Restoration Strategy for Active Distribution Systems Considering Endogenous Uncertainty in Cold Load Pickup

Li, Yujia; Sun, Wei; Yin, Wenqian; Lei, Shunbo; Hou, Yunhe

doi:10.1109/tsg.2021.3120555

Restoration Strategy for Active Distribution Systems Considering Endogenous Uncertainty in Cold Load Pickup

Journal Article · Fri Oct 15 00:00:00 EDT 2021 · IEEE Transactions on Smart Grid

DOI:https://doi.org/10.1109/tsg.2021.3120555· OSTI ID:1845016

Li, Yujia ^[1]; Sun, Wei ^[2]; Yin, Wenqian ^[3]; Lei, Shunbo ^[4]; Hou, Yunhe ^[3]

Univ. of Hong Kong (Hong Kong); University of Central Florida
Univ. of Central Florida, Orlando, FL (United States)
Univ. of Hong Kong (Hong Kong)
Chinese Univ. of Hong Kong, Shenzhen (China)

Cold load pickup (CLPU) phenomenon is identified as the persistent power inrush upon a sudden load pickup after an outage. Under the active distribution system (ADS) paradigm, where distributed energy resources (DERs) are extensively installed, the decreased outage duration can induce a strong interdependence between CLPU pattern and load pickup decisions. In this paper, we propose a novel modelling technique to tractably capture the decision-dependent uncertainty (DDU) inherent in the CLPU process. Subsequently, a two-stage stochastic decision-dependent service restoration (SDDSR) model is constructed, where first stage searches for the optimal switching sequences to decide step-wise network topology, and the second stage optimizes the detailed generation schedule of DERs as well as the energization of switchable loads. Further, to tackle the computational burdens introduced by mixed-integer recourse, the progressive hedging algorithm (PHA) is utilized to decompose the original model into scenario-wise subproblems that can be solved in parallel. The numerical test on modified IEEE 123-node test feeders has verified the efficiency of our proposed SDDSR model and provided fresh insights into the monetary and secure values of DDU quantification.

View Accepted Manuscript (DOE)

Research Organization:: Univ. of Central Florida, Orlando, FL (United States)

Sponsoring Organization:: USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Solar Energy Technologies Office; National Natural Science Foundation of China (NSFC); Research Grants Council (RGC) of Hong Kong

Grant/Contract Number:: EE0009339; EE0007998; EE0009028; EE0009028

OSTI ID:: 1845016

Alternate ID(s):: OSTI ID: 2324946
OSTI ID: 2326028

Journal Information:: IEEE Transactions on Smart Grid, Journal Name: IEEE Transactions on Smart Grid Journal Issue: 4 Vol. 13; ISSN 1949-3053

Publisher:: IEEECopyright Statement

Country of Publication:: United States

Language:: English

References (33)

