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Impact of Demand and Price Uncertainties on Customer-side Energy Storage System Operation with Peak Load Limitation

Authors
Oh, EunsungSon, Sung-YongHwang, HyemiPark, Jong-BaeLee, Kwang Y.
Issue Date
2-Oct-2015
Publisher
TAYLOR & FRANCIS INC
Keywords
Markov decision process; customer-side operation; demand uncertainty; energy storage system; peak load limitation; electricity price uncertainty
Citation
ELECTRIC POWER COMPONENTS AND SYSTEMS, v.43, no.16, pp.1872 - 1881
Journal Title
ELECTRIC POWER COMPONENTS AND SYSTEMS
Volume
43
Number
16
Start Page
1872
End Page
1881
URI
https://scholarworks.bwise.kr/gachon/handle/2020.sw.gachon/10027
DOI
10.1080/15325008.2015.1057883
ISSN
1532-5008
Abstract
This article investigates customer-side energy storage system operations to minimize the electricity bill under a peak load limitation constraint and uncertain environments. Specifically, it is discussed how the demand and price uncertainties impact the system performance. It is shown that the energy storage system operation based on the Markov decision process with stochastic information has near-optimum performance, which is achieved by an iterative method with perfect information when the electricity price and demand are slightly varied. To address a problem, such as the failure of peak load reduction due to high uncertainties, two heuristic methodologies are suggested by modifying the peak load threshold and the charge/discharge reservation quantity. It is demonstrated that the proposed approach can effectively manage the uncertainties with marginal performance degradation.
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