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Research Initiation Award: Automated Distribution of Autonomous Vehicles

Research Initiation Award: Automated Distribution of Autonomous Vehicles
研究启动奖:自动驾驶车辆的自动配送
批准号:
2100745
负责人:
Yanshuo Sun
金额:
$30.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2021
资助国家:
美国
项目状态:
未结题
起止时间:
2021-05-01 至 2025-04-30

项目摘要

项目成果

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中文摘要
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英文摘要
Research Initiation Awards provide support for junior and mid-career faculty at Historically Black Colleges and Universities who are building new research programs or redirecting and rebuilding existing research programs. It is expected that the award helps to further the faculty member's research capability and effectiveness, improves research and teaching at the home institution, and involves undergraduate students in research experiences. The award to Florida Agricultural and Mechanical University (FAMU) supports research in industrial engineering. More specifically, it supports research that contributes to research questions pertaining to the distribution of autonomous vehicles. Furthermore, the project engages undergraduate engineering students in the research activities.The overall project goal is to develop and evaluate a novel scheme for distributing finished vehicles from automobile manufacturers to dealers, assuming that self-driving technology is market ready. This project is motivated by a substantial literature gap: the implications of autonomous vehicle (AV) technologies for the distribution of AVs themselves are not yet understood. This novel distribution scheme requires the collaboration of larger AVs (i.e., auto-carriers) and smaller AVs (i.e., finished automobiles), which can bring significant benefits through the routing cost tradeoff between heterogeneous AVs. The project team proposes a space-state network flow formulation and algorithm for the auto-carrier loading and unloading problem; develop learning-based algorithms to predict the loading feasibility and the loading/unloading cost for a given auto-carrier route; design a fully integrated auto-carrier loading and routing optimization algorithm, with and without AV technologies. Managerial insights will be generated through extensive computational experiments, which can inform automobile manufacturers in making cost-effective automobile distribution plans. The project facilitates the preparation of engineering students at FAMU for academic pursuits in operations research and machine learning by engaging undergraduates as student researchers, and through the integration of research findings from this project with two courses taught by the PI.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(6)
专著(0)
科研奖励(0)
会议论文
DOI: 10.1016/j.tranpol.2021.11.003
发表时间: 2022-01
期刊: Transport Policy
影响因子: 6.8
作者: [S. Kirtonia;Yanshuo Sun]
通讯作者: S. Kirtonia;Yanshuo Sun
DOI: 10.1080/00330124.2022.2103722
发表时间: 2022-07-27
期刊: PROFESSIONAL GEOGRAPHER
影响因子: 1.8
作者: [Zhao,Tingting, Jia,Minna, Sun,Yanshuo]
通讯作者: Sun,Yanshuo
Predicting in-stream water quality constituents at the watershed scale using machine learning
使用机器学习预测流域范围内的河流水质成分
DOI: 10.1016/j.jconhyd.2022.104078
发表时间: 2022
期刊: Journal of Contaminant Hydrology
影响因子: 3.6
作者: [Adedeji, Itunu C., Ahmadisharaf, Ebrahim, Sun, Yanshuo]
通讯作者: Sun, Yanshuo
Evaluating the Environmental Benefits of Personalized Travel Incentives in Dynamic Carpooling
评估动态拼车中个性化旅行激励措施的环境效益
DOI: 10.1007/s12205-022-1568-1
发表时间: 2022
期刊: KSCE Journal of Civil Engineering
影响因子: 2.2
作者: [Sun, Yanshuo, Chen, Shijie, Guo, Qianwen]
通讯作者: Guo, Qianwen
6
    Planning: HBCU-UP: Strengthening Data Science Research Capacity and Education Programs through Academia-Industry Partnership
    Excellence in Research: Interoperable Transportation Service Roaming System for Transportation Disadvantaged Populations
    海外基金