Aggregate Flexibility of Thermostatically Controlled Loads

It is widely accepted that thermostatically controlled loads (TCLs) can be used to provide regulation reserve to the grid. We first argue that the aggregate flexibility offered by a collection of TCLs can be succinctly modeled as a stochastic battery with dissipation. We next characterize the power...

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Published inIEEE transactions on power systems Vol. 30; no. 1; pp. 189 - 198
Main Authors He Hao, Sanandaji, Borhan M., Poolla, Kameshwar, Vincent, Tyrone L.
Format Journal Article
LanguageEnglish
Published New York IEEE 01.01.2015
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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Abstract It is widely accepted that thermostatically controlled loads (TCLs) can be used to provide regulation reserve to the grid. We first argue that the aggregate flexibility offered by a collection of TCLs can be succinctly modeled as a stochastic battery with dissipation. We next characterize the power limits and energy capacity of this battery model in terms of TCL parameters and random exogenous variables such as ambient temperature and user-specified set-points. We then describe a direct load control architecture for regulation service provision. Here, we use a priority-stack-based control framework to select which TCLs to control at any time. The control objective is for the aggregate power deviation from baseline to track an automatic generation control signal supplied by the system operator. Simulation studies suggest the practical promise of our methods.
AbstractList It is widely accepted that thermostatically controlled loads (TCLs) can be used to provide regulation reserve to the grid. We first argue that the aggregate flexibility offered by a collection of TCLs can be succinctly modeled as a stochastic battery with dissipation. We next characterize the power limits and energy capacity of this battery model in terms of TCL parameters and random exogenous variables such as ambient temperature and user-specified set-points. We then describe a direct load control architecture for regulation service provision. Here, we use a priority-stack-based control framework to select which TCLs to control at any time. The control objective is for the aggregate power deviation from baseline to track an automatic generation control signal supplied by the system operator. Simulation studies suggest the practical promise of our methods.
Author Poolla, Kameshwar
He Hao
Vincent, Tyrone L.
Sanandaji, Borhan M.
Author_xml – sequence: 1
  surname: He Hao
  fullname: He Hao
  email: hehao@berkeley.edu
  organization: Dept. of Electr. Eng. & Comput. Sci., Univ. of California, Berkeley, Berkeley, CA, USA
– sequence: 2
  givenname: Borhan M.
  surname: Sanandaji
  fullname: Sanandaji, Borhan M.
  organization: Dept. of Electr. Eng. & Comput. Sci., Univ. of California, Berkeley, Berkeley, CA, USA
– sequence: 3
  givenname: Kameshwar
  surname: Poolla
  fullname: Poolla, Kameshwar
  organization: Dept. of Electr. Eng. & Comput. Sci., Univ. of California, Berkeley, Berkeley, CA, USA
– sequence: 4
  givenname: Tyrone L.
  surname: Vincent
  fullname: Vincent, Tyrone L.
