Conditional-Robust-Profit-Based Optimization Model for Electricity Retailers with Shiftable Demand
This paper investigates the problem of how to deploy customers’ shiftable load (SL) for electricity retailers’ risk management under uncertainty of the day-ahead (DA) wholesale market price. The robust profit (RP) and the conditional robust profit (CRP) are introduced for a risk-...
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doaj-55437e1dd3c94072a82c7ce2bd564fbc2020-11-25T02:04:50ZengMDPI AGEnergies1996-10732020-03-01136130810.3390/en13061308en13061308Conditional-Robust-Profit-Based Optimization Model for Electricity Retailers with Shiftable DemandQi Zhang0Shaohua Zhang1Xian Wang2Xue Li3Lei Wu4Department of Automation, Shanghai University, Shanghai 200444, ChinaDepartment of Automation, Shanghai University, Shanghai 200444, ChinaDepartment of Automation, Shanghai University, Shanghai 200444, ChinaDepartment of Automation, Shanghai University, Shanghai 200444, ChinaDepartment of Electrical and Computer Engineering, Stevens Institute of Technology, Hoboken, NJ 07030, USAThis paper investigates the problem of how to deploy customers’ shiftable load (SL) for electricity retailers’ risk management under uncertainty of the day-ahead (DA) wholesale market price. The robust profit (RP) and the conditional robust profit (CRP) are introduced for a risk-averse retailer’s risk-reward trade-off analysis in its decision-making of electricity procurement from various options. A CRP-based bi-level optimization model is proposed for the risk-averse retailer to determine its electricity procurement strategy taking into consideration customers’ shiftable load. In the upper problem, the retailer decides its electricity procurement from various options and the SL incentive prices to maximize its CRP under a given confidence level, and in the lower problem, the customers shift their load according to the SL incentive prices to minimize their comprehensive costs including the discomfort cost caused by rescheduling electricity consumption. Finally, a case study is used to verify the effectiveness of this model. It is shown that the retailer can achieve larger profit and less risk by utilizing customers’ SL and the retailer’s risk-aversion level has an important impact on its electricity procurement and SL incentive strategies.https://www.mdpi.com/1996-1073/13/6/1308risk-averse retailershiftable loadelectricity procurementconditional robust profitrisk management |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Qi Zhang Shaohua Zhang Xian Wang Xue Li Lei Wu |
spellingShingle |
Qi Zhang Shaohua Zhang Xian Wang Xue Li Lei Wu Conditional-Robust-Profit-Based Optimization Model for Electricity Retailers with Shiftable Demand Energies risk-averse retailer shiftable load electricity procurement conditional robust profit risk management |
author_facet |
Qi Zhang Shaohua Zhang Xian Wang Xue Li Lei Wu |
author_sort |
Qi Zhang |
title |
Conditional-Robust-Profit-Based Optimization Model for Electricity Retailers with Shiftable Demand |
title_short |
Conditional-Robust-Profit-Based Optimization Model for Electricity Retailers with Shiftable Demand |
title_full |
Conditional-Robust-Profit-Based Optimization Model for Electricity Retailers with Shiftable Demand |
title_fullStr |
Conditional-Robust-Profit-Based Optimization Model for Electricity Retailers with Shiftable Demand |
title_full_unstemmed |
Conditional-Robust-Profit-Based Optimization Model for Electricity Retailers with Shiftable Demand |
title_sort |
conditional-robust-profit-based optimization model for electricity retailers with shiftable demand |
publisher |
MDPI AG |
series |
Energies |
issn |
1996-1073 |
publishDate |
2020-03-01 |
description |
This paper investigates the problem of how to deploy customers’ shiftable load (SL) for electricity retailers’ risk management under uncertainty of the day-ahead (DA) wholesale market price. The robust profit (RP) and the conditional robust profit (CRP) are introduced for a risk-averse retailer’s risk-reward trade-off analysis in its decision-making of electricity procurement from various options. A CRP-based bi-level optimization model is proposed for the risk-averse retailer to determine its electricity procurement strategy taking into consideration customers’ shiftable load. In the upper problem, the retailer decides its electricity procurement from various options and the SL incentive prices to maximize its CRP under a given confidence level, and in the lower problem, the customers shift their load according to the SL incentive prices to minimize their comprehensive costs including the discomfort cost caused by rescheduling electricity consumption. Finally, a case study is used to verify the effectiveness of this model. It is shown that the retailer can achieve larger profit and less risk by utilizing customers’ SL and the retailer’s risk-aversion level has an important impact on its electricity procurement and SL incentive strategies. |
topic |
risk-averse retailer shiftable load electricity procurement conditional robust profit risk management |
url |
https://www.mdpi.com/1996-1073/13/6/1308 |
work_keys_str_mv |
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