Progressive hedging innovations for a class of stochastic mixed-integer resource allocation problems Watson, Jean-Paul; Woodruff, David L. Computational Management Science, Vol. 8, Issue 4 https://doi.org/10.1007/s10287-010-0125-4	journal	July 2010
Decision-dependent probabilities in stochastic programs with recourse Hellemo, Lars; Barton, Paul I.; Tomasgard, Asgeir Computational Management Science, Vol. 15, Issue 3-4 https://doi.org/10.1007/s10287-018-0330-0	journal	August 2018
Residential load modeling for predicting distribution transformer load behavior, feeder load and cold load pickup Lefebvre, S.; Desbiens, C. International Journal of Electrical Power & Energy Systems, Vol. 24, Issue 4 https://doi.org/10.1016/S0142-0615(01)00040-0	journal	May 2002
Multistage robust mixed-integer optimization under endogenous uncertainty Feng, Wei; Feng, Yiping; Zhang, Qi European Journal of Operational Research, Vol. 294, Issue 2 https://doi.org/10.1016/j.ejor.2021.01.048	journal	October 2021
Statistical analysis of wind speed using two-parameter Weibull distribution in Alaçatı region Ozay, Can; Celiktas, Melih Soner Energy Conversion and Management, Vol. 121 https://doi.org/10.1016/j.enconman.2016.05.026	journal	August 2016
Load service restoration in active distribution network based on stochastic approach Riahinia, Shahin; Abbaspour, Ali; Moeini-Aghtaie, Moein IET Generation, Transmission & Distribution, Vol. 12, Issue 12 https://doi.org/10.1049/iet-gtd.2017.0684	journal	July 2018
Service restoration of active distribution systems with increasing penetration of renewable distributed generation Koutsoukis, Nikolaos C.; Georgilakis, Pavlos S.; Hatziargyriou, Nikos D. IET Generation, Transmission & Distribution, Vol. 13, Issue 14 https://doi.org/10.1049/iet-gtd.2018.6153	journal	June 2019
Cold load pickup model parameters based on measurements in distribution systems Hachmann, Christian; Lammert, Gustav; Hamann, Lucas IET Generation, Transmission & Distribution, Vol. 13, Issue 23 https://doi.org/10.1049/iet-gtd.2018.6524	journal	November 2019
An Overview of Cold Load Pickup Issues in Distribution Systems Kumar, Vishal; Gupta, Indra; Gupta, Hari Om Electric Power Components and Systems, Vol. 34, Issue 6 https://doi.org/10.1080/15325000500419219	journal	June 2006
Radial distribution test feeders Kersting, W. H. IEEE Transactions on Power Systems, Vol. 6, Issue 3 https://doi.org/10.1109/59.119237	journal	January 1991
Anatomy of power system blackouts: preventive relaying strategies Tamronglak, S.; Horowitz, S. H.; Phadke, A. G. IEEE Transactions on Power Delivery, Vol. 11, Issue 2 https://doi.org/10.1109/61.489327	journal	April 1996
Cold load pickup issues Friend, Fred 2009 62nd Annual Conference for Protective Relay Engineers https://doi.org/10.1109/CPRE.2009.4982512	conference	March 2009
Robust Medium-Voltage Distribution System State Estimation using Multi-Source Data Zhao, Junbo; Huang, Can; Mili, Lamine 2020 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT) https://doi.org/10.1109/ISGT45199.2020.9087787	conference	February 2020
Backward reduction application for minimizing wind power scenarios in stochastic programming Razali, N. M. Muhamad; Hashim, A. H. 2010 4th International Power Engineering and Optimization Conference (PEOCO) https://doi.org/10.1109/PEOCO.2010.5559252	conference	June 2010
Cold Load Pickup McDonald, James; Bruning, Armin IEEE Transactions on Power Apparatus and Systems, Vol. PAS-98, Issue 4 https://doi.org/10.1109/TPAS.1979.319340	journal	July 1979
Influence of Ambient Temperature on Transformer Overloading During Cold Load Pickup Edstrom, Fredrik; Rosenlind, Johanna; Alvehag, Karin IEEE Transactions on Power Delivery, Vol. 28, Issue 1 https://doi.org/10.1109/TPWRD.2012.2219079	journal	January 2013
Evaluating the Magnitude and Duration of Cold Load Pick-up on Residential Distribution Feeders Using Multi-State Load Models Schneider, Kevin P.; Sortomme, Eric; Venkata, S. S. IEEE Transactions on Power Systems, Vol. 31, Issue 5 https://doi.org/10.1109/TPWRS.2015.2494882	journal	September 2016
Robust Restoration Method for Active Distribution Networks Chen, Xin; Wu, Wenchuan; Zhang, Boming IEEE Transactions on Power Systems, Vol. 31, Issue 5 https://doi.org/10.1109/TPWRS.2015.2503426	journal	September 2016
