I. M. Ginarsa, I. Nrartha, A. B. Muljono, I. P. Ardana
{"title":"ANFIS-based Controller Application to Regulate Firing Angle of Inverter in Average Value Model-High Voltage Direct Current Transmission System","authors":"I. M. Ginarsa, I. Nrartha, A. B. Muljono, I. P. Ardana","doi":"10.1109/ICSGTEIS.2018.8709106","DOIUrl":null,"url":null,"abstract":"This research is to regulate firing angle inverter-side of high voltage direct current (HVDC) system using ANFIS-based controller. Average-value model (AVM) is used to implement the HVDC systems because the AVM is needed in level-system simulation of power systems. The AVM neglects switching-device responses and time scale of the AVM is lower than detailed model. Controller based on ANFIS is implemented to control firing angle of inverter-side HVDC because this controller is simple and easy to be implemented. The HVDC system is constructed by using Matlab/Simulink programming. Initializing the variable and parameter of HVDC is loaded to the Matlab workspace using script programme. Some modules for converter, inverter and their controller are developed. Next, the ANFIS controller that consist of 7 inputs and a single output is applied to inverter module. Membership function (MF) that used for input and output are Gaussian MF and constant MF (Sugeno type 0), respectively. The ANFIS scheme control responses are compared to conventional controller responses to validate the ANFIS scheme controller.","PeriodicalId":438615,"journal":{"name":"2018 International Conference on Smart Green Technology in Electrical and Information Systems (ICSGTEIS)","volume":"48 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 International Conference on Smart Green Technology in Electrical and Information Systems (ICSGTEIS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICSGTEIS.2018.8709106","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
This research is to regulate firing angle inverter-side of high voltage direct current (HVDC) system using ANFIS-based controller. Average-value model (AVM) is used to implement the HVDC systems because the AVM is needed in level-system simulation of power systems. The AVM neglects switching-device responses and time scale of the AVM is lower than detailed model. Controller based on ANFIS is implemented to control firing angle of inverter-side HVDC because this controller is simple and easy to be implemented. The HVDC system is constructed by using Matlab/Simulink programming. Initializing the variable and parameter of HVDC is loaded to the Matlab workspace using script programme. Some modules for converter, inverter and their controller are developed. Next, the ANFIS controller that consist of 7 inputs and a single output is applied to inverter module. Membership function (MF) that used for input and output are Gaussian MF and constant MF (Sugeno type 0), respectively. The ANFIS scheme control responses are compared to conventional controller responses to validate the ANFIS scheme controller.
本文的研究是利用基于anfiss的控制器对高压直流系统的逆变器侧发射角进行调节。由于电力系统的电平系统仿真需要均值模型,因此采用均值模型对高压直流系统进行仿真。该模型忽略了开关器件的响应,且时间尺度低于详细模型。由于该控制器结构简单,易于实现,因此采用基于ANFIS的控制器对逆变侧高压直流的发射角进行控制。采用Matlab/Simulink编程构建了高压直流系统。利用脚本程序将HVDC变量和参数的初始化加载到Matlab工作空间中。开发了变换器、逆变器模块及其控制器。接下来,由7个输入和一个输出组成的ANFIS控制器应用于逆变器模块。用于输入和输出的隶属度函数(MF)分别为高斯MF和常数MF (Sugeno type 0)。将ANFIS方案控制响应与常规控制器响应进行比较,以验证ANFIS方案控制器的有效性。