Optimal power flow in distribution networks under stochastic N−1 disruptions
It is important to include contingencies in operations and have a post-contingency recovery plan for distribution systems, akin to transmission systems. We consider a multi-period optimal power flow (OPF) problem in distribution systems subject to stochastic N−1 contingency (disruption) in a distrib...
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Published in: | Electric power systems research Vol. 189; no. C; p. 106689 |
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Language: | English |
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Abstract | It is important to include contingencies in operations and have a post-contingency recovery plan for distribution systems, akin to transmission systems. We consider a multi-period optimal power flow (OPF) problem in distribution systems subject to stochastic N−1 contingency (disruption) in a distribution line or a distributed energy resource. The disruption is stochastic in nature, a type of infrequent event with random magnitude and timing, and that every disruption typically has an associated recovery time. We formulate a multi-stage stochastic convex program, considering modeling features like linearized AC power flow physics, engineering limits and battery devices with efficiencies curves, and develop an efficient decomposition algorithm. We demonstrate the computational effectiveness of our algorithm over the extensive formulation and show that the stochastic-disruption-aware operating costs can be 60% cheaper than the deterministic counterparts. |
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AbstractList | It is important to include contingencies in operations and have a post-contingency recovery plan for distribution systems, akin to transmission systems. We consider a multi-period optimal power flow (OPF) problem in distribution systems subject to stochastic N−1 contingency (disruption) in a distribution line or a distributed energy resource. The disruption is stochastic in nature, a type of infrequent event with random magnitude and timing, and that every disruption typically has an associated recovery time. We formulate a multi-stage stochastic convex program, considering modeling features like linearized AC power flow physics, engineering limits and battery devices with efficiencies curves, and develop an efficient decomposition algorithm. We demonstrate the computational effectiveness of our algorithm over the extensive formulation and show that the stochastic-disruption-aware operating costs can be 60% cheaper than the deterministic counterparts. It is important to include contingencies in operations and have a post-contingency recovery plan for distribution systems, akin to transmission systems. We consider a multi-period optimal power flow (OPF) problem in distribution systems subject to stochastic N - 1 contingency (disruption) in a distribution line or a distributed energy resource. The disruption is stochastic in nature, a type of infrequent event with random magnitude and timing, and that every disruption typically has an associated recovery time. We formulate a multi-stage stochastic convex program, considering modeling features like linearized AC power flow physics, engineering limits and battery devices with efficiencies curves, and develop an efficient decomposition algorithm. We demonstrate the computational effectiveness of our algorithm over the extensive formulation and show that the stochastic-disruption-aware operating costs can be 60% cheaper than the deterministic counterparts. |
ArticleNumber | 106689 |
Author | Nagarajan, Harsha Yang, Haoxiang |
Author_xml | – sequence: 1 givenname: Haoxiang surname: Yang fullname: Yang, Haoxiang – sequence: 2 givenname: Harsha orcidid: 0000-0002-1210-8428 surname: Nagarajan fullname: Nagarajan, Harsha email: harsha@lanl.gov |
