15.3.3 Autonomous Vehicles in Mixed Traffic

Chapter Contents (Back)
Autonomous Vehicles. Autonomous Vehicle, Systems. Mixed Traffic.
See also Mixed Traffic, Platoon, Autonmous Controls, Intersections, Signals.

Ioannou, P.A., Stefanovic, M.,
Evaluation of ACC Vehicles in Mixed Traffic: Lane Change Effects and Sensitivity Analysis,
ITS(6), No. 1, March 2005, pp. 79-89.
IEEE Abstract. 0501
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Nieuwenhuijze, M.R.I., van Keulen, T., Oncu, S., Bonsen, B., Nijmeijer, H.,
Cooperative Driving With a Heavy-Duty Truck in Mixed Traffic: Experimental Results,
ITS(13), No. 3, September 2012, pp. 1026-1032.
IEEE DOI 1209
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Jerath, K., Ray, A., Brennan, S., Gayah, V.V.,
Dynamic Prediction of Vehicle Cluster Distribution in Mixed Traffic: A Statistical Mechanics-Inspired Method,
ITS(16), No. 5, October 2015, pp. 2424-2434.
IEEE DOI 1511
adaptive control BibRef

Bekiaris-Liberis, N.[Nikolaos], Roncoli, C.[Claudio], Papageorgiou, M.,
Highway Traffic State Estimation With Mixed Connected and Conventional Vehicles,
ITS(17), No. 12, December 2016, pp. 3484-3497.
IEEE DOI 1612
Connected vehicles BibRef

Zhao, M.M.[Ming-Ming], Roncoli, C.[Claudio], Wang, Y.B.[Yi-Bing], Bekiaris-Liberis, N.[Nikolaos], Guo, J.Q.[Jing-Qiu], Cheng, S.[Senlin],
Generic Approaches to Estimating Freeway Traffic State and Percentage of Connected Vehicles With Fixed and Mobile Sensing,
ITS(23), No. 8, August 2022, pp. 13155-13177.
IEEE DOI 2208
Sensors, Mathematical models, Traffic control, Data models, Real-time systems, Computational modeling, Connected vehicles, speed-uniformity assumption BibRef

di Vaio, M., Fiengo, G., Petrillo, A., Salvi, A., Santini, S., Tufo, M.,
Cooperative Shock Waves Mitigation in Mixed Traffic Flow Environment,
ITS(20), No. 12, December 2019, pp. 4339-4353.
IEEE DOI 2001
Autonomous vehicles, Delays, Connected vehicles, Wireless communication, Stability analysis, Mathematical model, PLEXE BibRef

Li, D.[Duo], Zhao, Y.F.[Yi-Fei], Ranjitkar, P.[Prakash], Zhao, H.J.[Hai-Jiang], Bai, Q.A.[Qi-Ang],
Hybrid approach for variable speed limit implementation and application to mixed traffic conditions with connected autonomous vehicles,
IET-ITS(12), No. 5, June 2018, pp. 327-334.
DOI Link 1805
BibRef

Zheng, Y.[Yuan], Zhang, Y.[Yu], Ran, B.[Bin], Xu, Y.[Yueru], Qu, X.[Xu],
Cooperative control strategies to stabilise the freeway mixed traffic stability and improve traffic throughput in an intelligent roadside system environment,
IET-ITS(14), No. 9, September 2020, pp. 1108-1115.
DOI Link 2008
BibRef

Hu, G.J.[Guo-Jing], Wang, F.[Feng], Lu, W.[Weike], Kwembe, T.A.[Tor A.], Whalin, R.W.[Robert W.],
Cooperative bypassing algorithm for connected and autonomous vehicles in mixed traffic,
IET-ITS(14), No. 8, August 2020, pp. 915-923.
DOI Link 2007
BibRef

Abdulsattar, H.[Harith], Siam, M.R.K.[Mohammad Rayeedul Kalam], Wang, H.Z.[Hai-Zhong],
Characterisation of the impacts of autonomous driving on highway capacity in a mixed traffic environment: an agent-based approach,
IET-ITS(14), No. 9, September 2020, pp. 1132-1141.
DOI Link 2008
BibRef

Sharath, M.N.[Mysore N.], Velaga, N.R.[Nagendra R.], Quddus, M.A.[Mohammed A.],
2-dimensional human-like driver model for autonomous vehicles in mixed traffic,
IET-ITS(14), No. 13, 15 December 2020, pp. 1913-1922.
DOI Link 2102
BibRef

Hu, G.J.[Guo-Jing], Lu, W.[Weike], Whalin, R.W.[Robert W.], Wang, F.[Feng], Kwembe, T.A.[Tor A.],
Analytical approximation for macroscopic fundamental diagram of urban corridor with mixed human and connected and autonomous traffic,
IET-ITS(15), No. 2, 2021, pp. 261-272.
DOI Link 2106
BibRef

Mullakkal-Babu, F.A.[Freddy Antony], Wang, M.[Meng], van Arem, B.[Bart], Happee, R.[Riender],
Comparative Safety Assessment of Automated Driving Strategies at Highway Merges in Mixed Traffic,
ITS(23), No. 4, April 2022, pp. 3626-3639.
IEEE DOI 2204
Safety, Accidents, Trajectory, Road transportation, Vehicle dynamics, Measurement, Predictive models, Traffic safety, tactical decisions BibRef

