Title :
Energy Pricing and Dispatch for Smart Grid Retailers Under Demand Response and Market Price Uncertainty
Author :
Wei Wei ; Feng Liu ; Shengwei Mei
Author_Institution :
Dept. of Electr. Eng., Tsinghua Univ., Beijing, China
Abstract :
This paper proposes a two-stage two-level model for the energy pricing and dispatch problem faced by a smart grid retailer who plays the role of an intermediary agent between a wholesale energy market and end consumers. Demand response of consumers with respect to the retail price is characterized by a Stackelberg game in the first stage, thus the first stage has two levels. A risk-aversive energy dispatch accounting for market price uncertainty is modeled by a linear robust optimization with objective uncertainty in the second stage. The proposed model is transformed to a mixed integer linear program (MILP) by jointly using the Karush-Kuhn-Tucker (KKT) condition, the disjunctive constraints, and the duality theory. We propose a heuristic method to select the parameter in disjunctive constraints based on the interpretation of Lagrange multipliers. Moreover, we suggest solving an additional linear program (LP) to acquire a possible enhanced bidding strategy that guarantees a Pareto improvement on the retailer´s profit over the entire uncertainty set. Case studies demonstrate the proposed model and method is valid.
Keywords :
Pareto optimisation; demand side management; duality (mathematics); game theory; integer programming; linear programming; power generation dispatch; power generation economics; power markets; pricing; retailing; smart power grids; KKT condition; Karush-Kuhn-Tucker condition; Lagrange multipliers; MILP; Pareto improvement; Stackelberg game; bidding strategy; consumer demand response; disjunctive constraint; disjunctive constraints; duality theory; end consumer; energy pricing; heuristic method; linear robust optimization; market price uncertainty; mixed integer linear program; objective uncertainty; retail price; retailer profit; risk aversive energy dispatch; smart grid retailer; two-stage two level model; wholesale energy market; Electricity; Games; Mathematical model; Pricing; Smart grids; Uncertainty; Vectors; Demand response (DR); Stackelberg game; pricing; robust optimization (RO); smart grid; uncertainty;
Journal_Title :
Smart Grid, IEEE Transactions on
DOI :
10.1109/TSG.2014.2376522