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Privacy Impact on Generalized Nash Equilibrium in Peer-to-Peer Electricity Market
- Source :
- Operations Research Letters, Operations Research Letters, 2021, 49, pp.759-766. ⟨10.1016/j.orl.2021.08.001⟩, Operations Research Letters, Elsevier, 2021, 49, pp.759-766
- Publication Year :
- 2021
- Publisher :
- HAL CCSD, 2021.
-
Abstract
- International audience; We consider a peer-to-peer electricity market, where agents hold private information that they might not want to share. The problem is modeled as a noncooperative communication game, which takes the form of a Generalized Nash Equilibrium Problem, where the agents determine their randomized reports to share with the other market players, while anticipating the form of the peer-to-peer market equilibrium. In the noncooperative game, each agent decides on the deterministic and random parts of the report, such that (a) the distance between the deterministic part of the report and the truthful private information is bounded and (b) the expectation of the privacy loss random variable is bounded. This allows each agent to change her privacy level. We characterize the equilibrium of the game, prove the uniqueness of the Variational Equilibria and provide a closed form expression of the privacy price. In addition, we provide a closed form expression to measure the impact of the privacy preservation caused by inclusion of random noise and deterministic deviation from agents' true values. Numerical illustrations are presented on the 14-bus IEEE network.
- Subjects :
- TheoryofComputation_MISCELLANEOUS
FOS: Computer and information sciences
0209 industrial biotechnology
Computer Science::Computer Science and Game Theory
Computer science
020209 energy
Peer-to-peer market
02 engineering and technology
Management Science and Operations Research
Peer-to-peer
computer.software_genre
Industrial and Manufacturing Engineering
020901 industrial engineering & automation
Computer Science - Computer Science and Game Theory
0202 electrical engineering, electronic engineering, information engineering
FOS: Mathematics
Generalized nash equilibrium
Electricity market
Communication game
Uniqueness
Private information retrieval
Mathematics - Optimization and Control
Variational equilibrium
[INFO.INFO-GT]Computer Science [cs]/Computer Science and Game Theory [cs.GT]
Applied Mathematics
Generalized Nash equilibrium
Optimization and Control (math.OC)
Privacy
Bounded function
[MATH.MATH-OC]Mathematics [math]/Optimization and Control [math.OC]
Closed-form expression
computer
Random variable
Mathematical economics
Software
Computer Science and Game Theory (cs.GT)
Subjects
Details
- Language :
- English
- ISSN :
- 01676377 and 18727468
- Database :
- OpenAIRE
- Journal :
- Operations Research Letters, Operations Research Letters, 2021, 49, pp.759-766. ⟨10.1016/j.orl.2021.08.001⟩, Operations Research Letters, Elsevier, 2021, 49, pp.759-766
- Accession number :
- edsair.doi.dedup.....28e375bd6a388de3da7d48a77259ec71
- Full Text :
- https://doi.org/10.1016/j.orl.2021.08.001⟩