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Novel expert system for defining power quality compensators

机译:用于定义电能质量补偿器的新型专家系统

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摘要

In order to ensure good power quality for modern power systems and/or industrial installations, power conditioning devices have been extensively applied. However, the data analysis for the installation of a determined compensator mainly considers a particular power quality index or disturbance and it is usually based on human expertise. Therefore, this paper proposes a novel expert system that automatically suggests the most appropriate and cost-effective solution for compensating reactive, harmonic and unbalanced current through a careful analysis of several power quality indices and some grid characteristics. Such an expert system is an important tool in real-world applications, where there is a complex scenario in choosing, designing and applying power quality compensators in modern power grids. Since there are no strict boundaries for voltage and current non idealities at distribution level or clear correlation between them and possible solutions, a fuzzy decision-maker was developed to deal with such uncertainties and to embed human expertise in the system. The approach is based on analyzing data from a given time window and providing off-line recommendations for the design and installation of proper compensators. Therefore, the application of the proposed expert system may result in enhanced and faster projects when compared to the traditional design methods for power conditioning. A computational study consisting on applying the suggested compensators for a 5-node network and different load configurations shows the effectiveness of the proposed expert system.
机译:为了确保现代电力系统和/或工业安装的良好电能质量,功率调节设备已得到广泛应用。但是,用于安装确定的补偿器的数据分析主要考虑特定的电能质量指标或干扰,并且通常基于人员的专业知识。因此,本文提出了一种新颖的专家系统,该系统通过仔细分析几种电能质量指标和某些电网特性,自动提出最合适,最具成本效益的解决方案,以补偿无功,谐波和不平衡电流。这样的专家系统是在实际应用中的重要工具,在现实应用中,在现代电网中选择,设计和应用电能质量补偿器时会遇到复杂的情况。由于在分配水平上没有理想的电压和电流非理想边界,或者在它们与可能的解决方案之间没有明确的关联,因此开发了模糊决策者来处理此类不确定性并将人的专业知识嵌入系统中。该方法基于对给定时间窗口中的数据进行分析,并为合适的补偿器的设计和安装提供离线建议。因此,与用于功率调节的传统设计方法相比,所提出的专家系统的应用可能会导致增强和更快的项目。通过将建议的补偿器应用于5节点网络和不同的负载配置进行的计算研究表明,所提出的专家系统的有效性。

著录项

  • 来源
    《Expert Systems with Application》 |2015年第7期|3562-3570|共9页
  • 作者单位

    University of Campinas (UNICAMP), School of Electrical and Computer Engineering (FEEC), Department of Systems and Energy (DSE), Av. Albert Einstein, 400, 13083-852 Campinas, SP, Brazil;

    Univ Estadual Paulista (UNESP), Campus of Sorocaba, Group of Automation and Integrated Systems (GASI), Av. Tres de Marco, 511, 18087-180 Sorocaba, SP, Brazil;

    Colorado School of Mines, Department of Electrical Engineering and Computer Science, 80401 Golden, CO, United States;

    University of Campinas (UNICAMP), School of Electrical and Computer Engineering (FEEC), Department of Systems and Energy (DSE), Av. Albert Einstein, 400, 13083-852 Campinas, SP, Brazil;

    University of Campinas (UNICAMP), School of Electrical and Computer Engineering (FEEC), Department of Systems and Energy (DSE), Av. Albert Einstein, 400, 13083-852 Campinas, SP, Brazil;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Compensation; Decision-maker; Expert system; Harmonic distortion; Load unbalance; Power factor correction; Power quality;

    机译:赔偿;决策者;专业系统;谐波失真;负载不平衡;功率因数校正;电能质量;

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