Missing data handling for meter data management system

Ru Sen Jeng; Chien Yu Kuo; Yao Hua Ho; Ming Feng Lee; Lin Wen Tseng; Chia Lin Fu; Pei Fang Liang; Ling Jyh Chen

doi:10.1145/2487166.2487204

Missing data handling for meter data management system

Ru Sen Jeng
, Chien Yu Kuo
, Yao Hua Ho
, Ming Feng Lee
, Lin Wen Tseng
, Chia Lin Fu
, Pei Fang Liang
, Ling Jyh Chen

資訊工程學系

研究成果: 書貢獻/報告類型 › 會議論文篇章

10 引文斯高帕斯（Scopus）

摘要

We study the meter data management systems (MDMS) with a focus on missing data handling, and propose two approaches, called Lookback-N and Sandwich-N, based on the historical data. Using a realistic dataset, we demonstrate that Lookback-N is effective for online processing, and Sandwich-N outperforms the conventional offline approach, in terms of estimation accuracy, in all test cases. The proposed approaches are simple, effective, and show promise in handling missing data for emerging smart meter data management systems.

原文	英語
主出版物標題	e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems
頁面	275-276
頁數	2
DOIs	https://doi.org/10.1145/2487166.2487204
出版狀態	已發佈 - 2013
事件	4th ACM International Conference on Future Energy Systems, e-Energy 2013 - Berkeley, CA, 美国持續時間: 2013 5月 21 → 2013 5月 24

出版系列

名字	e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems

其他

其他	4th ACM International Conference on Future Energy Systems, e-Energy 2013
國家/地區	美国
城市	Berkeley, CA
期間	2013/05/21 → 2013/05/24

UN SDG

此研究成果有助於以下永續發展目標

SDG 7 可負擔的潔淨能源

ASJC Scopus subject areas

能源工程與電力技術
燃料技術

存取文件

10.1145/2487166.2487204

其它文件與鏈接

引用此

Jeng, R. S., Kuo, C. Y., Ho, Y. H., Lee, M. F., Tseng, L. W., Fu, C. L., Liang, P. F., & Chen, L. J. (2013). Missing data handling for meter data management system. 於 e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems (頁 275-276). (e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems). https://doi.org/10.1145/2487166.2487204

Jeng, RS, Kuo, CY, Ho, YH, Lee, MF, Tseng, LW, Fu, CL, Liang, PF & Chen, LJ 2013, Missing data handling for meter data management system. 於 e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems. e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems, 頁 275-276, 4th ACM International Conference on Future Energy Systems, e-Energy 2013, Berkeley, CA, 美国, 2013/05/21. https://doi.org/10.1145/2487166.2487204

@inproceedings{e65ea5f1134a4b5189ac5df390280c9e,

title = "Missing data handling for meter data management system",

abstract = "We study the meter data management systems (MDMS) with a focus on missing data handling, and propose two approaches, called Lookback-N and Sandwich-N, based on the historical data. Using a realistic dataset, we demonstrate that Lookback-N is effective for online processing, and Sandwich-N outperforms the conventional offline approach, in terms of estimation accuracy, in all test cases. The proposed approaches are simple, effective, and show promise in handling missing data for emerging smart meter data management systems.",

keywords = "MDMS, missing data, smart meter",

author = "Jeng, \{Ru Sen\} and Kuo, \{Chien Yu\} and Ho, \{Yao Hua\} and Lee, \{Ming Feng\} and Tseng, \{Lin Wen\} and Fu, \{Chia Lin\} and Liang, \{Pei Fang\} and Chen, \{Ling Jyh\}",

year = "2013",

doi = "10.1145/2487166.2487204",

language = "English",

isbn = "9781450320528",

series = "e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems",

pages = "275--276",

booktitle = "e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems",

note = "4th ACM International Conference on Future Energy Systems, e-Energy 2013 ; Conference date: 21-05-2013 Through 24-05-2013",

}

TY - GEN

T1 - Missing data handling for meter data management system

AU - Jeng, Ru Sen

AU - Kuo, Chien Yu

AU - Ho, Yao Hua

AU - Lee, Ming Feng

AU - Tseng, Lin Wen

AU - Fu, Chia Lin

AU - Liang, Pei Fang

AU - Chen, Ling Jyh

PY - 2013

Y1 - 2013

N2 - We study the meter data management systems (MDMS) with a focus on missing data handling, and propose two approaches, called Lookback-N and Sandwich-N, based on the historical data. Using a realistic dataset, we demonstrate that Lookback-N is effective for online processing, and Sandwich-N outperforms the conventional offline approach, in terms of estimation accuracy, in all test cases. The proposed approaches are simple, effective, and show promise in handling missing data for emerging smart meter data management systems.

AB - We study the meter data management systems (MDMS) with a focus on missing data handling, and propose two approaches, called Lookback-N and Sandwich-N, based on the historical data. Using a realistic dataset, we demonstrate that Lookback-N is effective for online processing, and Sandwich-N outperforms the conventional offline approach, in terms of estimation accuracy, in all test cases. The proposed approaches are simple, effective, and show promise in handling missing data for emerging smart meter data management systems.

KW - MDMS

KW - missing data

KW - smart meter

UR - https://www.scopus.com/pages/publications/84878645905

UR - https://www.scopus.com/pages/publications/84878645905#tab=citedBy

U2 - 10.1145/2487166.2487204

DO - 10.1145/2487166.2487204

M3 - Conference contribution

AN - SCOPUS:84878645905

SN - 9781450320528

T3 - e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems

SP - 275

EP - 276

BT - e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems

T2 - 4th ACM International Conference on Future Energy Systems, e-Energy 2013

Y2 - 21 May 2013 through 24 May 2013

ER -

Missing data handling for meter data management system

摘要

出版系列

其他

UN SDG

ASJC Scopus subject areas

存取文件

其它文件與鏈接

指紋

引用此