EPDA: Efficient and Privacy-Preserving Data Collection and Access Control Scheme for Multi-Recipient AMI Networks
<p dir="ltr">Advanced metering infrastructure (AMI) networks allow the data collection of consumers' fine-grained power consumption data (PCD) to perform real-time monitoring and energy management. However, PCD can leak sensitive information about consumers' activities. Var...
محفوظ في:
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| مؤلفون آخرون: | , , |
| منشور في: |
2019
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| _version_ | 1864513561140658176 |
|---|---|
| author | Ahmad Alsharif (16855461) |
| author2 | Mahmoud Nabil (16855464) Mohamed M. E. A. Mahmoud (16855467) Mohamed Abdallah (3073191) |
| author2_role | author author author |
| author_facet | Ahmad Alsharif (16855461) Mahmoud Nabil (16855464) Mohamed M. E. A. Mahmoud (16855467) Mohamed Abdallah (3073191) |
| author_role | author |
| dc.creator.none.fl_str_mv | Ahmad Alsharif (16855461) Mahmoud Nabil (16855464) Mohamed M. E. A. Mahmoud (16855467) Mohamed Abdallah (3073191) |
| dc.date.none.fl_str_mv | 2019-03-13T00:00:00Z |
| dc.identifier.none.fl_str_mv | 10.1109/access.2019.2900934 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/journal_contribution/EPDA_Efficient_and_Privacy-Preserving_Data_Collection_and_Access_Control_Scheme_for_Multi-Recipient_AMI_Networks/23994846 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Information and computing sciences Cybersecurity and privacy Data management and data science Distributed computing and systems software Access control Privacy Data aggregation Encryption Data privacy Smart grid AMI networks Privacy preservation Proxy re-encryption Fine-grained access control |
| dc.title.none.fl_str_mv | EPDA: Efficient and Privacy-Preserving Data Collection and Access Control Scheme for Multi-Recipient AMI Networks |
| dc.type.none.fl_str_mv | Text Journal contribution info:eu-repo/semantics/publishedVersion text contribution to journal |
| description | <p dir="ltr">Advanced metering infrastructure (AMI) networks allow the data collection of consumers' fine-grained power consumption data (PCD) to perform real-time monitoring and energy management. However, PCD can leak sensitive information about consumers' activities. Various privacy-preserving data collection schemes have been proposed for AMI networks to allow the collection of an aggregated PCD to preserve consumers' privacy. However, most of these schemes are designed for single-recipient AMI networks and cannot be used efficiently for multi-recipient AMI networks in which several entities should have access to the aggregated PCD of different sets of users for legitimate uses. In this paper, we propose an efficient and privacy-preserving data collection and access control scheme for multi-recipient AMI networks named EPDA. We developed a novel proxy re-encryption scheme that allows data aggregation before re-encryption and can allow either full or partial access to the aggregated data after re-encryption as needed. The proposed scheme can be used for fine-grained access control for multi-recipient AMI networks in which each recipient can access only the data intended to it. The EPDA uses lightweight operations in encryption, aggregation, and decryption which result in low computation and communication overheads. Our security analysis demonstrates that the EPDA is secure, can resist collusion attacks and hide customers' distribution which is needed for a fair electricity trade market. Our experimental results confirm that the EPDA has improved performance for the computational cost at each entity in the AMI network and low communication overhead.</p><h2>Other Information</h2><p dir="ltr">Published in: IEEE Access<br>License: <a href="https://creativecommons.org/licenses/by/4.0/legalcode" 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.2019.2900934" target="_blank">https://dx.doi.org/10.1109/access.2019.2900934</a></p> |
| eu_rights_str_mv | openAccess |
| id | Manara2_f283ec8cfd64f784fd70236e2ff50a3c |
| identifier_str_mv | 10.1109/access.2019.2900934 |
| network_acronym_str | Manara2 |
| network_name_str | Manara2 |
| oai_identifier_str | oai:figshare.com:article/23994846 |
