Please use this identifier to cite or link to this item:
https://hdl.handle.net/20.500.11851/1601
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DC Field | Value | Language |
---|---|---|
dc.contributor.author | Kement, Cihan Emre | - |
dc.contributor.author | Gültekin, Hakan | - |
dc.contributor.author | Tavlı, Bülent | - |
dc.contributor.author | Girici, Tolga | - |
dc.contributor.author | Uludağ, Süleyman | - |
dc.date.accessioned | 2019-07-03T14:44:47Z | |
dc.date.available | 2019-07-03T14:44:47Z | |
dc.date.issued | 2017-12 | |
dc.identifier.citation | Kement, C. E., Gultekin, H., Tavli, B., Girici, T., & Uludag, S. (2017). Comparative analysis of load-shaping-based privacy preservation strategies in a smart grid. IEEE Transactions on Industrial Informatics, 13(6), 3226-3235. | en_US |
dc.identifier.issn | 1551-3203 | |
dc.identifier.uri | https://ieeexplore.ieee.org/document/7956260 | - |
dc.identifier.uri | https://hdl.handle.net/20.500.11851/1601 | - |
dc.description.abstract | A key enabler for the smart grid is the fine-grained monitoring of power utilization. Although such a mechanism is helpful in the optimization of the whole electricity generation, distribution, and consumption cycle, it also creates opportunities for the potential adversaries in deducing the activities and habits of the subscribers. In fact, by utilizing the standard and readily available tools of nonintrusive load monitoring (NILM) techniques on the metered electricity data, many details of customers' personal lives can be easily discovered. Therefore, prevention of such adversarial exploitations is of utmost importance for privacy protection. One strong privacy preservation approach is the modification of the metered data through the use of on-site storage units in conjunction with renewable energy resources. In this study, we introduce a novel mathematical programming framework to model eight privacy-enhanced power-scheduling strategies inspired and elicited from the literature. We employ all the relevant techniques for the modification of the actual electricity utilization (i.e., on-site battery, renewable energy resources, and appliance load moderation). Our evaluation framework is the first in the literature, to the best of our knowledge, for a comprehensive and fair comparison of the load-shaping techniques for privacy preservation. In addition to the privacy concerns, we consider monetary cost and disutility of the users in our objective functions. Evaluation results show that privacy preservation strategies in the literature differ significantly in terms of privacy, cost, and disutility metrics. | en_US |
dc.language.iso | en | en_US |
dc.publisher | IEEE-Inst Electrical Electronics Engineers Inc | en_US |
dc.relation.ispartof | IEEE Transactions On Industrial Informatics | en_US |
dc.rights | info:eu-repo/semantics/closedAccess | en_US |
dc.subject | Goal programming | en_US |
dc.subject | load shaping | en_US |
dc.subject | mixed-integer programming (MIP) | en_US |
dc.subject | mixed-integer quadratic programming (MIQP) | en_US |
dc.subject | multiobjective programming | en_US |
dc.subject | nonintrusive load monitoring (NILM) | en_US |
dc.subject | privacy | en_US |
dc.subject | renewable energy | en_US |
dc.subject | smart grid | en_US |
dc.title | Comparative Analysis of Load-Shaping Privacy Preservation Strategies in a Smart Grid | en_US |
dc.type | Article | en_US |
dc.department | Faculties, Faculty of Engineering, Department of Industrial Engineering | en_US |
dc.department | Faculties, Faculty of Engineering, Department of Electrical and Electronics Engineering | en_US |
dc.department | Fakülteler, Mühendislik Fakültesi, Endüstri Mühendisliği Bölümü | tr_TR |
dc.department | Fakülteler, Mühendislik Fakültesi, Elektrik ve Elektronik Mühendisliği Bölümü | tr_TR |
dc.identifier.volume | 13 | |
dc.identifier.issue | 6 | |
dc.identifier.startpage | 3226 | |
dc.identifier.endpage | 3235 | |
dc.authorid | 0000-0002-5416-3249 | - |
dc.authorid | 0000-0002-9615-1983 | - |
dc.identifier.wos | WOS:000418128400045 | en_US |
dc.identifier.scopus | 2-s2.0-85023767582 | en_US |
dc.institutionauthor | Gültekin, Hakan | - |
dc.institutionauthor | Girici, Tolga | - |
dc.institutionauthor | Tavlı, Bülent | - |
dc.identifier.doi | 10.1109/TII.2017.2718666 | - |
dc.authorwosid | B-1130-2010 | - |
dc.authorscopusid | 8107426400 | - |
dc.authorscopusid | 24485519800 | - |
dc.authorscopusid | 55955366400 | - |
dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
dc.identifier.scopusquality | Q1 | - |
item.openairetype | Article | - |
item.languageiso639-1 | en | - |
item.grantfulltext | none | - |
item.fulltext | No Fulltext | - |
item.openairecristype | http://purl.org/coar/resource_type/c_18cf | - |
item.cerifentitytype | Publications | - |
crisitem.author.dept | 02.4. Department of Industrial Engineering | - |
crisitem.author.dept | 02.5. Department of Electrical and Electronics Engineering | - |
Appears in Collections: | Elektrik ve Elektronik Mühendisliği Bölümü / Department of Electrical & Electronics Engineering Endüstri Mühendisliği Bölümü / Department of Industrial Engineering Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection |
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