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An IoT- Based Decision Support Tool for Improving the Performance of Smart Grids Connected With Distributed Energy Sources and Electric Vehicles

机译:基于IOT的决策支持工具,用于提高与分布式能源和电动车辆连接的智能电网性能

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摘要

The growing penetration of distributed energy sources (DES), such as photovoltaic (PV) solar power, battery energy systems and electric vehicles (EVs) into low voltage distribution networks is creating serious challenges for distribution network operators. Uncertain nature of these DES and EV charging is a key factor to cause unbalance, which degrade network performance in terms of energy loss, voltage unbalance, and voltage profile of the distribution network, etc. Some methods were proposed to mitigate such negative impact of these uncertain DES and EV charging from both centralized and decentralized approaches by controlling charging or discharging power of EVs. However, these methods involve all active EVs to participate in coordination and this causes significant inconvenience to EV owners along with requirements of complex communication infrastructure and huge data processing overhead. This article proposes an Internet of Things -based centralized control strategy to coordinate EV and DES distribution by using the differential evolution (DE) optimization algorithm. The obtained results show that the proposed control strategy can improve network performance (voltage imbalance, neutral current, energy loss, and node voltage) significantly. In addition, the control strategy is less demanding on communication infrastructure and convenient for EV owners as well as having a lighter data processing overhead.
机译:分布式能源(DES)的延长渗透,例如光伏(PV)太阳能,电池能量系统和电动车辆(EVS)转化为低电压配送网络,为分销网络运营商创造了严重挑战。这些DES和EV充电的不确定性质是导致不平衡的关键因素,这在分配网络的能量损失,电压不平衡和电压分布方面降低了网络性能等。提出了一些方法以减轻这些负面影响通过控制EVS的充电或放电功率,从集中式和分散方法的不确定DES和EV充电。然而,这些方法涉及所有活跃的EV,以协调协调,这会对EV业主带来显着的不便,以及复杂的通信基础设施和巨大数据处理开销的要求。本文提出了基于集中控制策略的物联网来协调EV和DES分布,使用差分演进(DE)优化算法。所获得的结果表明,该控制策略可以显着提高网络性能(电压不平衡,中性电流,能量损耗和节点电压)。此外,控制策略对通信基础设施的要求较低,方便的EV业主以及具有更轻的数据处理开销。

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