Combined fuzzy-logic and genetic algorithm technique for the scheduling of remote area power system

L. Fung
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引用次数: 3

Abstract

Remote area power supply (RAPS) systems are commonly used at isolated locations where the mains grid connection is unavailable. Majority of the RAPS systems consist of either single or multiple diesel generators. Efficiencies of such systems however are low due to the variations in the load demands. To improve the system efficiency, hybrid energy systems consist of diesel generator, solar generator, storage battery bank and inverter have been developed. Optimal operation of such systems however depends on the scheduling of the battery charge/discharge cycle and load settings of the diesel generator. This paper proposes a new approach based on fuzzy logic (FL) and genetic algorithm (GA) techniques for the scheduling of the battery and the diesel generator of a RAPS system. Two methods have been developed. One was based on a pure genetic algorithm (PGA) approach, and the other was based on a combined fuzzy-logic and genetic algorithm (FGA) approach. Simulation studies have been carried out with both methods for single and multiple generators connected to a typical RAPS system. In terms of efficiency and charge/discharge cycles, the FGA method is found to be capable of providing a better result.
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模糊逻辑与遗传算法相结合的远程电力调度技术
远程区域供电(RAPS)系统通常用于无法获得主电网连接的孤立地点。大多数RAPS系统由单个或多个柴油发电机组成。然而,由于负载需求的变化,这种系统的效率很低。为了提高系统效率,开发了由柴油发电机、太阳能发电机、蓄电池组和逆变器组成的混合能源系统。然而,这种系统的最佳运行取决于电池充放电周期的调度和柴油发电机的负载设置。本文提出了一种基于模糊逻辑(FL)和遗传算法(GA)的RAPS系统电池和柴油发电机调度新方法。已经开发了两种方法。一种是基于纯遗传算法(PGA)的方法,另一种是基于模糊逻辑和遗传算法(FGA)相结合的方法。用这两种方法分别对连接到典型RAPS系统的单发电机和多发电机进行了仿真研究。在效率和充放电周期方面,发现FGA方法能够提供更好的结果。
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