Abstract:
Encrypted data aggregation is an effective approach to preserve power consumption data confidentiality as well as reduce communication overhead in smart grids. As the cor...Show MoreMetadata
Abstract:
Encrypted data aggregation is an effective approach to preserve power consumption data confidentiality as well as reduce communication overhead in smart grids. As the core component of smart grids, smart meters periodically report encrypted multidimensional data to an aggregator gateway. However, heavy computation and communication overhead may hinder the wide applications of smart meters. Besides, once the secret key is leaked, encrypted data will be broken, thereby violating users’ privacy. In this article, we present a lightweight multidimensional encryption data aggregation (MD-EDA) scheme, enabling a grid control center to retrieve fine-grain aggregated data in a confidential way. In particular, each fog node is installed at the edge of networks, playing the role of aggregator gateway for data verification and aggregation in the same grid area. MD-EDA prevents adversaries from extracting valuable data even if the secret key is compromised. MD-EDA exploits Shamir secret-sharing technique to achieve transmission fault tolerance mechanism from smart meters to a corresponding fog node. The performance evaluation demonstrates the lightweight computation advantages of MD-EDA in the deployment of fog-assisted smart grids.
Published in: IEEE Systems Journal ( Volume: 16, Issue: 4, December 2022)
Funding Agency:
School of Computer Science, Research Center for Cyber Security, Southwest Petroleum University, Chengdu, China
School of Cyber Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
Xiaojun Zhang received the Ph.D. degree in information security from the University of Electronic Science Technology of China, Chengdu, China, in 2015.
He was a Postdoctoral Fellow with the University of Electronic Science Technology of China from 2016 to 2019, Research Scholar with the School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore, from 2018 to 2019, and Postdoctoral Fellow with...Show More
Xiaojun Zhang received the Ph.D. degree in information security from the University of Electronic Science Technology of China, Chengdu, China, in 2015.
He was a Postdoctoral Fellow with the University of Electronic Science Technology of China from 2016 to 2019, Research Scholar with the School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore, from 2018 to 2019, and Postdoctoral Fellow with...View more
School of Computer Science, Research Center for Cyber Security, Southwest Petroleum University, Chengdu, China
Wei Tang received the B.E. degree in information management and information system from Southwest Petroleum University, Chengdu, China, in 2020, where he is currently working toward the graduation in computer science and technology with the School of Computer Science.
His research interests include cryptography, privacy data aggregation, and federated learning.
Wei Tang received the B.E. degree in information management and information system from Southwest Petroleum University, Chengdu, China, in 2020, where he is currently working toward the graduation in computer science and technology with the School of Computer Science.
His research interests include cryptography, privacy data aggregation, and federated learning.View more
School of Cyber Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
Dawu Gu received the B.S. degree in applied mathematics, and the M.S. and Ph.D. degrees in cryptography from the Xidian University of China, Xi’an, China, in 1992, 1995, and 1998, respectively.
He is currently a Full Professor with the School of Cyber Science and Engineering, Shanghai Jiao Tong University (SJTU), where he leads the Laboratory of Cryptology and Computer Security (LoCCS). His research interests include crypt...Show More
Dawu Gu received the B.S. degree in applied mathematics, and the M.S. and Ph.D. degrees in cryptography from the Xidian University of China, Xi’an, China, in 1992, 1995, and 1998, respectively.
He is currently a Full Professor with the School of Cyber Science and Engineering, Shanghai Jiao Tong University (SJTU), where he leads the Laboratory of Cryptology and Computer Security (LoCCS). His research interests include crypt...View more
School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
Yuan Zhang received the B.Sc. degree in information security and the Ph.D. degree in computer science and technology from the University of Electronic Science Technology of China, Chengdu, China, in 2013 and 2019, respectively.
He was a visiting Ph.D. student from 2017 to 2019 with BBCR Lab, Department of ECE, University of Waterloo, ON, Canada.
He is currently an Associate Professor with the School of Computer Science and ...Show More
Yuan Zhang received the B.Sc. degree in information security and the Ph.D. degree in computer science and technology from the University of Electronic Science Technology of China, Chengdu, China, in 2013 and 2019, respectively.
He was a visiting Ph.D. student from 2017 to 2019 with BBCR Lab, Department of ECE, University of Waterloo, ON, Canada.
He is currently an Associate Professor with the School of Computer Science and ...View more
School of Computer Science, Research Center for Cyber Security, Southwest Petroleum University, Chengdu, China
Jingting Xue received the B.Sc. degree in information security and the Ph.D. degree in cyber security from the University of Electronic Science Technology of China, Chengdu, China, in 2014 and 2020, respectively.
She was a visiting Ph.D. student with Nanyang Technological University, Singapore, in 2019.
She is currently a Lecturer with the School of Computer Science, Southwest Petroleum University, Chengdu, China. Her resea...Show More
Jingting Xue received the B.Sc. degree in information security and the Ph.D. degree in cyber security from the University of Electronic Science Technology of China, Chengdu, China, in 2014 and 2020, respectively.
She was a visiting Ph.D. student with Nanyang Technological University, Singapore, in 2019.
She is currently a Lecturer with the School of Computer Science, Southwest Petroleum University, Chengdu, China. Her resea...View more
School of Computer Science, Research Center for Cyber Security, Southwest Petroleum University, Chengdu, China
Xing Wang is currently working toward the graduation in computer science and technology with the School of Computer Science, Southwest Petroleum University, Chengdu, China.
