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- W2771940910 abstract "This paper aims at downsizing the necessary capacity of battery used in a system including photovoltaic (PV) source and hydrogen system which composes of fuel cell (FC) and water electrolyzer (EL) to supply to the load. The size of battery mainly depends on the power management strategy (PMS). A PMS based on the prediction of the difference between the intermittent PV power and the load using trend — AR model and Kalman filter (KF) was proposed. FC and EL, which have slow dynamic responses, will generate or consume this trend — prediction power while battery, with its fast transient characteristics, will cover the fluctuation error between prediction and actual power. Simulation results show that the proposed PMS can decrease the required battery capacity in comparison with no — prediction PMS. However, when the fluctuation distribution is asymmetric or when the efficiency of charging/discharging process of battery is taken into account, the evolution of the energy in battery may increase or decrease continuously, consequently requiring higher capacity or stopping the operation of battery when it is fully charged or deeply discharged. Therefore, the PMS was improved by combination of KF with the control of the state of charge (SOC) of battery to adjust the battery power in such a way that the power alternates between charge and discharge meanwhile the allowed maximum power changing rates of FC and EL are secured. By adjusting the symmetry of battery power distribution, the required capacity of battery could be smaller. Simulation results indicates that the proposed improved PMS could be applied to the systems for estimating the battery capacity and it shows better effectiveness in decreasing the required capacity of battery than the trend — prediction PMS." @default.
- W2771940910 created "2017-12-22" @default.
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- W2771940910 date "2016-09-01" @default.
- W2771940910 modified "2023-09-26" @default.
- W2771940910 title "Downsizing the battery capacity requirement of photovoltaic/hydrogen systems by adjusting the asymmetric time series using improved prediction — Based power management strategy" @default.
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- W2771940910 doi "https://doi.org/10.1109/upec.2016.8114118" @default.
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