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Adaptive Power Pinch Analysis for Energy management of Hybrid Energy Storage Systems

机译:混合动力储能系统能量管理的自适应功率捏分析

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This work proposes a hierarchical control based power management strategy exploiting an adaptive Power Pinch analysis algorithm. The power pinch analysis is aided via the insight-based graphical power grand composite curve (PGCC) of the hybrid energy storage system's (HESS) model. This results in the identification of an optimal power management strategy (PMS), effected at the beginning of a control horizon on the HESS. However, a recent study showed that weather and load uncertainty distorts the desired shaped PGCC and consequently leads to the violation of the energy storage's state of charge operating set points. In this work in order to negate the effect of uncertainty, the current output state is utilized as a feedback control. The PGCC is shaped within a receding horizon model predictive control framework. The PGCC re-computation ensues only if the error variance, due to uncertainty, between the real and the estimated battery's state of charge (SOAccBAT) is greater than 5%. The proposed method is evaluated against the standard or Day-Ahead pinch analysis open loop strategy and shows a reduction in over discharging and overcharging of the battery and fossil fuel emission impact by 15%, 44.97%, and 8.8% respectively.
机译:这项工作提出了一种利用自适应Power Pinch分析算法的基于分层控制的电源管理策略。混合动力储能系统(HESS)模型的基于洞察力的图形化功率综合曲线(PGCC)有助于进行功率夹点分析。这导致确定最佳功率管理策略(PMS),该策略在HESS的控制范围开始时生效。但是,最近的一项研究表明,天气和负荷的不确定性会扭曲所需形状的PGCC,从而导致违反储能装置的充电状态操作设定点。在这项工作中,为了消除不确定性的影响,当前的输出状态被用作反馈控制。 PGCC是在后退的水平模型预测控制框架内形成的。仅当由于不确定性导致实际电池电量与估算电池电量状态(SOAccBAT)之间的误差方差大于5%时,才会进行PGCC重新计算。所提出的方法是根据标准或提前收缩分析开环策略进行评估的,显示电池的过度放电和过度充电以及化石燃料排放影响分别降低了15%,44.97%和8.8%。

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