| publishDate | 2019 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | EPDA: Efficient and Privacy-Preserving Data Collection and Access Control Scheme for Multi-Recipient AMI NetworksAhmad Alsharif (16855461)Mahmoud Nabil (16855464)Mohamed M. E. A. Mahmoud (16855467)Mohamed Abdallah (3073191)Information and computing sciencesCybersecurity and privacyData management and data scienceDistributed computing and systems softwareAccess controlPrivacyData aggregationEncryptionData privacySmart gridAMI networksPrivacy preservationProxy re-encryptionFine-grained access control<p dir="ltr">Advanced metering infrastructure (AMI) networks allow the data collection of consumers' fine-grained power consumption data (PCD) to perform real-time monitoring and energy management. However, PCD can leak sensitive information about consumers' activities. Various privacy-preserving data collection schemes have been proposed for AMI networks to allow the collection of an aggregated PCD to preserve consumers' privacy. However, most of these schemes are designed for single-recipient AMI networks and cannot be used efficiently for multi-recipient AMI networks in which several entities should have access to the aggregated PCD of different sets of users for legitimate uses. In this paper, we propose an efficient and privacy-preserving data collection and access control scheme for multi-recipient AMI networks named EPDA. We developed a novel proxy re-encryption scheme that allows data aggregation before re-encryption and can allow either full or partial access to the aggregated data after re-encryption as needed. The proposed scheme can be used for fine-grained access control for multi-recipient AMI networks in which each recipient can access only the data intended to it. The EPDA uses lightweight operations in encryption, aggregation, and decryption which result in low computation and communication overheads. Our security analysis demonstrates that the EPDA is secure, can resist collusion attacks and hide customers' distribution which is needed for a fair electricity trade market. Our experimental results confirm that the EPDA has improved performance for the computational cost at each entity in the AMI network and low communication overhead.</p><h2>Other Information</h2><p dir="ltr">Published in: IEEE Access<br>License: <a href="https://creativecommons.org/licenses/by/4.0/legalcode" 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.2019.2900934" target="_blank">https://dx.doi.org/10.1109/access.2019.2900934</a></p>2019-03-13T00:00:00ZTextJournal contributioninfo:eu-repo/semantics/publishedVersiontextcontribution to journal10.1109/access.2019.2900934https://figshare.com/articles/journal_contribution/EPDA_Efficient_and_Privacy-Preserving_Data_Collection_and_Access_Control_Scheme_for_Multi-Recipient_AMI_Networks/23994846CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/239948462019-03-13T00:00:00Z |
| spellingShingle | EPDA: Efficient and Privacy-Preserving Data Collection and Access Control Scheme for Multi-Recipient AMI Networks Ahmad Alsharif (16855461) Information and computing sciences Cybersecurity and privacy Data management and data science Distributed computing and systems software Access control Privacy Data aggregation Encryption Data privacy Smart grid AMI networks Privacy preservation Proxy re-encryption Fine-grained access control |
| status_str | publishedVersion |
| title | EPDA: Efficient and Privacy-Preserving Data Collection and Access Control Scheme for Multi-Recipient AMI Networks |
| title_full | EPDA: Efficient and Privacy-Preserving Data Collection and Access Control Scheme for Multi-Recipient AMI Networks |
| title_fullStr | EPDA: Efficient and Privacy-Preserving Data Collection and Access Control Scheme for Multi-Recipient AMI Networks |
| title_full_unstemmed | EPDA: Efficient and Privacy-Preserving Data Collection and Access Control Scheme for Multi-Recipient AMI Networks |
| title_short | EPDA: Efficient and Privacy-Preserving Data Collection and Access Control Scheme for Multi-Recipient AMI Networks |
| title_sort | EPDA: Efficient and Privacy-Preserving Data Collection and Access Control Scheme for Multi-Recipient AMI Networks |
| topic | Information and computing sciences Cybersecurity and privacy Data management and data science Distributed computing and systems software Access control Privacy Data aggregation Encryption Data privacy Smart grid AMI networks Privacy preservation Proxy re-encryption Fine-grained access control |