Energy Pricing and Dispatch for Smart Grid Retailers Under Demand Response and Market Price Uncertainty

被引:289
作者
Wei, Wei [1 ]
Liu, Feng [1 ]
Mei, Shengwei [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
Demand response (DR); pricing; robust optimization (RO); smart grid; Stackelberg game; uncertainty; ROBUST OPTIMIZATION; MANAGEMENT; SCUC;
D O I
10.1109/TSG.2014.2376522
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:1364 / 1374
页数:11
相关论文
共 34 条
[1]  
[Anonymous], 2014, Integrating Renewables in Electricity Markets: Operational Problems
[2]   Leader-Follower Strategies for Energy Management of Multi-Microgrids [J].
Asimakopoulou, Georgia E. ;
Dimeas, Aris L. ;
Hatziargyriou, Nikos D. .
IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (04) :1909-1916
[3]   Strategic Offering for a Wind Power Producer [J].
Baringo, Luis ;
Conejo, Antonio J. .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (04) :4645-4654
[4]   Offering Strategy Via Robust Optimization [J].
Baringo, Luis ;
Conejo, Antonio J. .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2011, 26 (03) :1418-1425
[5]   The price of robustness [J].
Bertsimas, D ;
Sim, M .
OPERATIONS RESEARCH, 2004, 52 (01) :35-53
[6]   Real-Time Price-Based Demand Response Management for Residential Appliances via Stochastic Optimization and Robust Optimization [J].
Chen, Zhi ;
Wu, Lei ;
Fu, Yong .
IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (04) :1822-1831
[7]  
Falk J. E., 1973, Mathematical Programming, V5, P169, DOI 10.1007/BF01580119
[8]   Network-Constrained Day-Ahead Auction for Consumer Payment Minimization [J].
Fernandez-Blanco, Ricardo ;
Arroyo, Jose M. ;
Alguacil, Natalia .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2014, 29 (02) :526-536
[9]   Demand response models with correlated price data: A robust optimization approach [J].
Ferreira, R. S. ;
Barroso, L. A. ;
Carvalho, M. M. .
APPLIED ENERGY, 2012, 96 :133-149
[10]   Engineering and economic applications of complementarity problems [J].
Ferris, MC ;
Pang, JS .
SIAM REVIEW, 1997, 39 (04) :669-713