FCM based Demand Response Baseline Load Estimation Using Smart Meter Data

Liyin Zhang; Gengfeng Li; Zhaohong Bie; Xin Li; Yuchang Ling; Huili Tian

doi:10.1109/CIEEC50170.2021.9510375

FCM based Demand Response Baseline Load Estimation Using Smart Meter Data

Liyin Zhang
, Gengfeng Li
, Zhaohong Bie
, Xin Li
, Yuchang Ling
, Huili Tian

School of Electrical Engineering

Xi'an Jiaotong University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

Customer baseline load estimation is the basis of Demand Response(DR) for it decides the DR performance evaluation and financial settlement of customer participation. The accurate estimation of baseline load is hard because of complexity and uncertainty of customer behavior. Besides, baseline load is an ideal load which cannot be metered in reality. This paper proposed a data driven Fuzzy C Means(FCM) based baseline load estimation method. The fuzzy characteristics of customer electricity consumption behavior is adequately considered and the complex factors of customer behavior are implicitly considered. The proposed method has high accuracy compared to conventional methods.

Original language	English
Title of host publication	Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781728171494
DOIs	https://doi.org/10.1109/CIEEC50170.2021.9510375
State	Published - 28 May 2021
Event	4th IEEE China International Electrical and Energy Conference, CIEEC 2021 - Wuhan, China Duration: 28 May 2021 → 30 May 2021

Publication series

Name	Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021

Conference

Conference	4th IEEE China International Electrical and Energy Conference, CIEEC 2021
Country/Territory	China
City	Wuhan
Period	28/05/21 → 30/05/21

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 7 Affordable and Clean Energy

Keywords

baseline load estimation
data driven
demand response
fuzzy c means
machine learning

Access to Document

10.1109/CIEEC50170.2021.9510375

Cite this

Zhang, L., Li, G., Bie, Z., Li, X., Ling, Y., & Tian, H. (2021). FCM based Demand Response Baseline Load Estimation Using Smart Meter Data. In Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021 Article 9510375 (Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CIEEC50170.2021.9510375

Zhang, Liyin ; Li, Gengfeng ; Bie, Zhaohong et al. / FCM based Demand Response Baseline Load Estimation Using Smart Meter Data. Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021. Institute of Electrical and Electronics Engineers Inc., 2021. (Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021).

@inproceedings{58e856e129c14da8b8ae4647358d40aa,

title = "FCM based Demand Response Baseline Load Estimation Using Smart Meter Data",

abstract = "Customer baseline load estimation is the basis of Demand Response(DR) for it decides the DR performance evaluation and financial settlement of customer participation. The accurate estimation of baseline load is hard because of complexity and uncertainty of customer behavior. Besides, baseline load is an ideal load which cannot be metered in reality. This paper proposed a data driven Fuzzy C Means(FCM) based baseline load estimation method. The fuzzy characteristics of customer electricity consumption behavior is adequately considered and the complex factors of customer behavior are implicitly considered. The proposed method has high accuracy compared to conventional methods.",

keywords = "baseline load estimation, data driven, demand response, fuzzy c means, machine learning",

author = "Liyin Zhang and Gengfeng Li and Zhaohong Bie and Xin Li and Yuchang Ling and Huili Tian",

note = "Publisher Copyright: {\textcopyright} 2021 IEEE.; 4th IEEE China International Electrical and Energy Conference, CIEEC 2021 ; Conference date: 28-05-2021 Through 30-05-2021",

year = "2021",

month = may,

day = "28",

doi = "10.1109/CIEEC50170.2021.9510375",

language = "英语",

series = "Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021",

}

Zhang, L, Li, G , Bie, Z, Li, X, Ling, Y & Tian, H 2021, FCM based Demand Response Baseline Load Estimation Using Smart Meter Data. in Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021., 9510375, Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021, Institute of Electrical and Electronics Engineers Inc., 4th IEEE China International Electrical and Energy Conference, CIEEC 2021, Wuhan, China, 28/05/21. https://doi.org/10.1109/CIEEC50170.2021.9510375

FCM based Demand Response Baseline Load Estimation Using Smart Meter Data. / Zhang, Liyin; Li, Gengfeng ; Bie, Zhaohong et al.
Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021. Institute of Electrical and Electronics Engineers Inc., 2021. 9510375 (Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - FCM based Demand Response Baseline Load Estimation Using Smart Meter Data

AU - Zhang, Liyin

AU - Li, Gengfeng

AU - Bie, Zhaohong

AU - Li, Xin

AU - Ling, Yuchang

AU - Tian, Huili

PY - 2021/5/28

Y1 - 2021/5/28

N2 - Customer baseline load estimation is the basis of Demand Response(DR) for it decides the DR performance evaluation and financial settlement of customer participation. The accurate estimation of baseline load is hard because of complexity and uncertainty of customer behavior. Besides, baseline load is an ideal load which cannot be metered in reality. This paper proposed a data driven Fuzzy C Means(FCM) based baseline load estimation method. The fuzzy characteristics of customer electricity consumption behavior is adequately considered and the complex factors of customer behavior are implicitly considered. The proposed method has high accuracy compared to conventional methods.

AB - Customer baseline load estimation is the basis of Demand Response(DR) for it decides the DR performance evaluation and financial settlement of customer participation. The accurate estimation of baseline load is hard because of complexity and uncertainty of customer behavior. Besides, baseline load is an ideal load which cannot be metered in reality. This paper proposed a data driven Fuzzy C Means(FCM) based baseline load estimation method. The fuzzy characteristics of customer electricity consumption behavior is adequately considered and the complex factors of customer behavior are implicitly considered. The proposed method has high accuracy compared to conventional methods.

KW - baseline load estimation

KW - data driven

KW - demand response

KW - fuzzy c means

KW - machine learning

UR - https://www.scopus.com/pages/publications/85114208236

U2 - 10.1109/CIEEC50170.2021.9510375

DO - 10.1109/CIEEC50170.2021.9510375

M3 - 会议稿件

AN - SCOPUS:85114208236

T3 - Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021

BT - Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 4th IEEE China International Electrical and Energy Conference, CIEEC 2021

Y2 - 28 May 2021 through 30 May 2021

ER -

Zhang L, Li G , Bie Z, Li X, Ling Y, Tian H. FCM based Demand Response Baseline Load Estimation Using Smart Meter Data. In Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021. Institute of Electrical and Electronics Engineers Inc. 2021. 9510375. (Proceedings of 2021 IEEE 4th International Electrical and Energy Conference, CIEEC 2021). doi: 10.1109/CIEEC50170.2021.9510375

FCM based Demand Response Baseline Load Estimation Using Smart Meter Data

Abstract

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UN SDGs

Keywords

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