A Dynamical Behavior Measurement Algorithm for Smart Meter Data: An Analytical Study
Data Analytics; Dynamics; Graph algorithms; Smart meters; Time series; Analysis evaluation; Analytical studies; Direct manipulation; Dynamical behaviors; Mathematical operations; Security issues; Network security
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Institute of Electrical and Electronics Engineers Inc.
2023
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my.uniten.dspace-243252023-05-29T15:22:47Z A Dynamical Behavior Measurement Algorithm for Smart Meter Data: An Analytical Study Al-Ghaili A.M. Baskaran H. Ibrahim Z.-A. Rahim F.A. Hairi S.A.S. 26664381500 57211207528 57203863738 57350579500 57215139203 Data Analytics; Dynamics; Graph algorithms; Smart meters; Time series; Analysis evaluation; Analytical studies; Direct manipulation; Dynamical behaviors; Mathematical operations; Security issues; Network security Smart Meter Data (SMD) has been considered by many as sensitive due to many reasons. One of these reasons is the security issue possessed by the SMD. With the raising popularity of the smart meter deployment around the world have raised new issues regarding the security of the SMD. Attacker with malicious intention and equip with certain capability can directly inject a false reading to the actual consumption of the SMD. Because of this reason, the protection and privacy of SMD have become a consideration in many researches. In order to protect and secure SMD, it is very important to understand the pattern of the SMD behavior. The studied from SMD can expose the past event that happened to the actual data as any direct manipulation to the SMD. In order to track any changes to the SMD, this paper has proposed a Dynamical Behavior Measurement Algorithm (DBMA), which involves a number of mathematical operations in order to understand and highlight in graphs the behavior of SMD and the mechanism of numbers' changing. The obtained results from DBMA would be useful to track the SMD if there is any form of malicious data being injected to the actual SMD thus can help in enhancing the SMD security. An experimental work has been conducted where 43200 samples have been tested and analysed using the proposed DBMA. The analysis evaluation of this work has been presented in this paper. � 2019 IEEE. Final 2023-05-29T07:22:47Z 2023-05-29T07:22:47Z 2019 Conference Paper 10.1109/AINS47559.2019.8968701 2-s2.0-85079270399 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85079270399&doi=10.1109%2fAINS47559.2019.8968701&partnerID=40&md5=3504757ec912eb51cd00f69e4c65d5ce https://irepository.uniten.edu.my/handle/123456789/24325 8968701 66 70 Institute of Electrical and Electronics Engineers Inc. Scopus |
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| description |
Data Analytics; Dynamics; Graph algorithms; Smart meters; Time series; Analysis evaluation; Analytical studies; Direct manipulation; Dynamical behaviors; Mathematical operations; Security issues; Network security |
| author2 |
26664381500 |
| author_facet |
26664381500 Al-Ghaili A.M. Baskaran H. Ibrahim Z.-A. Rahim F.A. Hairi S.A.S. |
| format |
Conference Paper |
| author |
Al-Ghaili A.M. Baskaran H. Ibrahim Z.-A. Rahim F.A. Hairi S.A.S. |
| spellingShingle |
Al-Ghaili A.M. Baskaran H. Ibrahim Z.-A. Rahim F.A. Hairi S.A.S. A Dynamical Behavior Measurement Algorithm for Smart Meter Data: An Analytical Study |
| author_sort |
Al-Ghaili A.M. |
| title |
A Dynamical Behavior Measurement Algorithm for Smart Meter Data: An Analytical Study |
| title_short |
A Dynamical Behavior Measurement Algorithm for Smart Meter Data: An Analytical Study |
| title_full |
A Dynamical Behavior Measurement Algorithm for Smart Meter Data: An Analytical Study |
| title_fullStr |
A Dynamical Behavior Measurement Algorithm for Smart Meter Data: An Analytical Study |
| title_full_unstemmed |
A Dynamical Behavior Measurement Algorithm for Smart Meter Data: An Analytical Study |
| title_sort |
dynamical behavior measurement algorithm for smart meter data: an analytical study |
| publisher |
Institute of Electrical and Electronics Engineers Inc. |
| publishDate |
2023 |
| _version_ |
1806423997080928256 |