An Intelligent Fuzzy Rule-Based Load Monitoring for Improving Energy Utilization of Energy Storage Systems

Khuthadzo Kgopana, O. Popoola
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Abstract

An ongoing study developed a computational approach for improving the utilization of hybrid energy system designed for low-income houses. The approach is based on the energy consumption pattern of the household, where energy sources are interchanging to meet certain loads at different time-of-use periods - energy utilization. The combination of a battery and flywheel energy storages is considered in this study, and flywheel energy storage is prioritized to supply high power peaks while the battery is expected to supply low wattage rated appliances. However, the effect of load fluctuations and transient stability can affect the operation of a proposed energy control system if certain technical operation measures are not considered. To overcome these challenges, there is a need to monitor the level of power during load inactivity to improve the precision of the load monitoring technique and apply same for enhancing energy utilization of the hybridized energy storage systems. In this paper, an intelligent Sugeno fuzzy controller is applied to monitor the level of load power at different time intervals and controls the energy flows between the battery and the flywheel energy storages. Furthermore, the flywheel improves the battery state of health by 33.9%.
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基于模糊规则的智能负荷监测提高储能系统能量利用率
一项正在进行的研究开发了一种计算方法来提高为低收入住房设计的混合能源系统的利用率。这种方法是根据家庭的能源消费模式,在不同的使用时间- -能源利用- -交换能源以满足某些负荷。本研究考虑了电池与飞轮储能的组合,并优先考虑飞轮储能供电高功率峰值,而电池供电低额定瓦数电器。然而,如果不考虑一定的技术运行措施,负荷波动和暂态稳定的影响会影响所提出的能量控制系统的运行。为了克服这些挑战,需要在负荷不活动期间监测电力水平,以提高负荷监测技术的精度,并将其应用于提高混合储能系统的能量利用率。本文采用智能Sugeno模糊控制器监测不同时间间隔的负载功率水平,控制电池与飞轮储能系统之间的能量流动。此外,飞轮提高了33.9%的电池健康状态。
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