Demand Response Recommendation Scheme with Privacy Protection for Users in Smart Grid
DOI: 10.23977/cpcs.2022.060107 | Downloads: 8 | Views: 702
Author(s)
Shaomin Zhang 1, Xuechun Wang 1, Baoyi Wang 1
Affiliation(s)
1 School of Control and Computer Engineering, North China Electric Power University, China
Corresponding Author
Shaomin ZhangABSTRACT
In order to adapt to the randomness of new energy power generation, the diversity of residential electricity consumption behavior and the reform of the power trading system, it is necessary to improve the real-time demand response and the information interaction between the power grid and users. This paper firstly applies cluster analysis in the field of demand response to distinguish user groups with different electricity consumption characteristics, and then evaluates the potential of different user groups to participate in demand response, and uses group recommender system strategy to make corresponding recommendations. In addition, considering that a large amount of user historical data needs to be collected in the group recommender system to realize the recommendation for user groups, there may be the risk of leaking user privacy. This paper proposes a privacy protection demand response group based on implicit feedback. The recommendation model realizes the privacy protection of users in the group during the recommendation process.
KEYWORDS
smart grid,demand response,privacy protection,group recommender systemCITE THIS PAPER
Shaomin Zhang, Xuechun Wang and Baoyi Wang, Demand Response Recommendation Scheme with Privacy Protection for Users in Smart Grid. Computing, Performance and Communication Systems (2022) Vol. 6: 45-50. DOI: http://dx.doi.org/10.23977/cpcs.2022.060107.
REFERENCES
[1]Bhattarai B P ,M Lévesque, Bak-Jensen B ,et al. Design and Co-simulation of Hierarchical Architecture for Demand Response Control and Coordination[J].IEEE Transactions on Industrial Informatics, 2017, 13(4):1806-1816.
[2]B.Sharma, N.Gupta, K.R.Niazi, A.Swarnkar and S.Vashisth. Demand Response in the Global Arena: Challenges and Future Trends[J].2019 8th International Conference on Power Systems (ICPS), 2019, pp.1-5.
[3]D Li, Sun H , Chiu W Y , et al.Multiobjective Optimization for Demand Side Management in Smart Grid[J].IEEE Transactions on Industrial Informatics, 2018:1-1.
[4]Dara S , Chowdary C R , Kumar C .A survey on group recommender systems[J].Journal of Intelligent Information Systems, 2019.
[5]Choudhary N,Bharadwaj K K .Preference-Oriented Group Recommender System: SIGMA 2018, Volume 1[M].2019.
[6]D.Yang, B.Qu, and P.Cudré-Mauroux. Privacy-preserving social media data publishing for personalized ranking-based recommendation[J].IEEE Transactions on Knowledge and Data Engineering, vol.31, no.3, pp.507-520, 2019.
[7]C.Xu, J.Wang, L.Zhu, C.Zhang, and K.Sharif. Ppmr: a privacy-preserving online medical service recommendation scheme in ehealthcare system[J]. IEEE Internet of Things Journal, vol.6, no.3, pp.5665-5673, 2019.
[8]He Y,Zhang K,Wang H,et al.Impact factor-based group recommender system scheme with privacy preservation in MSNs[C] IEEE International Conference on Communications ( ICC),2017:1-6.
[9]Wang Hai-yan,Lu Jin-xiang.Personalized privacy protection method for group recommendation[J].Journal on Communications, 2019,40-(9) :106-115.
[10]H.Shin, S.Kim, J.Shin, and X.Xiao. Privacy enhanced matrix factorization for recommendation with local differential privacy[J].IEEE Transactions on Knowledge and Data Engineering, vol.30, no.9, pp.1770-1782, 2018.
Downloads: | 1915 |
---|---|
Visits: | 97889 |
Sponsors, Associates, and Links
-
Power Systems Computation
-
Internet of Things (IoT) and Engineering Applications
-
Journal of Artificial Intelligence Practice
-
Advances in Computer, Signals and Systems
-
Journal of Network Computing and Applications
-
Journal of Web Systems and Applications
-
Journal of Electrotechnology, Electrical Engineering and Management
-
Journal of Wireless Sensors and Sensor Networks
-
Journal of Image Processing Theory and Applications
-
Mobile Computing and Networking
-
Vehicle Power and Propulsion
-
Frontiers in Computer Vision and Pattern Recognition
-
Knowledge Discovery and Data Mining Letters
-
Big Data Analysis and Cloud Computing
-
Electrical Insulation and Dielectrics
-
Crypto and Information Security
-
Journal of Neural Information Processing
-
Collaborative and Social Computing
-
International Journal of Network and Communication Technology
-
File and Storage Technologies
-
Frontiers in Genetic and Evolutionary Computation
-
Optical Network Design and Modeling
-
Journal of Virtual Reality and Artificial Intelligence
-
Natural Language Processing and Speech Recognition
-
Journal of High-Voltage
-
Programming Languages and Operating Systems
-
Visual Communications and Image Processing
-
Journal of Systems Analysis and Integration
-
Knowledge Representation and Automated Reasoning
-
Review of Information Display Techniques
-
Data and Knowledge Engineering
-
Journal of Database Systems
-
Journal of Cluster and Grid Computing
-
Cloud and Service-Oriented Computing
-
Journal of Networking, Architecture and Storage
-
Journal of Software Engineering and Metrics
-
Visualization Techniques
-
Journal of Parallel and Distributed Processing
-
Journal of Modeling, Analysis and Simulation
-
Journal of Privacy, Trust and Security
-
Journal of Cognitive Informatics and Cognitive Computing
-
Lecture Notes on Wireless Networks and Communications
-
International Journal of Computer and Communications Security
-
Journal of Multimedia Techniques
-
Automation and Machine Learning
-
Computational Linguistics Letters
-
Journal of Computer Architecture and Design
-
Journal of Ubiquitous and Future Networks