Analysis and Implementation of a Hourly Billing Mechanism for Demand Response Management
arXiv:1712.08622
Abstract
An important part of the Smart Grid literature on residential Demand Response deals with game-theoretic consumption models. Among those papers, the hourly billing model is of special interest as an intuitive and fair mechanism. We focus on this model and answer to several theoretical and practical questions. First, we prove the uniqueness of the consumption profile corresponding to the Nash equilibrium, and we analyze its efficiency by providing a bound on the Price of Anarchy. Next, we address the computational issue of the equilibrium profile by providing two algorithms: the cycling best response dynamics and a projected gradient descent method, and by giving an upper bound on their convergence rate to the equilibrium. Last, we simulate this demand response framework in a stochastic environment where the parameters depend on forecasts. We show numerically the relevance of an online demand response procedure, which reduces the impact of inaccurate forecasts.
arXiv comment11 pages, 3 figures, submitted to IEEE Transactions on Smart Grid
References in corpus (4)
- Autonomous Demand Side Management Based on Energy Consumption Scheduling and Instantaneous Load Billing: An Aggregative Game Approach
- Demand Response in the Smart Grid: the Impact of Consumers Temporal Preferences
- Demand Side Management in the Smart Grid: an Efficiency and Fairness Tradeoff
- On the Convergence Time of the Best Response Dynamics in Player-specific Congestion Games
Cited by in corpus (5)
- Fairness-Regularized DLMP-Based Bilevel Transactive Energy Mechanism in Distribution Systems
- DLMP-based Coordination Procedure for Decentralized Demand Response under Distribution Network Constraints
- An exact pricing algorithm for revenue maximization under the logit demand function
- Decomposed resolution of finite-state aggregative optimal control problems
- Efficient Estimation of Equilibria of Large Congestion Games with Heterogeneous Players