Optimal Life-Cycle Resilience Enhancement of Aging Power Distribution Systems: A MINLP-Based Preventive Maintenance Planning

Power distribution systems in the US are commonly supported by wood utility poles. These assets require regular maintenance to enhance the reliability of power delivery to support many dependent functions of the society. Limitations in budget, however, warrant efficient allocation of limited resourc...

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Vydané v:IEEE access Ročník 8; s. 22324 - 22334
Hlavní autori: Dehghani, Nariman L., Mohammadi Darestani, Yousef, Shafieezadeh, Abdollah
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Piscataway IEEE 2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN:2169-3536, 2169-3536
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Abstract Power distribution systems in the US are commonly supported by wood utility poles. These assets require regular maintenance to enhance the reliability of power delivery to support many dependent functions of the society. Limitations in budget, however, warrant efficient allocation of limited resources based on optimal preventive maintenance plans. A few studies have developed risk-based metrics to support risk-informed decision making in preventive maintenance planning for power distribution systems. However, integration of risk-based metrics and optimization for enhancing the life-cycle resilience of distribution systems has not been explored. To address this gap, this paper proposes a mixed-integer nonlinear programming (MINLP) model to maximize the life-cycle resilience of aging power distribution systems subject to multi-occurrences of hurricane events using an optimal risk-based maintenance planning. For this purpose, a risk-based index called the Expected Outages is proposed and integrated into the optimization problem to minimize the total expected number of power outages in the entire planning horizon. Various uncertainties in the performance of poles under stochastic occurrences of hazards are taken into account through advanced fragility models and an efficient recursive formulation that models the uncertainty of precedent pole failures. The proposed approach is applied to a large, realistic power distribution system for long-term maintenance planning given a total budget limit and different levels of periodic budget constraints. The resulting optimization problems are solved through the branch and bound algorithm. Results indicate that applying the presented methodology leads to a significant enhancement of the life-cycle resilience of distribution systems compared to the commonly implemented strength-based maintenance strategy set by National Electric Safety Code.
AbstractList Power distribution systems in the US are commonly supported by wood utility poles. These assets require regular maintenance to enhance the reliability of power delivery to support many dependent functions of the society. Limitations in budget, however, warrant efficient allocation of limited resources based on optimal preventive maintenance plans. A few studies have developed risk-based metrics to support risk-informed decision making in preventive maintenance planning for power distribution systems. However, integration of risk-based metrics and optimization for enhancing the life-cycle resilience of distribution systems has not been explored. To address this gap, this paper proposes a mixed-integer nonlinear programming (MINLP) model to maximize the life-cycle resilience of aging power distribution systems subject to multi-occurrences of hurricane events using an optimal risk-based maintenance planning. For this purpose, a risk-based index called the Expected Outages is proposed and integrated into the optimization problem to minimize the total expected number of power outages in the entire planning horizon. Various uncertainties in the performance of poles under stochastic occurrences of hazards are taken into account through advanced fragility models and an efficient recursive formulation that models the uncertainty of precedent pole failures. The proposed approach is applied to a large, realistic power distribution system for long-term maintenance planning given a total budget limit and different levels of periodic budget constraints. The resulting optimization problems are solved through the branch and bound algorithm. Results indicate that applying the presented methodology leads to a significant enhancement of the life-cycle resilience of distribution systems compared to the commonly implemented strength-based maintenance strategy set by National Electric Safety Code.
Author Mohammadi Darestani, Yousef
Dehghani, Nariman L.
Shafieezadeh, Abdollah
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  organization: Department of Civil, Environmental, and Geodetic Engineering, Risk Assessment and Management of Structural and Infrastructure Systems (RAMSIS) Laboratory, The Ohio State University, Columbus, OH, USA
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Cites_doi 10.1002/eqe.2764
10.1007/s10898-014-0166-2
10.1109/ACCESS.2015.2404215
10.1061/9780784482650.059
10.1109/TSG.2015.2513048
10.1109/TPWRD.2009.2028785
10.1109/TPWRD.2013.2281265
10.1017/S0962492913000032
10.1007/s10107-015-0887-0
