Microgrid Optimal Scheduling With Chance-Constrained Islanding Capability

Liu, Guodong; Starke, Michael R.; Xiao, B.; Zhang, Xiaohu; Tomsovic, Kevin

doi:10.1016/j.epsr.2017.01.014

Title: Microgrid Optimal Scheduling With Chance-Constrained Islanding Capability

Journal Article · Fri Jan 13 00:00:00 EST 2017 · Electric Power Systems Research

DOI:https://doi.org/10.1016/j.epsr.2017.01.014· OSTI ID:1339363

Liu, Guodong ^[1]; Starke, Michael R. ^[1]; Xiao, B. ^[1]; Zhang, Xiaohu ^[2]; Tomsovic, Kevin ^[2]

Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Power and Energy Systems Group
Univ. of Tennessee, Knoxville, TN (United States). Dept. of Electrical Engineering and Computer Science

To facilitate the integration of variable renewable generation and improve the resilience of electricity sup-ply in a microgrid, this paper proposes an optimal scheduling strategy for microgrid operation considering constraints of islanding capability. A new concept, probability of successful islanding (PSI), indicating the probability that a microgrid maintains enough spinning reserve (both up and down) to meet local demand and accommodate local renewable generation after instantaneously islanding from the main grid, is developed. The PSI is formulated as mixed-integer linear program using multi-interval approximation taking into account the probability distributions of forecast errors of wind, PV and load. With the goal of minimizing the total operating cost while preserving user specified PSI, a chance-constrained optimization problem is formulated for the optimal scheduling of mirogrids and solved by mixed integer linear programming (MILP). Numerical simulations on a microgrid consisting of a wind turbine, a PV panel, a fuel cell, a micro-turbine, a diesel generator and a battery demonstrate the effectiveness of the proposed scheduling strategy. Lastly, we verify the relationship between PSI and various factors.

View Accepted Manuscript (DOE)

View Accepted Manuscript (Publisher)

Cite

Export

Save

Research Organization:: Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)

Sponsoring Organization:: USDOE; National Science Foundation (NSF)

Grant/Contract Number:: AC05-00OR22725; EEC-1041877

OSTI ID:: 1339363

Alternate ID(s):: OSTI ID: 1550601

Journal Information:: Electric Power Systems Research, Vol. 145; ISSN 0378-7796

Publisher:: ElsevierCopyright Statement

Country of Publication:: United States

Language:: English

Citation Metrics:

Cited by: 66 works

Citation information provided by
Web of Science

References (26)

