Risk Averse Scheduling by a PEV Aggregator Under Uncertainty

Research on electric power systems has considered the impact of foreseeable plug-in electric vehicle (PEV) penetration on its regulation, planning, and operation. Indeed, detailed treatment of PEV charging is necessary for efficient allocation of resources. It is envisaged that a coordinator of char...

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Veröffentlicht in:IEEE transactions on power systems Jg. 30; H. 2; S. 882 - 891
Hauptverfasser: Momber, Ilan, Siddiqui, Afzal, Gomez San Roman, Tomas, Soder, Lennart
Format: Journal Article
Sprache:Englisch
Veröffentlicht: New York IEEE 01.03.2015
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN:0885-8950, 1558-0679, 1558-0679
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Abstract Research on electric power systems has considered the impact of foreseeable plug-in electric vehicle (PEV) penetration on its regulation, planning, and operation. Indeed, detailed treatment of PEV charging is necessary for efficient allocation of resources. It is envisaged that a coordinator of charging schedules, i.e., a PEV aggregator, could exercise some form of load control according to electricity market prices and network charges. In this context, it is important to consider the effects of uncertainty of key input parameters to optimization algorithms for PEV charging schedules. However, the modeling of the PEV aggregator's exposure to profit volatility has received less attention in detail. Hence, this paper develops a methodology to maximize PEV aggregator profits taking decisions in day-ahead and balancing markets while considering risk aversion. Under uncertain market prices and fleet mobility, the proposed two-stage linear stochastic program finds optimal PEV charging schedules at the vehicle level. A case study highlights the effects of including the conditional value-at-risk (CVaR) term in the objective function and calculates two metrics referred to as the expected value of aggregation and flexibility.
AbstractList Research on electric power systems has considered the impact of foreseeable plug-in electric vehicle (PEV) penetration on its regulation, planning, and operation. Indeed, detailed treatment of PEV charging is necessary for efficient allocation of resources. It is envisaged that a coordinator of charging schedules, i.e., a PEV aggregator, could exercise some form of load control according to electricity market prices and network charges. In this context, it is important to consider the effects of uncertainty of key input parameters to optimization algorithms for PEV charging schedules. However, the modeling of the PEV aggregator's exposure to profit volatility has received less attention in detail. Hence, this paper develops a methodology to maximize PEV aggregator profits taking decisions in day-ahead and balancing markets while considering risk aversion. Under uncertain market prices and fleet mobility, the proposed two-stage linear stochastic program finds optimal PEV charging schedules at the vehicle level. A case study highlights the effects of including the conditional value-at-risk (CVaR) term in the objective function and calculates two metrics referred to as the expected value of aggregation and flexibility.
Author Siddiqui, Afzal
Soder, Lennart
Gomez San Roman, Tomas
Momber, Ilan
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  givenname: Afzal
  surname: Siddiqui
  fullname: Siddiqui, Afzal
  email: afzal.siddiqui@ucl.ac.uk
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  givenname: Tomas
  surname: Gomez San Roman
  fullname: Gomez San Roman, Tomas
  email: tomas.gomez@iit.up-comillas.es
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  givenname: Lennart
  surname: Soder
  fullname: Soder, Lennart
  email: lsod@kth.se
  organization: Dept. of Electr. Power Syst. (EPS), KTH R. Inst. of Technol., Stockholm, Sweden
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Snippet Research on electric power systems has considered the impact of foreseeable plug-in electric vehicle (PEV) penetration on its regulation, planning, and...
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SubjectTerms Airships
Algorithms
Availability
Charging
Commerce
Computer and Systems Sciences
Conditional Value-at-Risk
Conditional value-at-risk (CVaR)
data- och systemvetenskap
Efficient allocations
Electric power system planning
Electric power systems
Electric utilities
Electric vehicles
Electricity distribution
Electricity supply industry
Expected values
Fleet operations
Linear programming
Linear stochastic programs
Market prices
Markets
Mathematical models
Objective functions
optimal PEV charging schedule
Optimization
Optimization algorithms
Plug in Electric Vehicle (PEV)
plug-in electric vehicle (PEV) aggregator
Power systems
Profitability
Risk
risk aversion
Schedules
Scheduling
stochastic linear programming
Stochastic processes
Stochastic systems
System-on-chip
Uncertainty
Value engineering
Vehicles
Title Risk Averse Scheduling by a PEV Aggregator Under Uncertainty
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