Restoration of Power Distribution Systems With Multiple Data Centers as Critical Loads

In this paper, a post-event restoration method is proposed for power distribution systems with Internet data centers (IDCs) as critical loads. The proposed method is formulated as a mixed integer linear programming-based optimization model which considers emergency operation decisions in IDCs and re...

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Veröffentlicht in:IEEE transactions on smart grid Jg. 10; H. 5; S. 5294 - 5307
Hauptverfasser: Liu, Yang, Lei, Shunbo, Hou, Yunhe
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Piscataway IEEE 01.09.2019
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Schlagworte:
Computational efficiency
Computational modeling
Computer centers
Computing time
Critical infrastructure
Data centers
Decisions
Decoupling method
Distribution system resilience
distribution system restoration
Electric power distribution
Electrical loads
Emergency procedures
Information sharing
Integer programming
Internet data centers
Linear programming
Load modeling
Mixed integer
mixed integer linear programming
optimal scheduling
Optimization
Power distribution
Power supplies
Restoration
ISSN:1949-3053, 1949-3061
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Abstract In this paper, a post-event restoration method is proposed for power distribution systems with Internet data centers (IDCs) as critical loads. The proposed method is formulated as a mixed integer linear programming-based optimization model which considers emergency operation decisions in IDCs and restoration decisions in power distribution systems, and can minimize the utility loss of IDCs and other loads during the restoration process. Since the original form of the proposed method may face some problems in practical application, such as confidential information sharing and long computing time, a decoupling method is proposed to convert the integrated model into several sequential parts which are operated by power distribution systems or IDCs independently, so that the confidential information sharing issue is solved, and the computing time is significantly reduced. The proposed restoration method is tested on the IEEE 123-Bus Feeder with multiple IDCs to illustrate its feasibility and efficiency.
AbstractList In this paper, a post-event restoration method is proposed for power distribution systems with Internet data centers (IDCs) as critical loads. The proposed method is formulated as a mixed integer linear programming-based optimization model which considers emergency operation decisions in IDCs and restoration decisions in power distribution systems, and can minimize the utility loss of IDCs and other loads during the restoration process. Since the original form of the proposed method may face some problems in practical application, such as confidential information sharing and long computing time, a decoupling method is proposed to convert the integrated model into several sequential parts which are operated by power distribution systems or IDCs independently, so that the confidential information sharing issue is solved, and the computing time is significantly reduced. The proposed restoration method is tested on the IEEE 123-Bus Feeder with multiple IDCs to illustrate its feasibility and efficiency.
Author Lei, Shunbo
Liu, Yang
Hou, Yunhe
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  organization: Department of Electrical and Electronic Engineering, University of Hong Kong, Hong Kong
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Cites_doi 10.1109/JPROC.2017.2679040
10.1109/TSG.2017.2751756
10.1109/INFCOMW.2012.6193526
10.1109/JSAC.2012.120706
10.1017/CBO9780511804441
10.1109/TSG.2017.2743158
10.1109/TPWRS.2010.2080327
10.1007/978-1-4614-4529-6
10.1109/TII.2011.2158841
10.1049/ip-gtd:19960191
10.1109/TSG.2011.2165567
10.1109/TSG.2015.2421286
10.1109/TSG.2015.2388736
10.1145/1594977.1592584
10.1109/TSG.2014.2363100
10.1016/j.peva.2013.08.014
10.1109/TSG.2017.2650917
10.1109/TPWRS.2018.2855102
10.1109/TSG.2016.2572402
10.1109/TSG.2014.2363583
10.1109/JSYST.2015.2493880
10.1109/TSG.2016.2591531
10.1109/MC.2017.4041358
10.1109/TPWRS.2017.2746622
10.1109/TPWRS.2017.2650779
10.1109/TSG.2018.2803141
10.1109/TSG.2016.2550625
10.1109/TPWRS.2007.907585
10.1109/TSG.2013.2267397
10.1109/TCAD.2012.2212898
10.1109/TSG.2015.2429653
10.1109/TPWRS.2012.2183151
