LPPDA: A Light-Weight Privacy-Preserving Data Aggregation Protocol for Smart Grids
<p dir="ltr">Smart meters are continuously being deployed in several countries as a step in the direction of modernizing the power grid. Smart meters allow for automatic electricity consumption reporting to energy providers to facilitate billing and demand-based power generation. How...
محفوظ في:
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| مؤلفون آخرون: | , , , |
| منشور في: |
2023
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| الموضوعات: | |
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إضافة وسم
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| _version_ | 1864513527418454016 |
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| author | Naheel Faisal Kamal (17983783) |
| author2 | Abdulla Khalid Al-Ali (17983786) Abdulaziz Al-Ali (16393288) Sertac Bayhan (16388511) Qutaibah M. Malluhi (14151912) |
| author2_role | author author author author |
| author_facet | Naheel Faisal Kamal (17983783) Abdulla Khalid Al-Ali (17983786) Abdulaziz Al-Ali (16393288) Sertac Bayhan (16388511) Qutaibah M. Malluhi (14151912) |
| author_role | author |
| dc.creator.none.fl_str_mv | Naheel Faisal Kamal (17983783) Abdulla Khalid Al-Ali (17983786) Abdulaziz Al-Ali (16393288) Sertac Bayhan (16388511) Qutaibah M. Malluhi (14151912) |
| dc.date.none.fl_str_mv | 2023-09-01T06:00:00Z |
| dc.identifier.none.fl_str_mv | 10.1109/access.2023.3311140 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/journal_contribution/LPPDA_A_Light-Weight_Privacy-Preserving_Data_Aggregation_Protocol_for_Smart_Grids/25239502 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Engineering Electrical engineering Electronics, sensors and digital hardware Materials engineering Smart meters Privacy Smart grids Meters Protocols Peer-to-peer computing Differential privacy Electric vehicle charging security smart meters |
| dc.title.none.fl_str_mv | LPPDA: A Light-Weight Privacy-Preserving Data Aggregation Protocol for Smart Grids |
| dc.type.none.fl_str_mv | Text Journal contribution info:eu-repo/semantics/publishedVersion text contribution to journal |
| description | <p dir="ltr">Smart meters are continuously being deployed in several countries as a step in the direction of modernizing the power grid. Smart meters allow for automatic electricity consumption reporting to energy providers to facilitate billing and demand-based power generation. However, research has shown that such high resolution reporting to suppliers can potentially be used to invade consumers’ privacy; by identifying and predicting their behavior based on their consumption readings. This work presents a new protocol to preserve users’ privacy while maintaining the benefits of smart grids. The proposed method utilizes different techniques like randomization, masking, and differential privacy to build the scheme. The proposed method is shown to be more efficient compared to previous work in terms of performance and communication overhead. The implementation, simulation, and analysis are performed on datasets of real smart meters readings of households and electric vehicle chargers.</p><h2>Other Information</h2><p dir="ltr">Published in: IEEE Access<br>License: <a href="https://creativecommons.org/licenses/by/4.0/" target="_blank">https://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1109/access.2023.3311140" target="_blank">https://dx.doi.org/10.1109/access.2023.3311140</a></p> |
| eu_rights_str_mv | openAccess |
| id | Manara2_54afb74af26b89aa018e9824cf199450 |
| identifier_str_mv | 10.1109/access.2023.3311140 |
| network_acronym_str | Manara2 |
| network_name_str | Manara2 |
| oai_identifier_str | oai:figshare.com:article/25239502 |
| publishDate | 2023 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | LPPDA: A Light-Weight Privacy-Preserving Data Aggregation Protocol for Smart GridsNaheel Faisal Kamal (17983783)Abdulla Khalid Al-Ali (17983786)Abdulaziz Al-Ali (16393288)Sertac Bayhan (16388511)Qutaibah M. Malluhi (14151912)EngineeringElectrical engineeringElectronics, sensors and digital hardwareMaterials engineeringSmart metersPrivacySmart gridsMetersProtocolsPeer-to-peer computingDifferential privacyElectric vehicle chargingsecuritysmart meters<p dir="ltr">Smart meters are continuously being deployed in several countries as a step in the direction of modernizing the power grid. Smart meters allow for automatic electricity consumption reporting to energy providers to facilitate billing and demand-based power generation. However, research has shown that such high resolution reporting to suppliers can potentially be used to invade consumers’ privacy; by identifying and predicting their behavior based on their consumption readings. This work presents a new protocol to preserve users’ privacy while maintaining the benefits of smart grids. The proposed method utilizes different techniques like randomization, masking, and differential privacy to build the scheme. The proposed method is shown to be more efficient compared to previous work in terms of performance and communication overhead. The implementation, simulation, and analysis are performed on datasets of real smart meters readings of households and electric vehicle chargers.</p><h2>Other Information</h2><p dir="ltr">Published in: IEEE Access<br>License: <a href="https://creativecommons.org/licenses/by/4.0/" target="_blank">https://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1109/access.2023.3311140" target="_blank">https://dx.doi.org/10.1109/access.2023.3311140</a></p>2023-09-01T06:00:00ZTextJournal contributioninfo:eu-repo/semantics/publishedVersiontextcontribution to journal10.1109/access.2023.3311140https://figshare.com/articles/journal_contribution/LPPDA_A_Light-Weight_Privacy-Preserving_Data_Aggregation_Protocol_for_Smart_Grids/25239502CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/252395022023-09-01T06:00:00Z |
| spellingShingle | LPPDA: A Light-Weight Privacy-Preserving Data Aggregation Protocol for Smart Grids Naheel Faisal Kamal (17983783) Engineering Electrical engineering Electronics, sensors and digital hardware Materials engineering Smart meters Privacy Smart grids Meters Protocols Peer-to-peer computing Differential privacy Electric vehicle charging security smart meters |
| status_str | publishedVersion |
| title | LPPDA: A Light-Weight Privacy-Preserving Data Aggregation Protocol for Smart Grids |
| title_full | LPPDA: A Light-Weight Privacy-Preserving Data Aggregation Protocol for Smart Grids |
| title_fullStr | LPPDA: A Light-Weight Privacy-Preserving Data Aggregation Protocol for Smart Grids |
| title_full_unstemmed | LPPDA: A Light-Weight Privacy-Preserving Data Aggregation Protocol for Smart Grids |
| title_short | LPPDA: A Light-Weight Privacy-Preserving Data Aggregation Protocol for Smart Grids |
| title_sort | LPPDA: A Light-Weight Privacy-Preserving Data Aggregation Protocol for Smart Grids |
| topic | Engineering Electrical engineering Electronics, sensors and digital hardware Materials engineering Smart meters Privacy Smart grids Meters Protocols Peer-to-peer computing Differential privacy Electric vehicle charging security smart meters |