Hybrid operations of human driving vehicles and automated vehicles with data-driven agent-based simulation

Fugen Yao,Jiangtao Zhu,Jingru Yu,Chuqiao Chen,Xiqun (Michael) Chen

Transportation Research Part D: Transport and Environment（2020）

引用 17|浏览5

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摘要

•Propose data-driven agent-based modeling and simulation (D2ABMS) for large-scale transportation networks.•Employ data-driven multi-objective deep learning to learn ride-sourcing drivers' offline/online behavior.•Collect ride-sourcing data to train and validate the drivers' decision-making model.•Test hybrid operations of human driving vehicles and automated vehicles in various scenarios.•Explore the environmental impacts of automated vehicles in hybrid ride-hailing market.

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关键词

Hybrid ride-hailing market,Automated vehicle,Data-driven decision model,Agent-based modeling and simulation,Transportation environment

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