His research interests include cryptography, searchable encryption, and privacy data auditing.
Xing Wang is currently working toward the graduation in computer science and technology with the School of Computer Science, Southwest Petroleum University, Chengdu, China.
His research interests include cryptography, searchable encryption, and privacy data auditing.View more
Contents School of Computer Science, Research Center for Cyber Security, Southwest Petroleum University, Chengdu, China
School of Cyber Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
Xiaojun Zhang received the Ph.D. degree in information security from the University of Electronic Science Technology of China, Chengdu, China, in 2015.
He was a Postdoctoral Fellow with the University of Electronic Science Technology of China from 2016 to 2019, Research Scholar with the School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore, from 2018 to 2019, and Postdoctoral Fellow with the School of Cyber Science and Engineering, Shanghai Jiao Tong University, China, in 2020.
He is currently an Associate Professor with the School of Computer Science, Southwest Petroleum University, Chengdu, China. His research interests include applied cryptography, and the security and privacy for smart grids.
Xiaojun Zhang received the Ph.D. degree in information security from the University of Electronic Science Technology of China, Chengdu, China, in 2015.
He was a Postdoctoral Fellow with the University of Electronic Science Technology of China from 2016 to 2019, Research Scholar with the School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore, from 2018 to 2019, and Postdoctoral Fellow with the School of Cyber Science and Engineering, Shanghai Jiao Tong University, China, in 2020.
He is currently an Associate Professor with the School of Computer Science, Southwest Petroleum University, Chengdu, China. His research interests include applied cryptography, and the security and privacy for smart grids.View more
School of Computer Science, Research Center for Cyber Security, Southwest Petroleum University, Chengdu, China
Wei Tang received the B.E. degree in information management and information system from Southwest Petroleum University, Chengdu, China, in 2020, where he is currently working toward the graduation in computer science and technology with the School of Computer Science.
His research interests include cryptography, privacy data aggregation, and federated learning.
Wei Tang received the B.E. degree in information management and information system from Southwest Petroleum University, Chengdu, China, in 2020, where he is currently working toward the graduation in computer science and technology with the School of Computer Science.
His research interests include cryptography, privacy data aggregation, and federated learning.View more
School of Cyber Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
Dawu Gu received the B.S. degree in applied mathematics, and the M.S. and Ph.D. degrees in cryptography from the Xidian University of China, Xi’an, China, in 1992, 1995, and 1998, respectively.
He is currently a Full Professor with the School of Cyber Science and Engineering, Shanghai Jiao Tong University (SJTU), where he leads the Laboratory of Cryptology and Computer Security (LoCCS). His research interests include cryptography, side channel attack, and software security.
Dawu Gu received the B.S. degree in applied mathematics, and the M.S. and Ph.D. degrees in cryptography from the Xidian University of China, Xi’an, China, in 1992, 1995, and 1998, respectively.
He is currently a Full Professor with the School of Cyber Science and Engineering, Shanghai Jiao Tong University (SJTU), where he leads the Laboratory of Cryptology and Computer Security (LoCCS). His research interests include cryptography, side channel attack, and software security.View more
School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
Yuan Zhang received the B.Sc. degree in information security and the Ph.D. degree in computer science and technology from the University of Electronic Science Technology of China, Chengdu, China, in 2013 and 2019, respectively.
He was a visiting Ph.D. student from 2017 to 2019 with BBCR Lab, Department of ECE, University of Waterloo, ON, Canada.
He is currently an Associate Professor with the School of Computer Science and Engineering, UESTC. His research interests include applied cryptography, data security, and blockchain technology.
Yuan Zhang received the B.Sc. degree in information security and the Ph.D. degree in computer science and technology from the University of Electronic Science Technology of China, Chengdu, China, in 2013 and 2019, respectively.
He was a visiting Ph.D. student from 2017 to 2019 with BBCR Lab, Department of ECE, University of Waterloo, ON, Canada.
He is currently an Associate Professor with the School of Computer Science and Engineering, UESTC. His research interests include applied cryptography, data security, and blockchain technology.View more
School of Computer Science, Research Center for Cyber Security, Southwest Petroleum University, Chengdu, China
Jingting Xue received the B.Sc. degree in information security and the Ph.D. degree in cyber security from the University of Electronic Science Technology of China, Chengdu, China, in 2014 and 2020, respectively.
She was a visiting Ph.D. student with Nanyang Technological University, Singapore, in 2019.
She is currently a Lecturer with the School of Computer Science, Southwest Petroleum University, Chengdu, China. Her research interests include applied cryptography, cloud storage, and blockchain technology.
Jingting Xue received the B.Sc. degree in information security and the Ph.D. degree in cyber security from the University of Electronic Science Technology of China, Chengdu, China, in 2014 and 2020, respectively.
She was a visiting Ph.D. student with Nanyang Technological University, Singapore, in 2019.
She is currently a Lecturer with the School of Computer Science, Southwest Petroleum University, Chengdu, China. Her research interests include applied cryptography, cloud storage, and blockchain technology.View more
School of Computer Science, Research Center for Cyber Security, Southwest Petroleum University, Chengdu, China
Xing Wang is currently working toward the graduation in computer science and technology with the School of Computer Science, Southwest Petroleum University, Chengdu, China.
His research interests include cryptography, searchable encryption, and privacy data auditing.
Xing Wang is currently working toward the graduation in computer science and technology with the School of Computer Science, Southwest Petroleum University, Chengdu, China.
His research interests include cryptography, searchable encryption, and privacy data auditing.View more