Coordinated voltage support in distribution networks with distributed generation and microgrids Madureira, A. G.; Peças Lopes, J. A. IET Renewable Power Generation, Vol. 3, Issue 4 https://doi.org/10.1049/iet-rpg.2008.0064	journal	January 2009
An Economic Analysis of Used Electric Vehicle Batteries Integrated Into Commercial Building Microgrids Beer, Sebastian; Gomez, Tomás; Dallinger, David IEEE Transactions on Smart Grid, Vol. 3, Issue 1 https://doi.org/10.1109/TSG.2011.2163091	journal	March 2012
Centralized Control for Optimizing Microgrids Operation Tsikalakis, Antonis G.; Hatziargyriou, Nikos D. IEEE Transactions on Energy Conversion, Vol. 23, Issue 1 https://doi.org/10.1109/TEC.2007.914686	journal	March 2008
Micro-Grid Autonomous Operation During and Subsequent to Islanding Process Katiraei, F.; Iravani, M. R.; Lehn, P. W. IEEE Transactions on Power Delivery, Vol. 20, Issue 1 https://doi.org/10.1109/TPWRD.2004.835051	journal	January 2005
Modeling, planning and optimal energy management of combined cooling, heating and power microgrid: A review Gu, Wei; Wu, Zhi; Bo, Rui International Journal of Electrical Power & Energy Systems, Vol. 54 https://doi.org/10.1016/j.ijepes.2013.06.028	journal	January 2014
A Microcontroller-Based Power Management System for Standalone Microgrids With Hybrid Power Supply Belvedere, B.; Bianchi, M.; Borghetti, A. IEEE Transactions on Sustainable Energy, Vol. 3, Issue 3 https://doi.org/10.1109/TSTE.2012.2188654	journal	July 2012
Optimal scheduling of a renewable micro-grid in an isolated load area using mixed-integer linear programming Morais, Hugo; Kádár, Péter; Faria, Pedro Renewable Energy, Vol. 35, Issue 1 https://doi.org/10.1016/j.renene.2009.02.031	journal	January 2010
A Microgrid Energy Management System Based on the Rolling Horizon Strategy Palma-Behnke, Rodrigo; Benavides, Carlos; Lanas, Fernando IEEE Transactions on Smart Grid, Vol. 4, Issue 2 https://doi.org/10.1109/TSG.2012.2231440	journal	June 2013
System modelling and online optimal management of MicroGrid using Mesh Adaptive Direct Search Mohamed, Faisal A.; Koivo, Heikki N. International Journal of Electrical Power & Energy Systems, Vol. 32, Issue 5 https://doi.org/10.1016/j.ijepes.2009.11.003	journal	June 2010
Microgrid reliability modeling and battery scheduling using stochastic linear programming Cardoso, G.; Stadler, M.; Siddiqui, A. Electric Power Systems Research, Vol. 103 https://doi.org/10.1016/j.epsr.2013.05.005	journal	October 2013
Stochastic Energy Scheduling in Microgrids With Intermittent Renewable Energy Resources Su, Wencong; Wang, Jianhui; Roh, Jaehyung IEEE Transactions on Smart Grid, Vol. 5, Issue 4 https://doi.org/10.1109/TSG.2013.2280645	journal	July 2014
Optimal Bidding Strategy for Microgrids Considering Renewable Energy and Building Thermal Dynamics Nguyen, Duong Tung; Le, Long Bao IEEE Transactions on Smart Grid, Vol. 5, Issue 4 https://doi.org/10.1109/TSG.2014.2313612	journal	July 2014
Bidding Strategy for Microgrid in Day-Ahead Market Based on Hybrid Stochastic/Robust Optimization Liu, Guodong; Xu, Yan; Tomsovic, Kevin IEEE Transactions on Smart Grid, Vol. 7, Issue 1 https://doi.org/10.1109/TSG.2015.2476669	journal	January 2016
Treatment of uncertainty for next generation power systems: State-of-the-art in stochastic optimization Alqurashi, Amru; Etemadi, Amir H.; Khodaei, Amin Electric Power Systems Research, Vol. 141 https://doi.org/10.1016/j.epsr.2016.08.009	journal	December 2016
On the management of wind power intermittency Rahimi, Ehsan; Rabiee, Abdorreza; Aghaei, Jamshid Renewable and Sustainable Energy Reviews, Vol. 28 https://doi.org/10.1016/j.rser.2013.08.034	journal	December 2013
A Computationally Efficient Mixed-Integer Linear Formulation for the Thermal Unit Commitment Problem Carrion, M.; Arroyo, J. M. IEEE Transactions on Power Systems, Vol. 21, Issue 3 https://doi.org/10.1109/TPWRS.2006.876672	journal	August 2006
ARIMA-based decoupled time series forecasting of electric vehicle charging demand for stochastic power system operation Amini, M. Hadi; Kargarian, Amin; Karabasoglu, Orkun Electric Power Systems Research, Vol. 140 https://doi.org/10.1016/j.epsr.2016.06.003	journal	November 2016
Microgrid Optimal Scheduling With Multi-Period Islanding Constraints Khodaei, Amin IEEE Transactions on Power Systems, Vol. 29, Issue 3 https://doi.org/10.1109/TPWRS.2013.2290006	journal	May 2014
Short-Term Operation Scheduling in Renewable-Powered Microgrids: A Duality-Based Approach Zhao, Binyan; Shi, Yi; Dong, Xiaodai IEEE Transactions on Sustainable Energy, Vol. 5, Issue 1 https://doi.org/10.1109/TSTE.2013.2279837	journal	January 2014
Spinning Reserve Estimation in Microgrids Wang, M. Q.; Gooi, H. B. IEEE Transactions on Power Systems, Vol. 26, Issue 3 https://doi.org/10.1109/TPWRS.2010.2100414	journal	August 2011
A review of wind speed probability distributions used in wind energy analysis Carta, J. A.; Ramírez, P.; Velázquez, S. Renewable and Sustainable Energy Reviews, Vol. 13, Issue 5 https://doi.org/10.1016/j.rser.2008.05.005	journal	June 2009
Online short-term solar power forecasting Bacher, Peder; Madsen, Henrik; Nielsen, Henrik Aalborg Solar Energy, Vol. 83, Issue 10 https://doi.org/10.1016/j.solener.2009.05.016	journal	October 2009
A novel multi-time-scale modeling for electric power demand forecasting: From short-term to medium-term horizon Boroojeni, Kianoosh G.; Amini, M. Hadi; Bahrami, Shahab Electric Power Systems Research, Vol. 142 https://doi.org/10.1016/j.epsr.2016.08.031	journal	January 2017
Unit Commitment With Probabilistic Spinning Reserve and Interruptible Load Considerations Aminifar, F.; Fotuhi-Firuzabad, M.; Shahidehpour, M. IEEE Transactions on Power Systems, Vol. 24, Issue 1 https://doi.org/10.1109/TPWRS.2008.2008675	journal	February 2009
Quantifying Spinning Reserve in Systems With Significant Wind Power Penetration Liu, Guodong; Tomsovic, Kevin IEEE Transactions on Power Systems, Vol. 27, Issue 4 https://doi.org/10.1109/TPWRS.2012.2207465	journal	November 2012
A full demand response model in co-optimized energy and reserve market Liu, G.; Tomsovic, K. Electric Power Systems Research, Vol. 111 https://doi.org/10.1016/j.epsr.2014.02.006	journal	June 2014