  organization: Dept. of Electr. Eng. & Comput. Sci., Colorado Sch. of Mines, Golden, CO, USA
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Cites_doi 10.1109/TPWRS.2012.2208232
10.1016/j.enconman.2008.12.012
10.1109/ACC.2014.6858956
10.1016/j.tej.2009.12.007
10.1109/TPWRS.2012.2204074
10.1109/TCST.2012.2204261
10.1109/TPWRS.2013.2266121
10.1109/Allerton.2013.6736573
10.1109/TPWRS.2007.901598
10.1109/TSG.2012.2183649
10.1109/TPWRS.2009.2016364
10.1109/TAC.1985.1104071
10.1109/ISGTEurope.2012.6465893
10.1109/TPWRS.2012.2195037
10.1109/ACC.2012.6315670
10.1109/CDC.2010.5717327
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References ref13
ref15
ref14
helman (ref5) 2010
ref11
ref10
(ref7) 0
ref2
mathieu (ref24) 2012
ref16
ref19
ref18
kirby (ref1) 2007
mathieu (ref17) 2013
kundu (ref12) 2011
shu (ref21) 2012
(ref22) 2007
ref23
ref25
ref20
(ref6) 0
ref28
ref9
ref4
ref3
macdonald (ref26) 2012
(ref8) 2010
(ref27) 0
References_xml – ident: ref14
  doi: 10.1109/TPWRS.2012.2208232
– year: 2010
  ident: ref5
  article-title: Resource and transmission planning to achieve a 33% RPS in California-ISO modeling tools and planning framework
  publication-title: Proc FERC Tech Conf Planning Models Softw
– ident: ref10
  doi: 10.1016/j.enconman.2008.12.012
– year: 2011
  ident: ref12
  article-title: Modeling and control of thermostatically controlled loads
  publication-title: Proc 17th Power Systems Computation Conf
– ident: ref28
  doi: 10.1109/ACC.2014.6858956
– year: 0
  ident: ref7
  publication-title: Buildings Energy Data Book
– ident: ref20
  doi: 10.1016/j.tej.2009.12.007
– year: 0
  ident: ref6
  publication-title: Smart AC Program
– year: 2013
  ident: ref17
  article-title: Energy arbitrage with thermostatically controlled loads
  publication-title: Proc Eur Control Conf (ECC)
– start-page: 1
  year: 2012
  ident: ref21
  article-title: Dynamic incentive strategy for voluntary demand response based on TDP scheme
  publication-title: Proc 2012 IEEE Asia-Pacific Signal & Information Processing Association Annual Summit Conf (APSIPA ASC)
– ident: ref15
  doi: 10.1109/TPWRS.2012.2204074
– ident: ref13
  doi: 10.1109/TCST.2012.2204261
– year: 0
  ident: ref27
  publication-title: PJM Regulation Data
– ident: ref16
  doi: 10.1109/TPWRS.2013.2266121
– ident: ref9
  doi: 10.1109/Allerton.2013.6736573
– year: 2007
  ident: ref22
  publication-title: Data Collection for Demand Side Management for Quantifying its Influence on Reliability Results and Recommendations Tech Rep
– ident: ref2
  doi: 10.1109/TPWRS.2007.901598
– ident: ref18
  doi: 10.1109/TSG.2012.2183649
– ident: ref3
  doi: 10.1109/TPWRS.2009.2016364
– ident: ref11
  doi: 10.1109/TAC.1985.1104071
– year: 2012
  ident: ref24
  article-title: Using residential electric loads for fast demand response: The potential resource and revenues, the costs, policy recommendations
  publication-title: 2012 ACEEE Summer Study on Energy Efficiency in Buildings
– ident: ref19
  doi: 10.1109/ISGTEurope.2012.6465893
– year: 2010
  ident: ref8
  publication-title: U S Energy Information Administration Annual Energy Review
– ident: ref23
  doi: 10.1109/TPWRS.2012.2195037
– ident: ref25
  doi: 10.1109/ACC.2012.6315670
– year: 2007
  ident: ref1
  publication-title: Ancillary Services Technical and Commercial Insights
– ident: ref4
  doi: 10.1109/CDC.2010.5717327
– year: 2012
  ident: ref26
  article-title: Demand response providing ancillary services
  publication-title: Grid-interop 2012
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Snippet It is widely accepted that thermostatically controlled loads (TCLs) can be used to provide regulation reserve to the grid. We first argue that the aggregate...
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SubjectTerms Aggregates
Batteries
Control
Control systems
Coordinated aggregation
demand response
Deviation
Electric batteries
Flexibility
Frequency control
frequency regulation
generalized battery model
load flexibility
Load modeling
Mathematical model
Mathematical models
Reserves
smart grid
Sociology
Statistics
thermostatically controlled loads
Title Aggregate Flexibility of Thermostatically Controlled Loads
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