Study and Analysis of RBFN based MPPT controller for wind energy integrated with Traction Power Supply System

IF 0.5 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC
Mebratu Delelegn
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引用次数: 0

Abstract

The need of energy for railway is rising due to the increased speed at which trains must operate to maintain safety and dependability. This situation implies more electricity consumption and more challenges to railway operation stability. Therefore, this research suggests configuring wind energy integration with the current railway traction substations built on the current traction substation. The suggested setup consists of a converter that converts DC to DC with RBFN-based MPPT regulator wind energy source linked to a permanent magnet synchronous generator (PMSG), a rectifier, and a conventional traction system. The proposed system is modelled and analyzed by utilizing a radial basis function network (RBFN) in this study. Three traction substations: Aysha, Adegla and Dewanle:-are the subject of the case study, which integrates wind energy with the railway electric power system working at 25 kV AC. For the Aysha wind farm, a MATLAB/Simulink simulation is run in order to confirm the suggested technology. The setup with or without MPPT was used in order to evaluate the results. The proposed system produces an average output of 260.3kW without MPPT and 289.3kW with MPPT controller at wind speed of 20m/sec. The simulation findings suggest that the RBFN-based control method performs better under diverse wind conditions and is more suited for wind energy integration with traction system.
基于 RBFN 的风能 MPPT 控制器与牵引供电系统的研究与分析
由于火车必须以更快的速度运行,以保持安全性和可靠性,因此铁路对能源的需求不断增加。这种情况意味着更多的电力消耗和对铁路运行稳定性的更多挑战。因此,本研究建议在当前铁路牵引变电站的基础上配置风能集成系统。建议的设置包括一个将直流转换为直流的变流器,该变流器采用基于 RBFN 的 MPPT 调节器将风能源与永磁同步发电机(PMSG)、整流器和传统牵引系统相连接。本研究利用径向基函数网络 (RBFN) 对拟议系统进行建模和分析。三个牵引变电站:案例研究将风能与工作电压为 25 千伏交流电的铁路电力系统相结合。为确认所建议的技术,对艾沙风电场进行了 MATLAB/Simulink 仿真。为了评估结果,使用了带或不带 MPPT 的设置。在风速为 20 米/秒的情况下,无 MPPT 的拟议系统平均输出功率为 260.3 千瓦,有 MPPT 控制器的系统平均输出功率为 289.3 千瓦。仿真结果表明,基于 RBFN 的控制方法在不同的风力条件下表现更好,更适合风能与牵引系统的集成。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Electrical Systems
Journal of Electrical Systems ENGINEERING, ELECTRICAL & ELECTRONIC-
CiteScore
1.10
自引率
25.00%
发文量
0
审稿时长
10 weeks
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