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Cites_doi | 10.1109/TPWRS.2017.2748060 10.1016/j.orl.2008.01.013 10.1016/j.energy.2019.05.119 10.1287/moor.2014.0664 10.1137/15M1020575 10.1016/j.ejor.2018.10.033 10.1016/j.epsr.2019.02.012 10.1109/TSG.2017.2715074 10.1109/MPE.2015.2397337 10.1109/TSG.2015.2388736 10.1016/j.ejor.2010.08.007 10.5711/morj.14.2.19 10.1109/TSG.2015.2513048 10.1109/TPWRS.2020.2973596 10.1109/TAC.2014.2332712 10.1007/BF01582895 |
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Keywords | Multi-stage stochastic program OPF Recovery Distribution network N−1 contingency Stochastic disruption |
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References | Bienstock (bib0001) 2015 Ton, Wang (bib0003) 2015; 13 Yuan, Wang, Qiu, Chen, Kang, Zeng (bib0010) 2016; 7 Byeon, Van Hentenryck, Bent, Nagarajan (bib0004) 2019 Arab, Khodaei, Khator, Ding, Emesih, Han (bib0011) 2015; 6 Girardeau, Leclère, Philpott (bib0022) 2014; 40 Yang, Morton (bib0014) 2019 Mashayekh, Stadler, Cardoso, Heleno, Madathil, Nagarajan, Bent, Mueller-Stoffels, Lu, Wang (bib0008) 2017; 33 Philpott, Guan (bib0021) 2008; 36 Dunning, Huchette, Lubin (bib0025) 2017; 59 Zhou, Zheng, Li, Wu, Zhou (bib0007) 2019; 180 D. Bienstock, C. Matke, G. Muñoz, S. Yang, Robust linear control of nonconvex battery operation in transmission systems Kersting (bib0024) 2001; 2 Executive Office of the President (bib0005) 2013 Abel, Parfomak, Shea (bib0027) 2004 Babaei, Jiang, Zhao (bib0012) 2020 Dowson, Philpott, Mason, Downward (bib0023) 2019; 274 Gurobi Optimization, Inc., Gurobi Reference Manual, 2016. [Online]. Available Gan, Li, Topcu, Low (bib0015) 2014; 60 . Pereira, Pinto (bib0018) 1991; 52 Shapiro (bib0019) 2011; 209 Salmerón, Wood, Morton (bib0013) 2009; 14 Hari, Sundar, Nagarajan, Bent, Backhaus (bib0016) 2018 Barnes, Nagarajan, Yamangil, Bent, Backhaus (bib0002) 2019; 171 (2016). Nagarajan, Yamangil, Bent, Van Hentenryck, Backhaus (bib0028) 2016 Dowson, Kapelevich (bib0020) 2017 Madathil, Yamangil, Nagarajan, Barnes, Bent, Backhaus, Mason, Mashayekh, Stadler (bib0006) 2017; 9 Chen (bib0009) 2004 Shapiro (10.1016/j.epsr.2020.106689_bib0019) 2011; 209 Hari (10.1016/j.epsr.2020.106689_bib0016) 2018 Salmerón (10.1016/j.epsr.2020.106689_bib0013) 2009; 14 Nagarajan (10.1016/j.epsr.2020.106689_bib0028) 2016 Chen (10.1016/j.epsr.2020.106689_bib0009) 2004 Dowson (10.1016/j.epsr.2020.106689_sbref0018) 2017 Barnes (10.1016/j.epsr.2020.106689_bib0002) 2019; 171 Dowson (10.1016/j.epsr.2020.106689_bib0023) 2019; 274 Zhou (10.1016/j.epsr.2020.106689_bib0007) 2019; 180 10.1016/j.epsr.2020.106689_bib0026 Philpott (10.1016/j.epsr.2020.106689_bib0021) 2008; 36 Ton (10.1016/j.epsr.2020.106689_bib0003) 2015; 13 Yuan (10.1016/j.epsr.2020.106689_bib0010) 2016; 7 Arab (10.1016/j.epsr.2020.106689_bib0011) 2015; 6 Babaei (10.1016/j.epsr.2020.106689_bib0012) 2020 Bienstock (10.1016/j.epsr.2020.106689_bib0001) 2015 Byeon (10.1016/j.epsr.2020.106689_sbref0004) 2019 Pereira (10.1016/j.epsr.2020.106689_bib0018) 1991; 52 Yang (10.1016/j.epsr.2020.106689_sbref0013) 2019 Dunning (10.1016/j.epsr.2020.106689_bib0025) 2017; 59 Gan (10.1016/j.epsr.2020.106689_bib0015) 2014; 60 10.1016/j.epsr.2020.106689_bib0017 Mashayekh (10.1016/j.epsr.2020.106689_bib0008) 2017; 33 Abel (10.1016/j.epsr.2020.106689_bib0027) 2004 Madathil (10.1016/j.epsr.2020.106689_bib0006) 2017; 9 Kersting (10.1016/j.epsr.2020.106689_bib0024) 2001; 2 Executive Office of the President (10.1016/j.epsr.2020.106689_bib0005) 2013 Girardeau (10.1016/j.epsr.2020.106689_bib0022) 2014; 40 |