Cited By (5)

Economic Assessment and Business Models of Rooftop Photovoltaic Systems in Multiapartment Buildings: Case Studies for Austria and Germany Fina, Bernadette; Fleischhacker, Andreas; Auer, Hans Journal of Renewable Energy, Vol. 2018 https://doi.org/10.1155/2018/9759680	journal	January 2018
Fuzzy expert system for management of smart hybrid energy microgrid Žarković, Mileta; Dobrić, Goran Journal of Renewable and Sustainable Energy, Vol. 11, Issue 3 https://doi.org/10.1063/1.5097564	journal	May 2019
Modeling a Hybrid Microgrid Using Probabilistic Reconfiguration under System Uncertainties Moradi, Hadis; Esfahanian, Mahdi; Abtahi, Amir Energies, Vol. 10, Issue 9 https://doi.org/10.3390/en10091430	journal	September 2017
Microgrids Real-Time Pricing Based on Clustering Techniques Liu, Hao; Mahmoudi, Nadali; Chen, Kui Energies, Vol. 11, Issue 6 https://doi.org/10.3390/en11061388	journal	May 2018
Incorporating energy storage and user experience in isolated microgrid dispatch using a multi-objective model Li, Yang; Yang, Zhen; Zhao, Dongbo IET Renewable Power Generation, Vol. 13, Issue 6 https://doi.org/10.1049/iet-rpg.2018.5862	journal	April 2019

Similar Records

Robust Scheduling of Microgrids Considering Unintentional Islanding Conditions

Conference · Mon Aug 01 00:00:00 EDT 2022 · OSTI ID:1339363

Liu, Guodong; Ferrari Maglia, Max; Ollis, Ben; +2 more

Robust optimisation-based microgrid scheduling with islanding constraints

Journal Article · Fri Feb 17 00:00:00 EST 2017 · IET Generation, Transmission, & Distribution · OSTI ID:1339363

Liu, Guodong; Starke, Michael; Xiao, Bailu; +1 more

Microgrid Assisted Design for Remote Areas

Journal Article · Thu May 19 00:00:00 EDT 2022 · Energies · OSTI ID:1339363

Liu, Guodong; Li, Zhi; Xue, Yaosuo; +1 more

Related Subjects

29 ENERGY PLANNING, POLICY, AND ECONOMY
Microgrid
optimal scheduling
spinning reserve
islanding capability
chance constraints
mixed-integer linear programming (MILP)

Title: Microgrid Optimal Scheduling With Chance-Constrained Islanding Capability

Citation Formats

References (26)

Cited By (5)

Similar Records

Related Subjects