Generation Expansion Planning With Large Amounts of Wind Power via Decision-Dependent Stochastic Programming Zhan, Yiduo; Zheng, Qipeng P.; Wang, Jianhui IEEE Transactions on Power Systems, Vol. 32, Issue 4 https://doi.org/10.1109/TPWRS.2016.2626958	journal	July 2017
Option Value of Demand-Side Response Schemes Under Decision-Dependent Uncertainty Giannelos, Spyros; Konstantelos, Ioannis; Strbac, Goran IEEE Transactions on Power Systems, Vol. 33, Issue 5 https://doi.org/10.1109/TPWRS.2018.2796076	journal	September 2018
Resilience Enhancement of Distribution Grids Against Extreme Weather Events Ma, Shanshan; Su, Liu; Wang, Zhaoyu IEEE Transactions on Power Systems, Vol. 33, Issue 5 https://doi.org/10.1109/TPWRS.2018.2822295	journal	September 2018
Optimizing Service Restoration in Distribution Systems With Uncertain Repair Time and Demand Arif, Anmar; Ma, Shanshan; Wang, Zhaoyu IEEE Transactions on Power Systems, Vol. 33, Issue 6 https://doi.org/10.1109/TPWRS.2018.2855102	journal	November 2018
A Data-Driven Framework for Assessing Cold Load Pick-Up Demand in Service Restoration Bu, Fankun; Dehghanpour, Kaveh; Wang, Zhaoyu IEEE Transactions on Power Systems, Vol. 34, Issue 6 https://doi.org/10.1109/TPWRS.2019.2922333	journal	November 2019
Robust Distribution System Load Restoration With Time-Dependent Cold Load Pickup Song, Meng; nejad, Reza Roofegari; Sun, Wei IEEE Transactions on Power Systems, Vol. 36, Issue 4 https://doi.org/10.1109/TPWRS.2020.3048036	journal	July 2021
Service Restoration for a Renewable-Powered Microgrid in Unscheduled Island Mode Zhao, Binyan; Dong, Xiaodai; Bornemann, Jens IEEE Transactions on Smart Grid, Vol. 6, Issue 3 https://doi.org/10.1109/TSG.2014.2373272	journal	May 2015
A Closed-Loop State Estimation Tool for MV Network Monitoring and Operation Hayes, Barry P.; Gruber, Jorn K.; Prodanovic, Milan IEEE Transactions on Smart Grid, Vol. 6, Issue 4 https://doi.org/10.1109/TSG.2014.2378035	journal	July 2015
Multi-Time Step Service Restoration for Advanced Distribution Systems and Microgrids Chen, Bo; Chen, Chen; Wang, Jianhui IEEE Transactions on Smart Grid, Vol. 9, Issue 6 https://doi.org/10.1109/TSG.2017.2723798	journal	November 2018
Risk-Limiting Load Restoration for Resilience Enhancement With Intermittent Energy Resources Wang, Zhiwen; Shen, Chen; Xu, Yin IEEE Transactions on Smart Grid, Vol. 10, Issue 3 https://doi.org/10.1109/TSG.2018.2803141	journal	May 2019
Radiality Constraints for Resilient Reconfiguration of Distribution Systems: Formulation and Application to Microgrid Formation Lei, Shunbo; Chen, Chen; Song, Yue IEEE Transactions on Smart Grid, Vol. 11, Issue 5 https://doi.org/10.1109/TSG.2020.2985087	journal	September 2020
Distributed Risk-Limiting Load Restoration in Unbalanced Distribution Systems With Networked Microgrids Shen, Feifan; Wu, Qiuwei; Zhao, Jin IEEE Transactions on Smart Grid, Vol. 11, Issue 6 https://doi.org/10.1109/TSG.2020.2995099	journal	November 2020
Incorporating Uncertainty of Wind Power Generation Forecast Into Power System Operation, Dispatch, and Unit Commitment Procedures Makarov, Yuri V.; Etingov, Pavel V.; Ma, Jian IEEE Transactions on Sustainable Energy, Vol. 2, Issue 4 https://doi.org/10.1109/TSTE.2011.2159254	journal	October 2011
Identification of Critical Switches for Integrating Renewable Distributed Generation by Dynamic Network Reconfiguration Lei, Shunbo; Hou, Yunhe; Qiu, Feng IEEE Transactions on Sustainable Energy, Vol. 9, Issue 1 https://doi.org/10.1109/TSTE.2017.2738014	journal	January 2018
Further Reduction of Zero-One Polynomial Programming Problems to Zero-One linear Programming Problems Glover, Fred; Woolsey, Eugene Operations Research, Vol. 21, Issue 1 https://doi.org/10.1287/opre.21.1.156	journal	February 1973

Similar Records

Robust Distribution System Load Restoration With Time-Dependent Cold Load Pickup

Journal Article · Tue Dec 29 23:00:00 EST 2020 · IEEE Transactions on Power Systems · OSTI ID:1820635

Related Subjects

24 POWER TRANSMISSION AND DISTRIBUTION
cold load pickup
decision-dependent uncertainty
distribution system
service restoration
stochastic programming

Restoration Strategy for Active Distribution Systems Considering Endogenous Uncertainty in Cold Load Pickup

Citation Formats

References (33)

Similar Records

Related Subjects