A Model Predictive Control-Based Voltage and Frequency Regulation through Distributed Generation in Isolated Microgrids: Part II Model Predictive Controller Implementation

Md. Nasmus Sakib Khan Shabbir, Xiaodong Liang, Weixin Li, S. Imtiaz, J. Quaicoe
{"title":"A Model Predictive Control-Based Voltage and Frequency Regulation through Distributed Generation in Isolated Microgrids: Part II Model Predictive Controller Implementation","authors":"Md. Nasmus Sakib Khan Shabbir, Xiaodong Liang, Weixin Li, S. Imtiaz, J. Quaicoe","doi":"10.1109/ICPS54075.2022.9773851","DOIUrl":null,"url":null,"abstract":"To realize operation automation in remote islanded microgrids, a model predictive control (MPC)-based distributed generation (DG) controller is proposed in Part 2 of this paper. The developed data-driven predictive model in Part 1 of this paper is implemented in Part 2 to realize the MPC controller. The proposed MPC controller does not incorporate any tunable coefficients, which may be sensitive under various operating conditions. Kalman filter-based state observer updates the system model with varying operating conditions. The KWIK optimizer is used to solve the MPC’s constrained quadratic programming problem as it ensures a guaranteed convergence. The controller is smaller in size and does not require any intra-DG communication network. It ensures equal and proportional power sharing despite feeder line impedance mismatch. The effectiveness of the proposed MPC controller is validated through case studies.","PeriodicalId":428784,"journal":{"name":"2022 IEEE/IAS 58th Industrial and Commercial Power Systems Technical Conference (I&CPS)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE/IAS 58th Industrial and Commercial Power Systems Technical Conference (I&CPS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICPS54075.2022.9773851","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

To realize operation automation in remote islanded microgrids, a model predictive control (MPC)-based distributed generation (DG) controller is proposed in Part 2 of this paper. The developed data-driven predictive model in Part 1 of this paper is implemented in Part 2 to realize the MPC controller. The proposed MPC controller does not incorporate any tunable coefficients, which may be sensitive under various operating conditions. Kalman filter-based state observer updates the system model with varying operating conditions. The KWIK optimizer is used to solve the MPC’s constrained quadratic programming problem as it ensures a guaranteed convergence. The controller is smaller in size and does not require any intra-DG communication network. It ensures equal and proportional power sharing despite feeder line impedance mismatch. The effectiveness of the proposed MPC controller is validated through case studies.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
一种基于模型预测控制的电压和频率调节,通过孤立微电网的分布式发电:第二部分模型预测控制器的实现
为了实现偏远孤岛微电网的运行自动化,本文第2部分提出了一种基于模型预测控制(MPC)的分布式发电(DG)控制器。第二部分实现了本文第一部分中开发的数据驱动预测模型,实现了MPC控制器。所提出的MPC控制器不包含任何可调系数,在各种操作条件下可能是敏感的。基于卡尔曼滤波的状态观测器在不同的运行条件下更新系统模型。利用KWIK优化器求解MPC约束二次规划问题,保证了算法的收敛性。该控制器体积更小,不需要任何dg内通信网络。在馈线阻抗不匹配的情况下,它保证了相等和成比例的功率共享。通过实例研究验证了所提出的MPC控制器的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Intelligent Three Tie Contactor Switch Unit based Protection for Multi-Layered Ring-Bus DC Microgrids Highway Charging Station Operator Pricing Considering Distributed Renewable Generation Resources Cyber-Attack Detection: Modeling and Roof-PV Generation System Protection Operation-based Reliability Assessment of Shore-to-Ship Charging Systems Performance Testing of Different Grounding Systems
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1