Distributionally Robust Frequency Constrained Scheduling for an Integrated Electricity-Gas System

Power systems are shifted from conventional bulk generation toward renewable generation. This trend leads to the frequency security problem due to the decline of system inertia. On the other hand, natural gas-fired units are frequently scheduled to provide operational flexibility due to their fast adjustment ability. The interdependence between power and natural gas systems is thus intensified. In this paper, we study the frequency constrained scheduling problem from the perspective of an integrated electricity-gas system under variable wind power. We propose a distributionally robust (DR) chance constrained optimization model to co-optimize the unit commitment and virtual inertia provision from wind farm systems. This model incorporates both frequency constraints and natural gas system (NGS) operational constraints and addresses the wind power uncertainty by designing DR joint chance constraints. We show that this model admits a mixed-integer second-order cone programming. Case studies demonstrate that the proposed approach can provide a highly reliable and computationally efficient solution and show the importance of incorporating NGS operational constraints in the frequency constrained scheduling problem.

[1]  J. Lofberg,et al.  YALMIP : a toolbox for modeling and optimization in MATLAB , 2004, 2004 IEEE International Conference on Robotics and Automation (IEEE Cat. No.04CH37508).

[2]  Antonio J. Conejo,et al.  Operational Equilibria of Electric and Natural Gas Systems With Limited Information Interchange , 2020, IEEE Transactions on Power Systems.

[3]  Pengwei Du,et al.  Wind Integration in ERCOT , 2017 .

[4]  Paul Smith,et al.  Studying the Maximum Instantaneous Non-Synchronous Generation in an Island System—Frequency Stability Challenges in Ireland , 2014, IEEE Transactions on Power Systems.

[5]  Ruiwei Jiang,et al.  Optimized Bonferroni approximations of distributionally robust joint chance constraints , 2019, Math. Program..

[6]  Hamed Ahmadi,et al.  Security-Constrained Unit Commitment With Linearized System Frequency Limit Constraints , 2014, IEEE Transactions on Power Systems.

[7]  Goran Strbac,et al.  Stochastic Scheduling With Inertia-Dependent Fast Frequency Response Requirements , 2016, IEEE Transactions on Power Systems.

[8]  Antonio J. Conejo,et al.  Coordinated Expansion Planning of Natural Gas and Electric Power Systems , 2018, IEEE Transactions on Power Systems.

[9]  Wei Gu,et al.  Distributionally Robust Chance-Constrained Optimal Power-Gas Flow Under Bidirectional Interactions Considering Uncertain Wind Power , 2021, IEEE Transactions on Smart Grid.

[10]  Bruce H. Krogh,et al.  Wind Integration in Power Systems: Operational Challenges and Possible Solutions , 2011, Proceedings of the IEEE.

[11]  Ning Zhang,et al.  Modeling Frequency Dynamics in Unit Commitment With a High Share of Renewable Energy , 2020, IEEE Transactions on Power Systems.

[12]  Venkata Dinavahi,et al.  Distributionally Robust Chance-Constrained Energy Management for Islanded Microgrids , 2019, IEEE Transactions on Smart Grid.

[13]  Bowen Li,et al.  Distributionally Robust Chance-Constrained Optimal Power Flow Assuming Unimodal Distributions With Misspecified Modes , 2018, IEEE Transactions on Control of Network Systems.

[14]  C. Y. Chung,et al.  A Distributionally Robust Chance-Constrained MILP Model for Multistage Distribution System Planning With Uncertain Renewables and Loads , 2018, IEEE Transactions on Power Systems.

[15]  A. Mullane,et al.  An Assessment of the Impact of Wind Generation on System Frequency Control , 2010, IEEE Transactions on Power Systems.

[16]  Gabriela Hug,et al.  Stochastic Unit Commitment in Low-Inertia Grids , 2019, IEEE Transactions on Power Systems.

[17]  Vincenzo Trovato,et al.  Unit Commitment With Inertia-Dependent and Multispeed Allocation of Frequency Response Services , 2019, IEEE Transactions on Power Systems.

[18]  Tianshu Bi,et al.  Convex Optimization Based Distributed Optimal Gas-Power Flow Calculation , 2018, IEEE Transactions on Sustainable Energy.

[19]  Johanna L. Mathieu,et al.  Distributionally Robust Chance-Constrained Optimal Power Flow With Uncertain Renewables and Uncertain Reserves Provided by Loads , 2017, IEEE Transactions on Power Systems.

[20]  Gary W. Chang,et al.  Frequency-regulating reserve constrained unit commitment for an isolated power system , 2013, IEEE Transactions on Power Systems.

[21]  Zhe Chen,et al.  Dynamic Optimal Energy Flow in the Integrated Natural Gas and Electrical Power Systems , 2018, IEEE Transactions on Sustainable Energy.

[22]  Bri-Mathias Hodge,et al.  Decentralized wind uncertainty management: Alternating direction method of multipliers based distributionally-robust chance constrained optimal power flow , 2019, Applied Energy.

[23]  Fei Teng,et al.  Frequency-Constrained Resilient Scheduling of Microgrid: A Distributionally Robust Approach , 2021, IEEE Transactions on Smart Grid.

[24]  R. Baldick,et al.  A frequency-constrained stochastic economic dispatch model , 2013, 2013 IEEE Power & Energy Society General Meeting.

[25]  Wenyuan Li,et al.  Frequency Dynamics Constrained Unit Commitment With Battery Energy Storage , 2016, IEEE Transactions on Power Systems.

[26]  Furong Li,et al.  Frequency Response Constrained Modified Interval Scheduling Under Wind Uncertainty , 2018, IEEE Transactions on Sustainable Energy.

[27]  Antonio J. Conejo,et al.  Equilibria in Electricity and Natural Gas Markets With Strategic Offers and Bids , 2020, IEEE Transactions on Power Systems.

[28]  Stephen P. Boyd,et al.  Variations and extension of the convex–concave procedure , 2016 .

[29]  David J. Hill,et al.  An Adaptive Distributionally Robust Model for Three-Phase Distribution Network Reconfiguration , 2021, IEEE Transactions on Smart Grid.

[30]  G. Calafiore,et al.  On Distributionally Robust Chance-Constrained Linear Programs , 2006 .

[31]  Mohammad Shahidehpour,et al.  Two-Stage Chance-Constrained Stochastic Thermal Unit Commitment for Optimal Provision of Virtual Inertia in Wind-Storage Systems , 2021, IEEE Transactions on Power Systems.

[32]  F.D. Galiana,et al.  Unit commitment with primary frequency regulation constraints , 2005, IEEE Transactions on Power Systems.

[33]  Wenyuan Li,et al.  Synergistic Operation of Electricity and Natural Gas Networks via ADMM , 2018, IEEE Transactions on Smart Grid.