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Haotian Shi

University of Wisconsin-Madison

SCHOLARLY PAPERS

13

DOWNLOADS

1,163

TOTAL CITATIONS

8

Scholarly Papers (13)

1.

Generative Adversarial Network for Car Following Trajectory Generation and Anomaly Detection

Number of pages: 30 Posted: 16 May 2022
University of Wisconsin-Madison, University of Wisconsin-Madison, Sichuan University, Tsinghua University, University of Wisconsin-Madison and University of Wisconsin-Madison
Downloads 349 (214,990)
Citation 4

Abstract:

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Automated Driving, GAN, LSTM, Anomaly Detection

2.

Distributed Connected Automated Vehicles Control Under Real‐Time Aggregated Macroscopic Car Following Behavior Estimation Based on Deep Reinforcement Learning

Number of pages: 30 Posted: 25 May 2022
University of Wisconsin-Madison, University of Massachusetts Lowell, Monash University, University of Wisconsin-Madison, University of Wisconsin-Madison and University of Wisconsin-Madison
Downloads 160 (467,092)

Abstract:

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mixed traffic environment, distributed control, deep reinforcement learning, traffic oscillation dampening, connected automated vehicle

3.

A Predictive Deep Reinforcement Learning Based Connected Automated Vehicle Anticipatory Longitudinal Control in a Mixed Traffic Lane Change Condition

Number of pages: 27 Posted: 24 Jun 2024
University of Wisconsin-Madison, affiliation not provided to SSRN, affiliation not provided to SSRN, Government of the United States of America - Oak Ridge National Laboratory, Texas A&M University and University of Wisconsin-Madison
Downloads 116 (617,542)

Abstract:

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Connected Automated Vehicles, Anticipatory Longitudinal
Control, Mixed Traffic Environment, Predictive Deep Reinforcement Learning

4.

Hybrid Car Following Control for Cavs: Integrating Linear Feedback and Deep Reinforcement Learning to Stabilize Mixed Traffic

Number of pages: 27 Posted: 06 Jan 2024
Ximin Yue, Haotian Shi and Yang Zhou
affiliation not provided to SSRN, University of Wisconsin-Madison and Texas A&M University
Downloads 114 (621,896)

Abstract:

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Mixed Traffic, Car-following, Hybrid Control, Traffic Oscillation Dampening

5.

Longitudinal Control of Connected and Automated Vehicles Among Signalized Intersections in Mixed Traffic Flow with Deep Reinforcement Learning Approach

Number of pages: 35 Posted: 25 May 2023
Southwest Jiaotong University, affiliation not provided to SSRN, University of Wisconsin-Madison, University of Wisconsin-Madison and University of Wisconsin-Madison
Downloads 93 (725,554)
Citation 3

Abstract:

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Keywords: Connected automated vehicles, Deep reinforcement learning, Mixed traffic stream, Signalized intersection, Trajectory optimization.

6.

Enhancing Urban Traffic Sustainability: Anomaly Detection in Time Series Incorporating Spatial Correlations and Temporal Evolutions

Number of pages: 44 Posted: 23 Feb 2024
University of Wisconsin-Madison, Southwest Jiaotong University, University of Wisconsin-Madison, Southwest Jiaotong University, Southeast University, Soochow University and University of Wisconsin-Madison
Downloads 65 (916,100)
Citation 1

Abstract:

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Anomaly detection, Data-driven, Intelligent Transportation System (ITS), Time Series

7.

RiskMatrix-3D: Dual-Risk Controllable Closed-Loop Testing for End-to-End Autonomous Driving Based on 3D Gaussian Splatting

Number of pages: 28 Posted: 11 Feb 2026
An Xie, Haotian Shi, Jie Sun and Jian Sun
Tongji University, University of Wisconsin-Madison, Tongji University and Tongji University
Downloads 55 (1,041,696)

Abstract:

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End-to-end autonomous driving, Closed-loop simulation, 3D Gaussian Splatting, Controllable testing, Dual-risk matrix, Perception degradation

8.

V2I-LENC: A Vehicle-Infrastructure Language-Enhanced Negotiation and Cooperation Chain for Mixed-Traffic

Number of pages: 38 Posted: 21 Mar 2026
Tongji University, Tongji University, Tongji University, University of Wisconsin-Madison, Tongji University, Tongji University and Tongji University
Downloads 53 (1,074,648)

Abstract:

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Vehicle-infrastructure cooperation, Vision Language Model, Semantic scene interpretation, Hierarchical negotiation, Mixed-traffic

9.

Small Sample Travel Feature Inference Based on Multi-Clustering Topic Model Over Internet of Things

Number of pages: 16 Posted: 11 May 2024
affiliation not provided to SSRN, University of Wisconsin-Madison, Shanghai University, affiliation not provided to SSRN and University of Wisconsin-Madison
Downloads 48 (1,086,013)

Abstract:

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Point of Interest, K-means Clustering Algorithm, Latent Dirichlet Allocation, Feature Inference, Intelligent Transportation

10.

Toward Driver Stage-wise Takeover Behavior in Autonomous Driving: A Cognitive Process Modeling Approach for Adaptive Takeover Requests Design

Number of pages: 28 Posted: 06 Feb 2026
Tongji University, Tongji University, Tongji University, University of Wisconsin-Madison and Tongji University
Downloads 43 (1,170,409)

Abstract:

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Adaptive Takeover Requests Design, Driver Cognitive Modeling, Driver state monitoring, Reaction Time Prediction, Human-in-the-Loop Simulation, Cognitive-Aware Interface Design

11.

Infrastructure-Driven Predictive Signal Coordination for Vehicle–Infrastructure Cooperative Traffic Management under Non-Recurrent Congestion

Number of pages: 28 Posted: 24 Jan 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, University of Wisconsin-Madison and Tongji University
Downloads 30 (1,345,526)

Abstract:

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Signalized Intersection, Signal Timing Optimization, Traffic Flow Prediction, Mixed-Integer Nonlinear Programming, Cell Transmission Model

12.

Online Adaptive Platoon Control for Connected and Automated Vehicles Via Physical Enhanced Residual Learning

Number of pages: 25 Posted: 31 Dec 2024
University of Wisconsin-Madison, University of Wisconsin-Madison, University of Wisconsin-Madison, University of Wisconsin-Madison, University of Wisconsin-Madison and University of Wisconsin-Madison
Downloads 26 (1,399,036)

Abstract:

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Physics enhanced residual learning, Connected and automated vehicles, Centralized platoon control, Online adaptive control

13.

Modeling Driver-Initiated Intervention in Automated Driving: A Dual-Stage Progressive Intention-to-Action Prediction Framework

Number of pages: 26 Posted: 13 Jun 2026
Tongji University, Tongji University, University of Wisconsin-Madison, Tongji University and Tongji University
Downloads 11

Abstract:

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Driver-initiated Intervention, Latent Intention Modeling, Time-to-intervention Prediction, Human-in-the-Loop Simulation, Multi-source State Coupling, Automated Driving