Evaluating the Effectiveness of Conservation Voltage Reduction with Multilevel Robust Regression

被引:0
|
作者
Yang, Jinhui [1 ]
Yu, Nanpeng [2 ]
Yao, Weixin [1 ]
Wong, Alec [3 ]
Juang, Larry [4 ]
Johnson, Raymond [3 ]
机构
[1] Univ Calif Riverside, Dept Stat, Riverside, CA 92521 USA
[2] Univ Calif Riverside, Dept Elect & Comp Engn, Riverside, CA 92521 USA
[3] Southern Calif Edison, Syst & Analyt, Rosemead, CA USA
[4] Southern Calif Edison, Load & Price Forecasting, Rosemead, CA USA
来源
2018 IEEE INTERNATIONAL CONFERENCE ON PROBABILISTIC METHODS APPLIED TO POWER SYSTEMS (PMAPS) | 2018年
基金
美国国家科学基金会;
关键词
Advanced Metering Infrastructure; Conservation Voltage Reduction; Distribution Voltage and VAR Control; Robust Regression; METHODOLOGY;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Conservation voltage reduction (CVR) can effectively reduce electricity consumption and peak demand by keeping the customer voltages in the lower half of the permissible range. To facilitate widespread adoption of CVR, a reliable and robust CVR performance evaluation methodology is in critical need. However, it is difficult to accurately estimate the load reduction impact of CVR in practice. The data quality issues in supervisory control and data acquisition and advanced metering infrastructure make it challenging to distinguish a few percentage of load reduction from measurement errors and bad data. This paper develops a multilevel robust regression model within the framework of statistical experimental design to address the data quality issues. The proposed model is capable of providing robust and reliable estimates of load and voltage reduction from CVR at both distribution feeder and substation levels. The effectiveness of the proposed methodology is validated with field CVR demonstration data provided by a major California electric utility.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] RECOMMENDED CRITERIA FOR EVALUATING THE EFFECTIVENESS OF HEARING CONSERVATION PROGRAMS
    ROYSTER, LH
    LILLEY, DT
    THOMAS, WG
    AMERICAN INDUSTRIAL HYGIENE ASSOCIATION JOURNAL, 1980, 41 (01): : 40 - 48
  • [22] Coordinated Voltage Control for Conservation Voltage Reduction in Power Distribution Systems
    Jha, Rahul Ranjan
    Dubey, Anamika
    2020 IEEE POWER & ENERGY SOCIETY GENERAL MEETING (PESGM), 2020,
  • [23] Energy conservation in WSN through multilevel data reduction scheme
    Arunraja, Muruganantham
    Malathi, Veluchamy
    Sakthivel, Erulappan
    MICROPROCESSORS AND MICROSYSTEMS, 2015, 39 (06) : 348 - 357
  • [24] Evaluating the Effectiveness of Vaccines Using a Regression Discontinuity Design
    Basta, Nicole E.
    Halloran, M. Elizabeth
    AMERICAN JOURNAL OF EPIDEMIOLOGY, 2019, 188 (06) : 987 - 990
  • [25] A simulation study for evaluating the performance of clustering measures in multilevel logistic regression
    Nicholas Siame Adam
    Halima S. Twabi
    Samuel O.M. Manda
    BMC Medical Research Methodology, 21
  • [26] A simulation study for evaluating the performance of clustering measures in multilevel logistic regression
    Adam, Nicholas Siame
    Twabi, Halima S.
    Manda, Samuel O. M.
    BMC MEDICAL RESEARCH METHODOLOGY, 2021, 21 (01)
  • [27] A Generalized Multilevel Inverter Topology With Reduction of Total Standing Voltage
    Ali, Jagabar Sathik Mohamed
    Almakhles, Dhafer J.
    Ahamed Ibrahim, S. A.
    Alyami, Saeed
    Selvam, Sivakumar
    Sagar Bhaskar, Mahajan
    IEEE ACCESS, 2020, 8 : 168941 - 168950
  • [28] A generalized multilevel inverter topology with reduction of total standing voltage
    Mohamed Ali, Jagabar Sathik
    Almakhles, Dhafer J.
    Ahamed Ibrahim, S.A.
    Alyami, Saeed
    Selvam, Sivakumar
    Bhaskar, Mahajan Sagar
    IEEE Access, 2020, 8 : 168941 - 168950
  • [29] Harmonics and Common Mode Voltage Reduction in Multilevel SPWM Technique
    Chaturvedi, P. K.
    Jain, Shailendra
    Agrawal, Pramod
    PROCEEDINGS OF THE INDICON 2008 IEEEE CONFERENCE & EXHIBITION ON CONTROL, COMMUNICATIONS AND AUTOMATION, VOL II, 2008, : 447 - +
  • [30] Generalized multilevel voltage SVPWM algorithm for common mode voltage reduction and FPGA implementation
    Yang, Rong-Feng
    Wang, Gao-Lin
    Yu, Yong
    Xu, Dian-Guo
    Dianji yu Kongzhi Xuebao/Electric Machines and Control, 2010, 14 (10): : 78 - 83