Dynamic weighting factor assignment method for the predictive control of electrical drives

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Kristóf Bándy, Péter Stumpf
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引用次数: 0

Abstract

This article presents an innovative approach for real-time allocation of weighting factor values in model predictive control of electrical drive systems. In the proposed dynamic weighting factor assignment method, the cost associated with a specific variable is determined based on its corresponding set of predictions. This approach can be employed to optimize weighting factor values for a given system or even enhance performance metrics in comparison to conventional approaches that employ fixed weighting factors. Furthermore, the method determines the optimal value of weighting factors in real-time with low added calculation complexity. The proposed method is able to provide reliable constant weighting factors for a given working point as well. The practical application of this method is demonstrated through a case study of an LC filter equipped PMSM drive; the system encompasses six independent variables that require regulation. Experimental results utilizing both two and three level voltage source inverters and using various transient and steady-state situations prove the feasibility of the proposed dynamic weighting factor assignment method.

Abstract Image

用于电气传动预测控制的动态权重因子分配方法
本文提出了一种在电气传动系统模型预测控制中实时分配权重因子值的创新方法。在所提出的动态权重因子分配方法中,与特定变量相关的成本是根据其相应的预测集确定的。与采用固定权重因子的传统方法相比,这种方法可用于优化给定系统的权重因子值,甚至提高性能指标。此外,该方法可实时确定加权因子的最佳值,计算复杂度较低。所提出的方法还能为给定的工作点提供可靠的恒定加权系数。通过对配备 LC 滤波器的 PMSM 驱动器的案例研究,证明了该方法的实际应用;该系统包含六个需要调节的独立变量。利用两电平和三电平电压源逆变器以及各种瞬态和稳态情况得出的实验结果证明了所建议的动态权重因子分配方法的可行性。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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