced to use electric vehicles in a targeted manner in order to ensure amortization over the service life of the vehicles. A compromise between ecology and economy must be found in order to both protect the environment and ensure economical operation of the buses.In this study, we present a new methodology for optimizing the vehicles’ charging time as a function of the parameters CO_2eq emissions and electricity costs. Based on recorded driving profiles in daily bus operation, the energy demands of conventional and electric buses are calculated for the passenger transportation in the city of Aachen in 2017. Different charging scenarios are defined to analyze the influence of the temporal variability of CO_2eq intensity and electricity price on the environmental impact and economy of the bus. For every individual day of a year, charging periods with the lowest and highest costs and emissions are identified and recommendations for daily bus operation are made. To enable both the ecological and economical operation of the bus, the parameters of electricity price and CO₂ are weighted differently, and several charging periods are proposed, taking into account the priorities previously set. A sensitivity analysis is carried out to evaluate the influence of selected parameters and to derive recommendations for improving the ecological and economic balance of the battery-powered electric vehicle.In all scenarios, the optimization of the charging period results in energy cost savings of a maximum of 13.6% compared to charging at a fixed electricity price. The savings potential of CO_2eq emissions is similar, at 14.9%. From an economic point of view, charging between 2 a.m. and 4 a.m. results in the lowest energy costs on average. The CO_2eq intensity is also low in this period, but midday charging leads to the largest savings in CO_2eq emissions. From a life cycle perspective, the electric bus is not economically competitive with the conventional bus. However, from an ecological point of view, the electric bus saves on average 37.5% CO_2eq emissions over its service life compared to the diesel bus. The reduction potential is maximized if the electric vehicle exclusively consumes electricity from solar and wind power.     

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通过分析摆式电动车组受电弓主动倾摆控制系统的结构和工作原理,建立其状态方程和非完全失效故障情况下作动器模型.考虑到倾摆控制系统参数和作动器故障的不确定性,采用基于参考模型的自适应容错控制策略,通过将故障作动器损失的驱动力平均分配给其他无故障的作动器,实现作动器驱动力的重组.以某摆式电动车组的受电弓主动倾摆控制系统作动器发生故障为例,对电动车组以120km·h-1速度通过半径为800m的圆曲线线路时的容错控制进行仿真研究.结果表明;倾摆控制系统能够跟踪给定的参数输出并使状态跟踪误差迅速收敛为0,基于自适应容错控制技术设计的自适应故障补偿控制器能够有效实现部分作动器故障后作动器驱动力的重组,表明给出的自适应容错控制方法完全适用于摆式电动车组受电弓主动倾摆控制系统的不确定性运行环境.     

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