10.1109/PESMG.2013.6672861
10.1109/TPWRS.2007.894863
10.1109/TPWRS.2018.2855102
10.1080/10556780902753221
10.1016/j.strusafe.2011.12.004
10.1016/j.cej.2019.123412
10.1016/j.cie.2018.09.012
10.1109/RAM.2018.8463028
10.1016/j.ress.2015.07.028
10.1126/science.1165893
10.1109/TPWRS.2018.2822295
10.1061/(ASCE)IS.1943-555X.0000138
10.1061/9780784482650.060
10.1007/s11081-018-9411-8
10.1007/s10107-005-0581-8
10.18297/etd/994
10.1002/eqe.2437
10.1016/j.epsr.2015.06.012
10.1016/j.strusafe.2014.01.001
10.1049/iet-gtd.2018.6866
10.1080/10556780903087124
10.1109/TPWRD.2002.804007
10.1016/j.engstruct.2019.01.048
10.1080/10556788.2017.1335312
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References ref35
ref13
ref34
ref12
ref37
ref15
ref36
ref14
ref31
darestani (ref42) 2019
ref30
ref33
ref11
ref32
ref10
(ref7) 2017
ref2
ref39
ref17
ref16
ref18
hoffman (ref5) 2013
kenward (ref1) 2014; 10
(ref46) 2010
campbell (ref3) 2019
ref24
ref45
ref23
ref26
ref25
ref20
ref41
ref22
ref44
ref21
ref43
brown (ref4) 2006
(ref6) 2018
ref8
moghaddam (ref38) 2010
darestani (ref9) 2019
shahidehpour (ref19) 2012
willis (ref28) 2012
koza (ref29) 1992; 1
ref40
(ref27) 2013
References_xml – ident: ref10
  doi: 10.1002/eqe.2764
– volume: 1
  year: 1992
  ident: ref29
  publication-title: Genetic Programming On the Programming of Computers by Means of Natural Selection
– ident: ref33
  doi: 10.1007/s10898-014-0166-2
– ident: ref14
  doi: 10.1109/ACCESS.2015.2404215
– ident: ref12
  doi: 10.1061/9780784482650.059
– ident: ref24
  doi: 10.1109/TSG.2015.2513048
– ident: ref23
  doi: 10.1109/TPWRD.2009.2028785
– ident: ref43
  doi: 10.1109/TPWRD.2013.2281265
– ident: ref41
  doi: 10.1017/S0962492913000032
– ident: ref15
  doi: 10.1007/s10107-015-0887-0
– ident: ref20
  doi: 10.1109/PESMG.2013.6672861
– ident: ref22
  doi: 10.1109/TPWRS.2007.894863
– year: 2006
  ident: ref4
  publication-title: Hurricane Wilma and FPL
– year: 2017
  ident: ref7
– ident: ref16
  doi: 10.1109/TPWRS.2018.2855102
– ident: ref36
  doi: 10.1080/10556780902753221
– year: 2012
  ident: ref19
  publication-title: Maintenance Scheduling in Restructured Power Systems
– ident: ref44
  doi: 10.1016/j.strusafe.2011.12.004
– ident: ref32
  doi: 10.1016/j.cej.2019.123412
– year: 2019
  ident: ref3
  publication-title: Weather-related Power Outages and Electric System Resiliency
– year: 2010
  ident: ref46
  publication-title: White Paper Energy-Technologies to Enable a Smart Grid
– year: 2013
  ident: ref5
  publication-title: Comparing the Impacts of Northeast Hurricanes on Energy Infrastructure
– ident: ref39
  doi: 10.1016/j.cie.2018.09.012
– ident: ref21
  doi: 10.1109/RAM.2018.8463028
– ident: ref8
  doi: 10.1016/j.ress.2015.07.028
– ident: ref31
  doi: 10.1126/science.1165893
– ident: ref25
  doi: 10.1109/TPWRS.2018.2822295
– ident: ref13
  doi: 10.1061/(ASCE)IS.1943-555X.0000138
– volume: 10
  start-page: 1
  year: 2014
  ident: ref1
  article-title: Blackout: Extreme weather, climate change and power outages
  publication-title: Climate Central
– ident: ref11
  doi: 10.1061/9780784482650.060
– year: 2013
  ident: ref27
  publication-title: Wood Pole Inspection and Maintenance
– ident: ref40
  doi: 10.1007/s11081-018-9411-8
– ident: ref34
  doi: 10.1007/s10107-005-0581-8
– year: 2010
  ident: ref38
  article-title: Preventive maintenance and replacement scheduling: Models and algorithms
  doi: 10.18297/etd/994
– ident: ref30
  doi: 10.1002/eqe.2437
– ident: ref2
  doi: 10.1016/j.epsr.2015.06.012
– year: 2018
  ident: ref6
  publication-title: Review of Florida's Electric Utility Hurricane Preparedness and Restoration Actions 2018
– year: 2019
  ident: ref9
  article-title: Hurricane resilience quantification and enhancement of overhead electric power systems
– ident: ref45
  doi: 10.1016/j.strusafe.2014.01.001
– ident: ref17
  doi: 10.1049/iet-gtd.2018.6866
– ident: ref35
  doi: 10.1080/10556780903087124
– year: 2012
  ident: ref28
  publication-title: Distribution Wood Pole Management Practices in the Electric Utility
– ident: ref18
  doi: 10.1109/TPWRD.2002.804007
– ident: ref26
  doi: 10.1016/j.engstruct.2019.01.048
– ident: ref37
  doi: 10.1080/10556788.2017.1335312
– year: 2019
  ident: ref42
  article-title: A framework for hurricane resilience assessment of power distribution systems
  publication-title: Proc 13th Int Conf Appl Statist Probab Civil Eng (ICASP)
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Snippet Power distribution systems in the US are commonly supported by wood utility poles. These assets require regular maintenance to enhance the reliability of power...
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SubjectTerms Algorithms
Budgets
Decision making
Electric power distribution
Electrical safety
Fragility
Hazards
hurricane hazards
Hurricanes
Mixed integer
Mixed-integer nonlinear programming
Nonlinear programming
Optimization
Outages
Planning
Power distribution
power distribution systems
Preventive maintenance
Resilience
resilience enhancement
Risk
Uncertainty
Utility poles
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Title Optimal Life-Cycle Resilience Enhancement of Aging Power Distribution Systems: A MINLP-Based Preventive Maintenance Planning
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