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首页> 外文期刊>IEEE Transactions on Industrial Electronics >Distributed Intelligent Energy Management System for a Single-Phase High-Frequency AC Microgrid
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Distributed Intelligent Energy Management System for a Single-Phase High-Frequency AC Microgrid

机译:单相高频交流微电网分布式智能能源管理系统

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In this paper, a single-phase high-frequency AC (HFAC) microgrid is shown as a novel solution towards integrating renewable energy sources in a distributed generation system. Better utilization of the Microgrid is achieved by solving power flow and power quality issues using p-q theory-based active filtering called universal active power line conditioner and unified power quality conditioner, respectively. A distributed intelligent energy management system (DIEMS) is implemented to optimize operating costs. As the optimization greatly depends on the power generation and the power output from renewable sources strongly depends on the weather, the forecast of power generation is required for DIEMS. A Fuzzy ARTMAP neural network is used to predict hourly day-type outputs based on which generation can be forecasted. Depending on the forecast, an optimization scheme is developed utilizing linear programming along with heuristics. The results obtained show the successful implementation of HFAC Microgrid with adequate power flow and power quality control, as well as the optimization of operation cost by the DIEMS with Fuzzy ARTMAP-based day-type forecasting. The improvement in the battery life is also achieved due to optimization of storage charge states using the proposed DIEMS
机译:在本文中,单相高频交流(HFAC)微电网被显示为一种将可再生能源集成到分布式发电系统中的新颖解决方案。通过分别使用称为通用有源电力线路调节器和统一电源质量调节器的基于p-q理论的有源滤波来解决潮流和电能质量问题,可以更好地利用微电网。实施分布式智能能源管理系统(DIEMS)以优化运营成本。由于优化在很大程度上取决于发电量,而可再生能源的输出功率在很大程度上取决于天气,因此DIEMS需要对发电量进行预测。模糊ARTMAP神经网络用于预测可以预测发电量的小时日类型输出。根据预测,使用线性规划和启发式方法来开发优化方案。获得的结果表明,HFAC微电网成功实现了具有足够的潮流和电能质量控制,并且通过基于模糊ARTMAP的日类型预测的DIEMS优化了运营成本。通过使用建议的DIEMS优化存储电荷状态,还可以提高电池寿命

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