Multi-Stage Robust Dynamic Unit Commitment Based on Pre-Extended -Fast Robust Dual Dynamic Programming

To naturally characterize the long-time sequence coupled equipment such as energy storage systems (ESS) and to enforce the non-anticipativity of dispatch decisions under uncertain renewable energy, a multi-stage robust dynamic unit commitment (MRDUC) model is proposed in this paper. MRDUC transforms the multi-stage robust unit commitment into a dynamic programming form, which is the first attempt to combine day-ahead optimization with intra-day multi-stage robust dynamic dispatch. The unit commitment problem is solved in the pre-stage, and a simulation of intra-day multi-stage economic dispatch is done thereafter, which further refines the UC decision in an iterative way. A pre-extended -fast robust dual dynamic programming (PE-FRDDP) method is proposed to efficiently solve the MRDUC problem, which simultaneously optimizes the day-ahead UC and the intra-day decision policies. Case studies on the modified IEEE 6-Bus and 4 large-scale systems from 300 to 1888 buses demonstrate the effectiveness of the proposed model and the solution methodology.

[1]  Chuangxin Guo,et al.  Enhancing the Flexibility of Storage Integrated Power System by Multi-Stage Robust Dispatch , 2021, IEEE Transactions on Power Systems.

[2]  Zhe Chen,et al.  Fully Distributed Robust Reserve Scheduling for Coupled Transmission and Distribution Systems , 2021, IEEE Transactions on Power Systems.

[3]  Mengshi Li,et al.  Mean-tracking model based stochastic economic dispatch for power systems with high penetration of wind power , 2020 .

[4]  Luiz Carlos da Costa,et al.  Reliability-Constrained Power System Expansion Planning: A Stochastic Risk-Averse Optimization Approach , 2019, IEEE Transactions on Power Systems.

[5]  M. Ferris,et al.  The Power Grid Library for Benchmarking AC Optimal Power Flow Algorithms , 2019, ArXiv.

[6]  Shabbir Ahmed,et al.  Multistage Stochastic Unit Commitment Using Stochastic Dual Dynamic Integer Programming , 2019, IEEE Transactions on Power Systems.

[7]  Shengjun Huang,et al.  Multistage robust energy management for microgrids considering uncertainty , 2019, IET Generation, Transmission & Distribution.

[8]  Angelos Georghiou,et al.  Robust Dual Dynamic Programming , 2019, Oper. Res..

[9]  Takayuki Ishizaki,et al.  Box-Based Temporal Decomposition of Multi-Period Economic Dispatch for Two-Stage Robust Unit Commitment , 2019, IEEE Transactions on Power Systems.

[10]  Xiaoqing Bai,et al.  Wasserstein Metric Based Distributionally Robust Approximate Framework for Unit Commitment , 2019, IEEE Transactions on Power Systems.

[11]  Arild Helseth,et al.  Optimal Hydropower Maintenance Scheduling in Liberalized Markets , 2018, IEEE Transactions on Power Systems.

[12]  Behnam Mohammadi-Ivatloo,et al.  Look-ahead risk-constrained scheduling of wind power integrated system with compressed air energy storage (CAES) plant , 2018, Energy.

[13]  G. A. Hanasusanto,et al.  Improved Decision Rule Approximations for Multi-Stage Robust Optimization via Copositive Programming , 2018, 1808.06231.

[14]  Anthony Papavasiliou,et al.  Application of Stochastic Dual Dynamic Programming to the Real-Time Dispatch of Storage Under Renewable Supply Uncertainty , 2018, IEEE Transactions on Sustainable Energy.

[15]  Jian Xu,et al.  Look-Ahead Economic Dispatch With Adjustable Confidence Interval Based on a Truncated Versatile Distribution Model for Wind Power , 2018, IEEE Transactions on Power Systems.

[16]  Ming Yang,et al.  Flexible Look-Ahead Dispatch Realized by Robust Optimization Considering CVaR of Wind Power , 2018, IEEE Transactions on Power Systems.

[17]  Vineet Goyal,et al.  A tractable approach for designing piecewise affine policies in two-stage adjustable robust optimization , 2018, Mathematical Programming.

[18]  Jianhui Wang,et al.  Robust Energy and Reserve Scheduling Considering Bulk Energy Storage Units and Wind Uncertainty , 2018, IEEE Transactions on Power Systems.

[19]  Mohammad Shahidehpour,et al.  Security-Constrained Unit Commitment With Flexible Uncertainty Set for Variable Wind Power , 2017, IEEE Transactions on Sustainable Energy.

[20]  Xu Andy Sun,et al.  Multistage Robust Unit Commitment With Dynamic Uncertainty Sets and Energy Storage , 2016, IEEE Transactions on Power Systems.

[21]  Lei Wu,et al.  Robust SCUC Considering Continuous/Discrete Uncertainties and Quick-Start Units: A Two-Stage Robust Optimization With Mixed-Integer Recourse , 2016, IEEE Transactions on Power Systems.

[22]  Eugene Litvinov,et al.  Multistage Adaptive Robust Optimization for the Unit Commitment Problem , 2016, Oper. Res..

[23]  Cheng Wang,et al.  Robust Risk-Constrained Unit Commitment With Large-Scale Wind Generation: An Adjustable Uncertainty Set Approach , 2015, IEEE Transactions on Power Systems.

[24]  Iain Dunning,et al.  JuMP: A Modeling Language for Mathematical Optimization , 2015, SIAM Rev..

[25]  Jianhui Wang,et al.  Stochastic Optimization for Unit Commitment—A Review , 2015, IEEE Transactions on Power Systems.

[26]  Amir Ardestani-Jaafari,et al.  Robust Optimization of Sums of Piecewise Linear Functions with Application to Inventory Problems , 2015, Oper. Res..

[27]  Jinye Zhao,et al.  Variable Resource Dispatch Through Do-Not-Exceed Limit , 2015, IEEE Transactions on Power Systems.

[28]  Bin Wang,et al.  Adjustable Robust Real-Time Power Dispatch With Large-Scale Wind Power Integration , 2015, IEEE Transactions on Sustainable Energy.

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

[30]  Rabih A. Jabr,et al.  Adjustable Robust OPF With Renewable Energy Sources , 2013, IEEE Transactions on Power Systems.

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

[32]  A. Ben-Tal,et al.  Adjustable robust solutions of uncertain linear programs , 2004, Math. Program..

[33]  B. Gorenstin,et al.  Power system expansion planning under uncertainty , 1993 .

[34]  M. V. F. Pereira,et al.  Multi-stage stochastic optimization applied to energy planning , 1991, Math. Program..

[35]  Yingzhong Gu,et al.  Stochastic Look-Ahead Economic Dispatch With Variable Generation Resources , 2017, IEEE Transactions on Power Systems.

[36]  Golbon Zakeri,et al.  A deterministic algorithm for solving multistage stochastic programming problems , 2017 .

[37]  M.E.P. Maceira,et al.  Multi-Lag Benders Decomposition for Power Generation Planning with Nonanticipativity Constraints on the Dispatch of LNG Thermal Plants , 2013 .