References_xml | – year: 2019 ident: bib0004 article-title: Communication-constrained expansion planning for resilient distribution systems publication-title: INFORMS Journal on Computing contributor: fullname: Nagarajan – volume: 209 start-page: 63 year: 2011 end-page: 72 ident: bib0019 article-title: Analysis of stochastic dual dynamic programming method publication-title: Eur. J. Oper. Res. contributor: fullname: Shapiro – volume: 33 start-page: 2452 year: 2017 end-page: 2462 ident: bib0008 article-title: Security-constrained design of isolated multi-energy microgrids publication-title: IEEE Trans. Power Syst. contributor: fullname: Wang – year: 2019 ident: bib0014 article-title: Optimal crashing of an activity network with disruptions publication-title: Optimization Online contributor: fullname: Morton – year: 2004 ident: bib0027 article-title: Electric utility infrastructure vulnerabilities: transformers towers and terrorism publication-title: Technical Report R42795 contributor: fullname: Shea – volume: 274 start-page: 1077 year: 2019 end-page: 1089 ident: bib0023 article-title: A multi-stage stochastic optimization model of a pastoral dairy farm publication-title: Eur. J. Oper. Res. contributor: fullname: Downward – volume: 14 start-page: 19 year: 2009 end-page: 39 ident: bib0013 article-title: A stochastic program for optimizing military sealift subject to attack publication-title: Military Oper. Res. contributor: fullname: Morton – volume: 60 start-page: 72 year: 2014 end-page: 87 ident: bib0015 article-title: Exact convex relaxation of optimal power flow in radial networks publication-title: IEEE Trans. Autom. Control contributor: fullname: Low – volume: 180 start-page: 689 year: 2019 end-page: 701 ident: bib0007 article-title: Multi-stage contingency-constrained co-planning for electricity-gas systems interconnected with gas-fired units and power-to-gas plants using iterative benders decomposition publication-title: Energy contributor: fullname: Zhou – year: 2015 ident: bib0001 article-title: Electrical Transmission System Cascades and Vulnerability: An Operations Research Viewpoint contributor: fullname: Bienstock – volume: 13 start-page: 26 year: 2015 end-page: 34 ident: bib0003 article-title: A more resilient grid: the US department of energy joins with stakeholders in an R&D plan publication-title: IEEE Power Energy Mag. contributor: fullname: Wang – start-page: 1 year: 2016 end-page: 7 ident: bib0028 article-title: Optimal resilient transmission grid design publication-title: Power Systems Computation Conference (PSCC) contributor: fullname: Backhaus – volume: 52 start-page: 359 year: 1991 end-page: 375 ident: bib0018 article-title: Multi-stage stochastic optimization applied to energy planning publication-title: Math. Program. contributor: fullname: Pinto – volume: 36 start-page: 450 year: 2008 end-page: 455 ident: bib0021 article-title: On the convergence of stochastic dual dynamic programming and related methods publication-title: Oper. Res. Lett. contributor: fullname: Guan – volume: 59 start-page: 295 year: 2017 end-page: 320 ident: bib0025 article-title: JuMP: a modeling language for mathematical optimization publication-title: SIAM Rev. contributor: fullname: Lubin – year: 2013 ident: bib0005 article-title: Economic Benefits of Increasing Electric Grid Resilience to Weather Outages publication-title: Technical Report contributor: fullname: Executive Office of the President – year: 2020 ident: bib0012 article-title: Distributionally robust distribution network configuration under random contingency publication-title: IEEE Trans. Power Syst. contributor: fullname: Zhao – year: 2017 ident: bib0020 article-title: SDDP.jl: a Julia package for stochastic dual dynamic programming publication-title: Optimization Online contributor: fullname: Kapelevich – volume: 6 start-page: 1046 year: 2015 end-page: 1054 ident: bib0011 article-title: Stochastic pre-hurricane restoration planning for electric power systems infrastructure publication-title: IEEE Trans. Smart Grid contributor: fullname: Han – volume: 9 start-page: 6511 year: 2017 end-page: 6521 ident: bib0006 article-title: Resilient off-grid microgrids: capacity planning and N-1 security publication-title: IEEE Trans. Smart Grid contributor: fullname: Stadler – volume: 171 start-page: 150 year: 2019 end-page: 157 ident: bib0002 article-title: Resilient design of large-scale distribution feeders with networked microgrids publication-title: Electr. Power