10.1109/TSG.2015.2510428
10.1109/HPCA.2015.7056036
10.1109/JSAC.2016.2611918
10.1109/61.25627
10.1109/TSG.2015.2501808
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References ref35
ref13
ref34
ref12
ref37
ref15
ref36
ref14
ref33
ref11
ref32
sverdlik (ref10) 2017
mcgranaghan (ref31) 2013; 28
ref39
(ref40) 2011
ref17
furman (ref1) 2013
ref38
ref16
ref19
ref18
sawyer (ref30) 2004; 562
ref46
ref24
ref45
ref23
ref26
ref25
ref20
lei (ref2) 2017; 9
ref22
ref44
ref21
ref43
bergstra (ref42) 2011
(ref41) 2011
ref28
ref27
ref29
ref8
ref7
ref9
ref4
(ref3) 2017
ref6
ref5
References_xml – year: 2011
  ident: ref40
  publication-title: Cluster Data 2011_2 Trace
– ident: ref15
  doi: 10.1109/JPROC.2017.2679040
– ident: ref9
  doi: 10.1109/TSG.2017.2751756
– ident: ref24
  doi: 10.1109/INFCOMW.2012.6193526
– ident: ref25
  doi: 10.1109/JSAC.2012.120706
– ident: ref39
  doi: 10.1017/CBO9780511804441
– ident: ref12
  doi: 10.1109/TSG.2017.2743158
– ident: ref18
  doi: 10.1109/TPWRS.2010.2080327
– volume: 562
  year: 2004
  ident: ref30
  publication-title: Calculating Total Power Requirements for Data Centers
– ident: ref46
  doi: 10.1007/978-1-4614-4529-6
– ident: ref35
  doi: 10.1109/TII.2011.2158841
– ident: ref34
  doi: 10.1049/ip-gtd:19960191
– ident: ref5
  doi: 10.1109/TSG.2011.2165567
– start-page: 170
  year: 2017
  ident: ref3
  publication-title: Enhancing the Resilience of the Nation
– ident: ref23
  doi: 10.1109/TSG.2015.2421286
– ident: ref17
  doi: 10.1109/TSG.2015.2388736
– ident: ref6
  doi: 10.1145/1594977.1592584
– year: 2011
  ident: ref41
  publication-title: Estimating the Value of Load
– ident: ref37
  doi: 10.1109/TSG.2014.2363100
– ident: ref20
  doi: 10.1016/j.peva.2013.08.014
– ident: ref16
  doi: 10.1109/TSG.2017.2650917
– year: 2017
  ident: ref10
  publication-title: OVH to Disassemble Container Data Centers After Epic Outage in Europe
– ident: ref13
  doi: 10.1109/TPWRS.2018.2855102
– volume: 28
  start-page: 46
  year: 2013
  ident: ref31
  article-title: Enhancing distribution resiliency: Opportunities for applying innovative technologies
  publication-title: Electricity Today
– ident: ref28
  doi: 10.1109/TSG.2016.2572402
– ident: ref29
  doi: 10.1109/TSG.2014.2363583
– year: 2013
  ident: ref1
  publication-title: Economic Benefits of Increasing Electric Grid Resilience to Weather Outages
– ident: ref45
  doi: 10.1109/JSYST.2015.2493880
– year: 2011
  ident: ref42
  publication-title: Handbook of Network and System Administration
– ident: ref11
  doi: 10.1109/TSG.2016.2591531
– ident: ref8
  doi: 10.1109/MC.2017.4041358
– ident: ref36
  doi: 10.1109/TPWRS.2017.2746622
– ident: ref32
  doi: 10.1109/TPWRS.2017.2650779
– ident: ref33
  doi: 10.1109/TSG.2018.2803141
– ident: ref4
  doi: 10.1109/TSG.2016.2550625
– ident: ref14
  doi: 10.1109/TPWRS.2007.907585
– ident: ref21
  doi: 10.1109/TSG.2013.2267397
– ident: ref7
  doi: 10.1109/TCAD.2012.2212898
– ident: ref44
  doi: 10.1109/TSG.2015.2429653
– ident: ref43
  doi: 10.1109/TPWRS.2012.2183151
– ident: ref22
  doi: 10.1109/TSG.2015.2510428
– ident: ref27
  doi: 10.1109/HPCA.2015.7056036
– ident: ref19
  doi: 10.1109/JSAC.2016.2611918
– volume: 9
  start-page: 2030
  year: 2017
  ident: ref2
  article-title: Mobile emergency generator pre-positioning and real-time allocation for resilient response to natural disasters
  publication-title: IEEE Trans Smart Grid
– ident: ref38
  doi: 10.1109/61.25627
– ident: ref26
  doi: 10.1109/TSG.2015.2501808
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Snippet In this paper, a post-event restoration method is proposed for power distribution systems with Internet data centers (IDCs) as critical loads. The proposed...
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SubjectTerms Computational efficiency
Computational modeling
Computer centers
Computing time
Critical infrastructure
Data centers
Decisions
Decoupling method
Distribution system resilience
distribution system restoration
Electric power distribution
Electrical loads
Emergency procedures
Information sharing
Integer programming
Internet data centers
Linear programming
Load modeling
Mixed integer
mixed integer linear programming
optimal scheduling
Optimization
Power distribution
Power supplies
Restoration
Title Restoration of Power Distribution Systems With Multiple Data Centers as Critical Loads
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