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Autotuning Technique for the Cost Function Weight Factors in Model Predictive Control for Power Electronic Interfaces

Abstract:
This paper presents an autotuning technique for the online selection of the cost function weight factors in model predictive control (MPC). The weight factors in the cost function with multiple control objectives directly affect the performance and robustness of the MPC. The proposed method in this paper determines the optimum weight factors of the cost function for each sampling time; the optimization of the weight factors is done based on the prediction of the absolute tracking error of the control objectives and the corresponding constraints. The proposed method eliminates the need of the trial-and-error approach to determine a fixed weight factor in the cost function. The application considered is a capacitor-less static synchronous compensator based on the MPC of a direct matrix converter. This technique compensates lagging power factor loads using inductive energy storage elements instead of electrolytic capacitors. The result demonstrates that the proposed autotuning approach of cost function weights makes the control algorithm robust to parameter variation and other uncertainties in the system. The proposed capacitor-less reactive power compensator based on the autotuned MPC cost function weight factor is verified experimentally.
Author Listing: Mohammad B. Shadmand;Sarthak Jain;Robert S. Balog
Volume: 7
Pages: 1408-1420
DOI: 10.1109/JESTPE.2018.2849738
Language: English
Journal: IEEE Journal of Emerging and Selected Topics in Power Electronics

IEEE Journal of Emerging and Selected Topics in Power Electronics

IEEE J EM SEL TOP P

影响因子:4.6
是否综述期刊:是
是否OA:否
是否预警:不在预警名单内
发行时间:-
ISSN:2168-6777
发刊频率:-
收录数据库:SCIE/Scopus收录
出版国家/地区:UNITED STATES
出版社:Institute of Electrical and Electronics Engineers Inc.

期刊介绍

The aim of the journal is to enable the power electronics community to address the emerging and selected topics in power electronics in an agile fashion. It is a forum where multidisciplinary and discriminating technologies and applications are discussed by and for both practitioners and researchers on timely topics in power electronics from components to systems.

该杂志的目的是使电力电子社区能够以灵活的方式解决电力电子领域的新兴和选定主题。它是一个论坛,在这里,从业人员和研究人员就从元件到系统的电力电子领域的适时主题讨论多学科和有区别的技术和应用。

年发文量 499
国人发稿量 296
国人发文占比 59.32%
自引率 6.5%
平均录取率 -
平均审稿周期 -
版面费 US$2195
偏重研究方向 ENGINEERING, ELECTRICAL & ELECTRONIC-
期刊官网 http://www.ieee-pels.org/publications/jstpe
投稿链接 http://mc.manuscriptcentral.com/jestpe-ieee

质量指标占比

研究类文章占比 OA被引用占比 撤稿占比 出版后修正文章占比
99.31% 4.51% 0.00% 0.00%

相关指数

影响因子
影响因子
年发文量
自引率
Cite Score

预警情况

时间 预警情况
2024年02月发布的2024版 不在预警名单中
2023年01月发布的2023版 不在预警名单中
2021年12月发布的2021版 不在预警名单中
2020年12月发布的2020版 不在预警名单中

JCR分区 WOS分区等级:Q1区

版本 按学科 分区
WOS期刊SCI分区
(2021-2022年最新版)
ENGINEERING, ELECTRICAL & ELECTRONIC Q1

中科院分区

版本 大类学科 小类学科 Top期刊 综述期刊
工程技术
1区
ENGINEERING, ELECTRICAL & ELECTRONIC
工程:电子与电气
2区
2021年12月
基础版
工程技术
2区
ENGINEERING, ELECTRICAL & ELECTRONIC
工程:电子与电气
2区
2021年12月
升级版
工程技术
2区
ENGINEERING, ELECTRICAL & ELECTRONIC
工程:电子与电气
2区
2020年12月
旧的升级版
工程技术
2区
ENGINEERING, ELECTRICAL & ELECTRONIC
工程:电子与电气
2区
2022年12月
最新升级版
工程技术
2区
ENGINEERING, ELECTRICAL & ELECTRONIC
工程:电子与电气
2区