Optimal Control of End-User Energy Storage
An increasing number of retail energy markets show price fluctuations, providing users with the opportunity to buy energy at lower than average prices. We propose to temporarily store this inexpensive energy in a battery, and use it to satisfy demand when energy prices are high, thus allowing users...
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Published in | IEEE transactions on smart grid Vol. 4; no. 2; pp. 789 - 797 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
IEEE
01.06.2013
Institute of Electrical and Electronics Engineers |
Subjects | |
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Abstract | An increasing number of retail energy markets show price fluctuations, providing users with the opportunity to buy energy at lower than average prices. We propose to temporarily store this inexpensive energy in a battery, and use it to satisfy demand when energy prices are high, thus allowing users to exploit the price variations without having to shift their demand to the low-price periods. We study the battery control policy that yields the best performance, i.e., minimizes the total discounted costs. The optimal policy is shown to have a threshold structure, and we derive these thresholds in a few special cases. The cost savings obtained from energy storage are demonstrated through extensive numerical experiments, and we offer various directions for future research. |
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AbstractList | An increasing number of retail energy markets show price fluctuations, providing users with the opportunity to buy energy at lower than average prices. We propose to temporarily store this inexpensive energy in a battery, and use it to satisfy demand when energy prices are high, thus allowing users to exploit the price variations without having to shift their demand to the low-price periods. We study the battery control policy that yields the best performance, i.e., minimizes the total discounted costs. The optimal policy is shown to have a threshold structure, and we derive these thresholds in a few special cases. The cost savings obtained from energy storage are demonstrated through extensive numerical experiments, and we offer various directions for future research. |
Author | Massoulie, L. van de Ven, P. M. Salonidis, T. Hegde, N. |
Author_xml | – sequence: 1 givenname: P. M. surname: van de Ven fullname: van de Ven, P. M. email: petermvandeven@gmail.com organization: IBM Thomas J. Watson Res. Center, Yorktown Heights, NY, USA – sequence: 2 givenname: N. surname: Hegde fullname: Hegde, N. organization: Paris Res. & Innovation Center, Technicolor, Issy-les-Moulineaux, France – sequence: 3 givenname: L. surname: Massoulie fullname: Massoulie, L. organization: MSR-Inria Joint Centre, INRIA, Palaiseau, France – sequence: 4 givenname: T. surname: Salonidis fullname: Salonidis, T. organization: IBM Thomas J. Watson Res. Center, Yorktown Heights, NY, USA |
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References | ref12 guo (ref13) 2011 ref14 van de ven (ref1) 2011 ref20 hu (ref11) 2010 ref10 ref2 ref19 ref8 ref7 zhou (ref15) 2011 ref9 rockafellar (ref21) 1972 ref4 bertsekas (ref17) 1996 ref3 (ref18) 2012 ref6 ref5 harsha (ref16) 2012 |
References_xml | – ident: ref6 doi: 10.1016/j.eneco.2006.08.008 – year: 2010 ident: ref11 article-title: Optimal operation strategy of battery energy storage system to real-time electricity price in Denmark publication-title: Proc IEEE Power Energy Soc Gen Meet contributor: fullname: hu – ident: ref19 doi: 10.1016/j.enbuild.2010.05.023 – ident: ref8 doi: 10.1145/1993744.1993766 – ident: ref10 doi: 10.1109/PTC.2009.5282245 – year: 1996 ident: ref17 publication-title: Stochastic Optimal Control The Discrete-Time Case contributor: fullname: bertsekas – ident: ref12 doi: 10.1109/SmartGridComm.2011.6102369 – ident: ref4 doi: 10.1016/j.reseneeco.2011.06.003 – year: 1972 ident: ref21 publication-title: Convex Analysis contributor: fullname: rockafellar – year: 2011 ident: ref15 publication-title: Managing Wind-based Electricity Generation with Storage and Transmission Capacity contributor: fullname: zhou – year: 2012 ident: ref16 article-title: Optimal management and sizing of energy storage under dynamic pricing for the efficient integration of renewable energy contributor: fullname: harsha – ident: ref3 doi: 10.1016/j.epsr.2008.04.002 – year: 2012 ident: ref18 article-title: Independent electricity system operator – year: 2011 ident: ref13 article-title: Cutting down electricity cost in internet data centers by using energy storage publication-title: Proc IEEE Globecom contributor: fullname: guo – ident: ref7 doi: 10.1016/j.jpowsour.2009.09.070 – ident: ref14 doi: 10.1109/CDC.2011.6160862 – year: 2011 ident: ref1 article-title: Optimal control of residential energy storage under price fluctuations publication-title: Proc IARIA ENERGY contributor: fullname: van de ven – ident: ref5 doi: 10.2172/836966 – ident: ref20 doi: 10.1016/j.energy.2005.02.018 – ident: ref9 doi: 10.1016/S1040-6190(99)00071-8 – ident: ref2 doi: 10.5547/ISSN0195-6574-EJ-Vol26-No3-5 |
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SubjectTerms | Batteries Battery storage Computer Science Discharges (electric) dynamic pricing dynamic programming energy storage Markov decision processes Mathematical model Networking and Internet Architecture Optimal control Optimization Pricing threshold policy |
Title | Optimal Control of End-User Energy Storage |
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