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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Main Authors: Qi Zhang, Shaohua Zhang, Xian Wang, Xue Li, Lei Wu
Format: Article
Language:English
Published: MDPI AG 2020-03-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/13/6/1308
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spelling 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
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