Smart Scheduling and Cost-Benefit Analysis of Grid-Enabled Electric Vehicles for Wind Power Integration

被引:97
|
作者
Ghofrani, Mahmoud [1 ,2 ]
Arabali, Amirsaman [1 ,2 ]
Etezadi-Amoli, Mehdi [1 ,2 ]
Fadali, Mohammed Sami [1 ,2 ]
机构
[1] Univ Washington, Dept Elect Engn, Bothell, WA 98011 USA
[2] Univ Nevada, Dept Elect Engn, Reno, NV 89557 USA
关键词
ARMA; battery storage; driving patterns; electric vehicles; genetic algorithm; Monte Carlo simulation; optimal charging/discharging; stochastic modeling; vehicle-to-grid; wind integration; ENERGY-STORAGE; GENERATION; SYSTEMS; UNITS;
D O I
10.1109/TSG.2014.2328976
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes a stochastic framework to mitigate the effects of uncertainty and enhance the predictability of wind power using the vehicle-to-grid (V2G) capabilities of electric vehicles (EVs). An Auto Regressive Moving Average (ARMA) wind speed model forecasts the wind power output. Using Fuzzy C-Means (FCM) clustering, EVs are grouped into 6 fleets of similar daily driving patterns. A Genetic Algorithm (GA) is used in combination with a Monte Carlo simulation (MCS) to optimize charging and discharging of the EVs. The optimization scheme minimizes the sum of the penalty cost associated with wind power imbalances and V2G expenses associated with purchased energy, battery wear and capital costs. The proposed method provides a collaborative strategy between the wind participants and EV owners to increase their revenues and incentives. A cost-benefit analysis assesses the economic feasibility of V2G services for wind power integration. The coordinated charging/discharging scheme optimally utilizes the V2G capacities of EVs and compensates for power imbalances due to random variations of wind power.
引用
收藏
页码:2306 / 2313
页数:8
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