Robust Optimization for Transmission Expansion Planning: Minimax Cost vs. Minimax Regret

Due to the long planning horizon, transmission expansion planning is typically subjected to a lot of uncertainties including load growth, renewable energy penetration, policy changes, etc. In addition, deregulation of the power industry and pressure from climate change introduced new sources of uncertainties on the generation side of the system. Generation expansion and retirement become highly uncertain as well. Some of the uncertainties do not have probability distributions, making it difficult to use stochastic programming. Techniques like robust optimization that do not require a probability distribution became desirable. To address these challenges, we study two optimization criteria for the transmission expansion planning problem under the robust optimization paradigm, where the maximum cost and maximum regret of the expansion plan over all uncertainties are minimized, respectively. With these models, our objective is to make planning decisions that are robust against all scenarios. We use a two-layer algorithm to solve the resulting tri-level optimization problems. Then, in our case studies, we compare the performance of the minimax cost approach and the minimax regret approach under different characterizations of uncertainties.

[1]  Jonathan F. Bard,et al.  The Mixed Integer Linear Bilevel Programming Problem , 1990, Oper. Res..

[2]  Laurent El Ghaoui,et al.  Robust Solutions to Least-Squares Problems with Uncertain Data , 1997, SIAM J. Matrix Anal. Appl..

[3]  Arkadi Nemirovski,et al.  Robust solutions of uncertain linear programs , 1999, Oper. Res. Lett..

[4]  J. W. Feltes,et al.  Deregulation, privatization, and competition: transmission planning under uncertainty , 1999 .

[5]  Melvyn Sim,et al.  Robust discrete optimization and network flows , 2003, Math. Program..

[6]  Melvyn Sim,et al.  The Price of Robustness , 2004, Oper. Res..

[7]  M. Shahidehpour,et al.  Market-based transmission expansion planning , 2004, IEEE Transactions on Power Systems.

[8]  V. Quintana,et al.  Generation and Transmission Expansion Under Risk Using Stochastic Programming , 2007, IEEE Transactions on Power Systems.

[9]  Jing Hu,et al.  On the Global Solution of Linear Programs with Linear Complementarity Constraints , 2008, SIAM J. Optim..

[10]  P. Jirutitijaroen,et al.  Reliability Constrained Multi-Area Adequacy Planning Using Stochastic Programming With Sample-Average Approximations , 2008, IEEE Transactions on Power Systems.

[11]  A. Conejo,et al.  A Bilevel Approach to Transmission Expansion Planning Within a Market Environment , 2009, IEEE Transactions on Power Systems.

[12]  M. Shahidehpour,et al.  Market-Based Generation and Transmission Planning With Uncertainties , 2009, IEEE Transactions on Power Systems.

[13]  J. Arroyo,et al.  A Risk-Based Approach for Transmission Network Expansion Planning Under Deliberate Outages , 2010, IEEE Transactions on Power Systems.

[14]  David L. Woodruff,et al.  Long Term Resource Planning for Electric Power Systems Under Uncertainty , 2011 .

[15]  Shan Jin,et al.  Capacity Expansion in the Integrated Supply Network for an Electricity Market , 2011, IEEE Transactions on Power Systems.

[16]  Majid Oloomi Buygi,et al.  A Scenario-Based Multi-Objective Model for Multi-Stage Transmission Expansion Planning , 2011, IEEE Transactions on Power Systems.

[17]  J. M. Arroyo,et al.  Contingency-Constrained Unit Commitment With $n - K$ Security Criterion: A Robust Optimization Approach , 2011, IEEE Transactions on Power Systems.

[18]  James E. Price,et al.  Reduced network modeling of WECC as a market design prototype , 2011, 2011 IEEE Power and Energy Society General Meeting.

[19]  Ruiwei Jiang,et al.  Robust Unit Commitment With Wind Power and Pumped Storage Hydro , 2012, IEEE Transactions on Power Systems.

[20]  Long Zhao,et al.  Robust unit commitment problem with demand response and wind energy , 2012, 2012 IEEE Power and Energy Society General Meeting.

[21]  Long Zhao,et al.  Solving two-stage robust optimization problems using a column-and-constraint generation method , 2013, Oper. Res. Lett..

[22]  R. A. Jabr,et al.  Robust Transmission Network Expansion Planning With Uncertain Renewable Generation and Loads , 2013, IEEE Transactions on Power Systems.

[23]  Yongpei Guan,et al.  Two-Stage Minimax Regret Robust Unit Commitment , 2013, IEEE Transactions on Power Systems.

[24]  Xu Andy Sun,et al.  Adaptive Robust Optimization for the Security Constrained Unit Commitment Problem , 2013, IEEE Transactions on Power Systems.

[25]  Pan Xu,et al.  An exact algorithm for the bilevel mixed integer linear programming problem under three simplifying assumptions , 2014, Comput. Oper. Res..