Comprehensive Evaluation of Power Quality Based on an Improved TOPSIS Method Considering the Correlation between Indices

被引:17
作者
Jiang, Youhua [1 ]
Fang, Mingshuo [1 ]
Liu, Ziqi [1 ]
Wang, Wenji [2 ]
机构
[1] Shanghai Univ Elect Power, Sch Elect & Informat Engn, Shanghai 200090, Peoples R China
[2] State Grid Hubei Elect Power Co, Wuhan 430013, Hubei, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2019年 / 9卷 / 17期
关键词
power quality; comprehensive evaluation; correlation between indices; improved TOPSIS method; entropy weight method; improved analytic hierarchy process; Mahalanobis distance; DECISION-MAKING; STRATEGY; SYSTEMS; AHP;
D O I
10.3390/app9173603
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
In order to improve the scientific and rationality of power quality (PQ) comprehensive evaluation, an improved Technique for Order Preference by Similarity to an Ideal Solution (TOPSIS) strategy in consideration of the correlation between indices is proposed to evaluate PQ. The strategy overcomes the shortcomings of the traditional methods that ignore the correlation between PQ performance parameters. Firstly, the AHP-entropy weight (EW) method is obtained by combining the improved analytic hierarchy process (AHP) and the EW method, and the combined weights of the PQ indices are calculated. Secondly, the Mahalanobis distance is used to replace the Euclidean distance in the traditional TOPSIS method, and the PQ samples that need to be evaluated are sorted. The Mahalanobis distance nonlinearly correlates the components inside the evaluation matrix through its own covariance matrix, which solves the problem that the dimensions of each index are not uniform and eliminates the correlation interference between the indices. The example shows that the improved TOPSIS method effectively avoids the misjudgment caused by the correlation between the indices, and the evaluation results are more reasonable and scientific, with greater superiority and effectiveness.
引用
收藏
页数:14
相关论文
共 32 条
  • [1] Enhanced Power Quality Control Strategy for Single-Phase Inverters in Distributed Generation Systems
    Bojoi, Radu Iustin
    Limongi, Leonardo Rodrigues
    Roiu, Daniel
    Tenconi, Alberto
    [J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2011, 26 (03) : 798 - 806
  • [2] A multi-criteria intuitionistic fuzzy group decision making for supplier selection with TOPSIS method
    Boran, Fatih Emre
    Genc, Serkan
    Kurt, Mustafa
    Akay, Diyar
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (08) : 11363 - 11368
  • [3] Dong Y, 2018, P 2 IEEE C EN INT EN
  • [4] Advanced Control Methods for Power Converters in Distributed Generation Systems and Microgrids
    Dragicevic, T.
    Vazquez, S.
    Wheeler, P.
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2019, 66 (11) : 8866 - 8869
  • [5] A unified index for power quality evaluation in distributed generation systems
    Elbasuony, Ghada S.
    Aleem, Shady H. E. Abdel
    Ibrahim, Ahmed M.
    Sharaf, Adel M.
    [J]. ENERGY, 2018, 149 : 607 - 622
  • [6] An adaptive linear neural network with least mean M-estimate weight updating rule employed for harmonics identification and power quality monitoring
    Garanayak, Priyabat
    Panda, Gayadhar
    [J]. TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2018, 40 (06) : 1936 - 1949
  • [7] Two-Steps Coronary Artery Segmentation Algorithm Based on Improved Level Set Model in Combination with Weighted Shape-Prior Constraints
    Ge, Shang
    Shi, Zhaofei
    Peng, Guangming
    Zhu, Zhaohuan
    [J]. JOURNAL OF MEDICAL SYSTEMS, 2019, 43 (07)
  • [8] Multi-Attribute Technological Modeling of Coal Deposits Based on the Fuzzy TOPSIS and C-Mean Clustering Algorithms
    Gligoric, Milos
    Gligoric, Zoran
    Beljic, Cedomir
    Torbica, Slavko
    Savic, Svetlana Strbac
    Ostojic, Jasmina Nedeljkovic
    [J]. ENERGIES, 2016, 9 (12):
  • [9] Fault Diagnosis of Gearbox Based on Improved DUCG With Combination Weighting Method
    Gu, Ying-Kui
    Zhang, Min
    Zhou, Xiao-Qing
    [J]. IEEE ACCESS, 2019, 7 : 92955 - 92967
  • [10] Analysis, Design, and Implementation of Virtual Impedance for Power Electronics Interfaced Distributed Generation
    He, Jinwei
    Li, Yun Wei
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2011, 47 (06) : 2525 - 2538