Syst. Res. contributor: fullname: Backhaus – volume: 2 start-page: 908 year: 2001 end-page: 912 ident: bib0024 article-title: Radial distribution test feeders publication-title: Power Engineering Society Winter Meeting, 2001 contributor: fullname: Kersting – volume: 7 start-page: 2817 year: 2016 end-page: 2826 ident: bib0010 article-title: Robust optimization-based resilient distribution network planning against natural disasters publication-title: IEEE Trans. Smart Grid contributor: fullname: Zeng – year: 2004 ident: bib0009 publication-title: The probability, identification, and prevention of rare events in power systems contributor: fullname: Chen – volume: 40 start-page: 130 year: 2014 end-page: 145 ident: bib0022 article-title: On the convergence of decomposition methods for multistage stochastic convex programs publication-title: Math. Oper. Res. contributor: fullname: Philpott – start-page: 1 year: 2018 end-page: 7 ident: bib0016 article-title: Hierarchical predictive control algorithms for optimal design and operation of microgrids publication-title: Power Systems Computation Conference (PSCC) contributor: fullname: Backhaus – start-page: 1 year: 2018 ident: 10.1016/j.epsr.2020.106689_bib0016 article-title: Hierarchical predictive control algorithms for optimal design and operation of microgrids contributor: fullname: Hari – year: 2015 ident: 10.1016/j.epsr.2020.106689_bib0001 contributor: fullname: Bienstock – volume: 33 start-page: 2452 issue: 3 year: 2017 ident: 10.1016/j.epsr.2020.106689_bib0008 article-title: Security-constrained design of isolated multi-energy microgrids publication-title: IEEE Trans. Power Syst. doi: 10.1109/TPWRS.2017.2748060 contributor: fullname: Mashayekh – volume: 36 start-page: 450 issue: 4 year: 2008 ident: 10.1016/j.epsr.2020.106689_bib0021 article-title: On the convergence of stochastic dual dynamic programming and related methods publication-title: Oper. Res. Lett. doi: 10.1016/j.orl.2008.01.013 contributor: fullname: Philpott – volume: 180 start-page: 689 year: 2019 ident: 10.1016/j.epsr.2020.106689_bib0007 article-title: Multi-stage contingency-constrained co-planning for electricity-gas systems interconnected with gas-fired units and power-to-gas plants using iterative benders decomposition publication-title: Energy doi: 10.1016/j.energy.2019.05.119 contributor: fullname: Zhou – year: 2019 ident: 10.1016/j.epsr.2020.106689_sbref0013 article-title: Optimal crashing of an activity network with disruptions publication-title: Optimization Online contributor: fullname: Yang – volume: 40 start-page: 130 issue: 1 year: 2014 ident: 10.1016/j.epsr.2020.106689_bib0022 article-title: On the convergence of decomposition methods for multistage stochastic convex programs publication-title: Math. Oper. Res. doi: 10.1287/moor.2014.0664 contributor: fullname: Girardeau – ident: 10.1016/j.epsr.2020.106689_bib0017 – volume: 59 start-page: 295 year: 2017 ident: 10.1016/j.epsr.2020.106689_bib0025 article-title: JuMP: a modeling language for mathematical optimization publication-title: SIAM Rev. doi: 10.1137/15M1020575 contributor: fullname: Dunning – volume: 274 start-page: 1077 issue: 3 year: 2019 ident: 10.1016/j.epsr.2020.106689_bib0023 article-title: A multi-stage stochastic optimization model of a pastoral dairy farm publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2018.10.033 contributor: fullname: Dowson – volume: 171 start-page: 150 year: 2019 ident: 10.1016/j.epsr.2020.106689_bib0002 article-title: Resilient design of large-scale distribution feeders with networked microgrids publication-title: Electr. Power Syst. Res. doi: 10.1016/j.epsr.2019.02.012 contributor: fullname: Barnes – volume: 9 start-page: 6511 issue: 6 year: 2017 ident: 10.1016/j.epsr.2020.106689_bib0006 article-title: Resilient off-grid microgrids: capacity planning and N-1 security publication-title: IEEE Trans. Smart Grid doi: 10.1109/TSG.2017.2715074 contributor: fullname: Madathil – volume: 13 