Artificial Intelligence for Truck Fleet Management**
Artificial Intelligence for Truck Fleet Management**
批准号:
533550-2018
负责人:
Glatard, Tristan
金额:
$1.82万
依托单位:
依托单位国家:
加拿大
项目类别:
Engage Grants Program
财政年份:
2018
资助国家:
加拿大
项目状态:
已结题
起止时间:
2018-01-01 至 2019-12-31
中文摘要
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英文摘要
Today's transportation services are moving faster than ever, and companies are challenged to distribute their products more quickly and with increasingly competitive costs while maintaining safety on the road. With the emergence of data collection systems in trucks, tremendous opportunities for data intelligence are created, related to the creation of explanatory and predictive models for various events. The goal of this project is (1) to develop data-driven models to predict road accidents and infractions occurring in the truck fleet, and (2) to identify potential counter-measures to reduce the incidence of detrimental events. To build the predictive models, we pan to rely on Random Forests, a state- of-the-art classification and regression technique that has been successfully applied to many problems including in supply-chain modeling. To interpret the results and identify counter measures, we will use data mining techniques, for instance Association Rules. We expect this project to provide Groupe Robert with predictive models and possible actions to improve the **safety of its employees on the road, which will improve its competitiveness inside Canada.
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