Risk-Based Performance of Combined Heat and Power Based Microgrid Using Information Gap Decision Theory
In this paper, to get optimal scheduling of microgrids (MGs) in short-term, info-gap decision-theory (IGDT) is applied to assess load uncertainty. In order to provide a comprehensive load uncertainty study, best and worst possible conditions are evaluated using IGDT's functions of opportunity a...
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doaj-19c3b224830146f0b4216609844f5b6b2021-03-30T02:55:39ZengIEEEIEEE Access2169-35362020-01-018931239313210.1109/ACCESS.2020.29952609094669Risk-Based Performance of Combined Heat and Power Based Microgrid Using Information Gap Decision TheorySayyad Nojavan0Kittisak Jermsittiparsert1https://orcid.org/0000-0003-3245-8705Department of Electrical Engineering, University of Bonab, Bonab, IranSocial Research Institute, Chulalongkorn University, Bangkok, ThailandIn this paper, to get optimal scheduling of microgrids (MGs) in short-term, info-gap decision-theory (IGDT) is applied to assess load uncertainty. In order to provide a comprehensive load uncertainty study, best and worst possible conditions are evaluated using IGDT's functions of opportunity and robustness, respectively, in which risk-taker and risk-averse strategies are obtained while deterministic case study is also carried-out under the risk-neutral strategy. Real-time pricing (RTP) and time-of-use pricing (TOU) of demand response program (DRP) are applied to peak-load management. For each strategy, three cases as without DRP, TOU-DRP, and RTP-DRP are investigated. According to the results in the risk-neutral strategy, by applying TOU-DRP and RTP-DRP, operating cost is reduced about 2.5% and 6.6%, respectively. In the risk-averse strategy, by considering MG operating cost equal to $6,000, the MG will robust against load uncertainty up to 18.37%, 21.52%, and 24.82% for without DRP, TOU-DRP, and RTP-DRP cases, respectively. In the risk-taker strategy, MG operating cost for 28% of load reduction, operating costs will be equal to $3,698.12, $3,605.21, and $3,338.87 for without DRP, TOU-DRP, and RTP-DRP, respectively, in comparison with the risk-neutral strategy.https://ieeexplore.ieee.org/document/9094669/Information gap decision theoryload uncertaintyheat and power micro-gridflexible load managementrobustness and opportunity function |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Sayyad Nojavan Kittisak Jermsittiparsert |
spellingShingle |
Sayyad Nojavan Kittisak Jermsittiparsert Risk-Based Performance of Combined Heat and Power Based Microgrid Using Information Gap Decision Theory IEEE Access Information gap decision theory load uncertainty heat and power micro-grid flexible load management robustness and opportunity function |
author_facet |
Sayyad Nojavan Kittisak Jermsittiparsert |
author_sort |
Sayyad Nojavan |
title |
Risk-Based Performance of Combined Heat and Power Based Microgrid Using Information Gap Decision Theory |
title_short |
Risk-Based Performance of Combined Heat and Power Based Microgrid Using Information Gap Decision Theory |
title_full |
Risk-Based Performance of Combined Heat and Power Based Microgrid Using Information Gap Decision Theory |
title_fullStr |
Risk-Based Performance of Combined Heat and Power Based Microgrid Using Information Gap Decision Theory |
title_full_unstemmed |
Risk-Based Performance of Combined Heat and Power Based Microgrid Using Information Gap Decision Theory |
title_sort |
risk-based performance of combined heat and power based microgrid using information gap decision theory |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2020-01-01 |
description |
In this paper, to get optimal scheduling of microgrids (MGs) in short-term, info-gap decision-theory (IGDT) is applied to assess load uncertainty. In order to provide a comprehensive load uncertainty study, best and worst possible conditions are evaluated using IGDT's functions of opportunity and robustness, respectively, in which risk-taker and risk-averse strategies are obtained while deterministic case study is also carried-out under the risk-neutral strategy. Real-time pricing (RTP) and time-of-use pricing (TOU) of demand response program (DRP) are applied to peak-load management. For each strategy, three cases as without DRP, TOU-DRP, and RTP-DRP are investigated. According to the results in the risk-neutral strategy, by applying TOU-DRP and RTP-DRP, operating cost is reduced about 2.5% and 6.6%, respectively. In the risk-averse strategy, by considering MG operating cost equal to $6,000, the MG will robust against load uncertainty up to 18.37%, 21.52%, and 24.82% for without DRP, TOU-DRP, and RTP-DRP cases, respectively. In the risk-taker strategy, MG operating cost for 28% of load reduction, operating costs will be equal to $3,698.12, $3,605.21, and $3,338.87 for without DRP, TOU-DRP, and RTP-DRP, respectively, in comparison with the risk-neutral strategy. |
topic |
Information gap decision theory load uncertainty heat and power micro-grid flexible load management robustness and opportunity function |
url |
https://ieeexplore.ieee.org/document/9094669/ |
work_keys_str_mv |
AT sayyadnojavan riskbasedperformanceofcombinedheatandpowerbasedmicrogridusinginformationgapdecisiontheory AT kittisakjermsittiparsert riskbasedperformanceofcombinedheatandpowerbasedmicrogridusinginformationgapdecisiontheory |
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