Investigation of the Link Between Macroscopic Traffic Flow Characteristics and Individual Vehicle Fuel Consumption
项目名称: Investigation of the Link Between Macroscopic Traffic Flow Characteristics and Individual Vehicle Fuel Consumption
摘要: This project investigated the factors impacting individual vehicle energy consumption, including vehicle characteristics, ambient temperature, season, speed, driving behavior, and traffic flow. A fleet of 18 vehicles with a variety of ownership, size, model, year, and powertrain characteristics was monitored using on-board diagnostics II (OBD-II) loggers to collect each vehicle�s controller area network (CAN) bus data for a one-year period. Traffic data, including flow rate, space mean speed, and density, were also collected and linked with the vehicle data. Based on vehicle CAN bus data, fuel consumption models for gasoline vehicles were calibrated, and a new electricity consumption model for electric vehicles was proposed. Both models can reliably estimate individual vehicle energy consumption.
状态: Completed
资金: 81261
资助组织: Midwest Transportation Center
管理组织: Midwest Transportation Center
执行机构: Iowa State University, Ames
主要研究人员: Dong, Jing
开始时间: 20150316
预计完成日期: 20170930
实际结束时间: 20170930
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