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Real-Time Optimal Energy Management Controller for Electric Vehicle Integration in Workplace Microgrid

机译:用于工作场所微电网中电动汽车集成的实时最佳能源管理控制器

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Electric vehicles (EVs) that are connected to the charging station of a parking lot in a workplace can be considered as potential power sources. These EVs can be operated in both grid-to-vehicle (G2V) and vehicle-to-grid (V2G) modes of power transfer. However, an intelligent energy management (EM) controller is required for providing optimal schedule for V2G and G2V modes of operation. This paper proposes a real-time optimal EM controller for EV to grid integration for workplace microgrid system. In this proposed EM scheme, charging and discharging of EV battery are scheduled by forecasting the EV travel pattern using random forest methodology. In addition, the EM scheme is designed as optimization problem that utilizes this predicted EV travel data to minimize the cost energy consumption at the workplace. The EM scheme is developed by considering economic benefits to both the EV owner and the workplace. The EM controller is developed using Java Agent Development framework, and it is tested with real-world data in real-time simulation testbed. The real-time testbed is developed by interfacing two Typhoon hardware-in-loop units emulating two EV batteries, and real-time digital simulator emulating the grid-side power network.
机译:连接到工作场所中停车场充电站的电动汽车(EV)可被视为潜在的电源。这些电动汽车可以在电网到车辆(G2V)和车辆到电网(V2G)的两种模式下运行。但是,需要智能能源管理(EM)控制器来为V2G和G2V操作模式提供最佳计划。本文针对工作场所微电网系统,提出了一种用于电动汽车到电网集成的实时最优EM控制器。在该提议的EM方案中,通过使用随机森林方法预测EV行驶模式来调度EV电池的充电和放电。此外,EM方案被设计为优化问题,它利用此预测的EV行驶数据将工作场所的成本能耗降至最低。 EM计划是通过考虑对EV所有者和工作场所的经济利益而制定的。 EM控制器是使用Java Agent Development框架开发的,并在实时仿真测试台中使用真实数据进行了测试。通过连接两个模拟两个EV电池的Typhoon硬件在环单元和模拟电网侧电网的实时数字模拟器,开发了实时测试台。

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