Infrastructure Optimization of In-Motion Charging Networks for Electric Vehicles Using Agent-Based Modeling

被引:11
|
作者
Willey, Landon C. [1 ]
Salmon, John L. [1 ]
机构
[1] Brigham Young Univ, Dept Mech Engn, Provo, UT 84604 USA
来源
关键词
Vehicle dynamics; Batteries; Electric vehicles; Statistics; Sociology; Mathematical model; State of charge; Dynamic power transfer; electric vehicles; agent-based modeling; genetic algorithm; LOCATING MULTIPLE TYPES; ROUTE CHOICE BEHAVIOR; OPTIMAL-DEPLOYMENT; PLUG-IN; STATIONS;
D O I
10.1109/TIV.2021.3064549
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As the market share of electric vehicles increases, the associated charging infrastructure must be further developed to meet the growing demand for charging. While stationary plug-in methods have been the traditional approach to satisfying this demand, in-motion charging technologies have the potential to eliminate the inconvenience of long charging wait times and the high cost of large batteries. In this research, an agent-based model is developed to simulate vehicle charging demand and then validated against real traffic data. Driver behavior is estimated from travel survey data, and a method is introduced to estimate route-planning decisions in the presence of multiple charging options. The model is technology agnostic, allowing for its application to any kind of in-motion charging technology (i.e., inductive, conductive, and capacitive). A genetic algorithm is used to optimize the location of roadways with dynamic charging capabilities in the presence of the existing charging infrastructure. Both major highways and arterial roads were considered as potential candidates for dynamic charger installation. Results are presented for a case study in Salt Lake County, Utah.
引用
收藏
页码:760 / 771
页数:12
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