start-page: 26 issue: 3 year: 2015 ident: 10.1016/j.epsr.2020.106689_bib0003 article-title: A more resilient grid: the US department of energy joins with stakeholders in an R&D plan publication-title: IEEE Power Energy Mag. doi: 10.1109/MPE.2015.2397337 contributor: fullname: Ton – volume: 6 start-page: 1046 issue: 2 year: 2015 ident: 10.1016/j.epsr.2020.106689_bib0011 article-title: Stochastic pre-hurricane restoration planning for electric power systems infrastructure publication-title: IEEE Trans. Smart Grid doi: 10.1109/TSG.2015.2388736 contributor: fullname: Arab – volume: 209 start-page: 63 issue: 1 year: 2011 ident: 10.1016/j.epsr.2020.106689_bib0019 article-title: Analysis of stochastic dual dynamic programming method publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2010.08.007 contributor: fullname: Shapiro – volume: 2 start-page: 908 year: 2001 ident: 10.1016/j.epsr.2020.106689_bib0024 article-title: Radial distribution test feeders contributor: fullname: Kersting – volume: 14 start-page: 19 issue: 2 year: 2009 ident: 10.1016/j.epsr.2020.106689_bib0013 article-title: A stochastic program for optimizing military sealift subject to attack publication-title: Military Oper. Res. doi: 10.5711/morj.14.2.19 contributor: fullname: Salmerón – volume: 7 start-page: 2817 issue: 6 year: 2016 ident: 10.1016/j.epsr.2020.106689_bib0010 article-title: Robust optimization-based resilient distribution network planning against natural disasters publication-title: IEEE Trans. Smart Grid doi: 10.1109/TSG.2015.2513048 contributor: fullname: Yuan – ident: 10.1016/j.epsr.2020.106689_bib0026 – start-page: 1 year: 2016 ident: 10.1016/j.epsr.2020.106689_bib0028 article-title: Optimal resilient transmission grid design contributor: fullname: Nagarajan – year: 2019 ident: 10.1016/j.epsr.2020.106689_sbref0004 article-title: Communication-constrained expansion planning for resilient distribution systems publication-title: INFORMS Journal on Computing contributor: fullname: Byeon – year: 2004 ident: 10.1016/j.epsr.2020.106689_bib0009 contributor: fullname: Chen – year: 2004 ident: 10.1016/j.epsr.2020.106689_bib0027 article-title: Electric utility infrastructure vulnerabilities: transformers towers and terrorism contributor: fullname: Abel – year: 2013 ident: 10.1016/j.epsr.2020.106689_bib0005 article-title: Economic Benefits of Increasing Electric Grid Resilience to Weather Outages contributor: fullname: Executive Office of the President – year: 2020 ident: 10.1016/j.epsr.2020.106689_bib0012 article-title: Distributionally robust distribution network configuration under random contingency publication-title: IEEE Trans. Power Syst. doi: 10.1109/TPWRS.2020.2973596 contributor: fullname: Babaei – volume: 60 start-page: 72 issue: 1 year: 2014 ident: 10.1016/j.epsr.2020.106689_bib0015 article-title: Exact convex relaxation of optimal power flow in radial networks publication-title: IEEE Trans. Autom. Control doi: 10.1109/TAC.2014.2332712 contributor: fullname: Gan – volume: 52 start-page: 359 issue: 1–3 year: 1991 ident: 10.1016/j.epsr.2020.106689_bib0018 article-title: Multi-stage stochastic optimization applied to energy planning publication-title: Math. Program. doi: 10.1007/BF01582895 contributor: fullname: Pereira – year: 2017 ident: 10.1016/j.epsr.2020.106689_sbref0018 article-title: SDDP.jl: a Julia package for stochastic dual dynamic programming publication-title: Optimization Online contributor: fullname: Dowson |
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SubjectTerms | [formula omitted] contingency Algorithms Batteries Contingency Disruption Distributed generation Distribution network Electric power distribution Electricity distribution Energy sources Heat recovery systems Multi-stage stochastic program OPF Power flow Recovery Recovery time Stochastic disruption Stochastic models |
Title | Optimal power flow in distribution networks under stochastic N−1 disruptions |
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