Li, K.Q.[Ke-Qiang], Wang, J.W.[Jia-Wei], Zheng, Y.[Yang],
Cooperative Formation of Autonomous Vehicles in Mixed Traffic Flow: Beyond Platooning,
ITS(23), No. 9, September 2022, pp. 15951-15966.
IEEE DOI 2209
Optimization, Perturbation methods, Vehicle dynamics, Numerical stability, Autonomous vehicles, Actuators, mixed traffic flow BibRef

Huang, S.[Shuai], Sun, D.[Dihua], Liu, X.Y.[Xiao-Yu], Zhao, M.[Min], Zhao, H.[Hang], Liao, X.Y.[Xiao-Yong],
Observer-Based Double Closed-Loop Control for Mixed Vehicle Groups: A Macro and Micro Perspective,
ITS(23), No. 10, October 2022, pp. 18129-18144.
IEEE DOI 2210
Sensors, Control systems, Vehicle dynamics, Stability analysis, Roads, Observers, Sensor systems, microscale BibRef

Zhu, S.Y.[Shu-Ya], Li, D.[Deshi], Liu, M.L.[Ming-Liu],
Hindrance-Aware Platoon Formation for Connected Vehicles in Mixed Traffic,
ITS(23), No. 12, December 2022, pp. 24876-24890.
IEEE DOI 2212
Safety, Leadership, Resource management, Computational modeling, Vehicle dynamics, Roads, Programming, Platoon formation, leader selection BibRef

Roy, K.[Keya], Hoang, N.H.[Nam Hong], Vu, H.L.[Hai L.],
Modeling Autonomous Vehicles Deployment in a Multilane AV Zone With Mixed Traffic,
ITS(23), No. 12, December 2022, pp. 23708-23720.
IEEE DOI 2212
Routing, Transportation, Autonomous vehicles, Safety, Analytical models, Urban areas, Transforms, Autonomous vehicle, optimal AV deployment BibRef

Liu, Z.C.[Zhong-Cheng], Sun, D.[Dihua], Zhao, M.[Min], Zhao, H.[Hang], Wang, S.H.[Shi-Hui], Liao, X.Y.[Xiao-Yong],
Cyber-physical description and CPS-based pinning approach of mixed traffic,
IET-ITS(16), No. 3, 2022, pp. 344-362.
DOI Link 2202
BibRef

Wang, J.W.[Jia-Wei], Zheng, Y.[Yang], Xu, Q.[Qing], Wang, J.Q.[Jian-Qiang], Li, K.Q.[Ke-Qiang],
Controllability Analysis and Optimal Control of Mixed Traffic Flow With Human-Driven and Autonomous Vehicles,
ITS(22), No. 12, December 2021, pp. 7445-7459.
IEEE DOI 2112
Controllability, Optimal control, Roads, Vehicle dynamics, Stability analysis, Vehicles, Autonomous vehicle, structured optimal control BibRef

Moradi, H.[Hossein], Sasaninejad, S.[Sara], Wittevrongel, S.[Sabine], Walraevens, J.[Joris],
Proposal of an integrated platoon-based Round-Robin algorithm with priorities for intersections with mixed traffic flows,
IET-ITS(15), No. 9, 2021, pp. 1106-1118.
DOI Link 2108
BibRef

Wang, S.Y.[Shu-Yi], Yu, B.[Bin], Wu, M.[Miyi],
MVCM Car-Following Model for Connected Vehicles and Simulation-Based Traffic Analysis in Mixed Traffic Flow,
ITS(23), No. 6, June 2022, pp. 5267-5274.
IEEE DOI 2206
Analytical models, Computational modeling, Mathematical model, Numerical models, Acceleration, Automobiles, Predictive models, traffic simulation BibRef

Guo, L.X.[Long-Xiang], Jia, Y.Y.[Yun-Yi],
Anticipative and Predictive Control of Automated Vehicles in Communication-Constrained Connected Mixed Traffic,
ITS(23), No. 7, July 2022, pp. 7206-7219.
IEEE DOI 2207
Predictive control, Delays, Predictive models, Safety, Brakes, Acceleration, Vehicles, Human driving behaviors, connected mixed traffic BibRef

Johora, F.T.[Fatema T.], Yang, D.F.[Dong-Fang], Müller, J.P.[Jörg P.], Özgüner, Ü.[Ümit],
On the Generalizability of Motion Models for Road Users in Heterogeneous Shared Traffic Spaces,
ITS(23), No. 12, December 2022, pp. 23084-23098.
IEEE DOI 2212
Roads, Automobiles, Behavioral sciences, Data models, Analytical models, Adaptation models, Force, Mixed traffic, game-theoretic social force model BibRef

Xiong, B.K.[Bang-Kai], Jiang, R.[Rui],
Speed Advice for Connected Vehicles at an Isolated Signalized Intersection in a Mixed Traffic Flow Considering Stochasticity of Human Driven Vehicles,
ITS(23), No. 8, August 2022, pp. 11261-11272.
IEEE DOI 2208
Trajectory, Optimization, Stochastic processes, Delays, Vehicle-to-everything, Connected vehicles, Automobiles, 2D-IDM BibRef

Wang, S.P.[Shu-Pei], Wang, Z.Y.[Zi-Yang], Jiang, R.[Rui], Yan, R.D.[Rui-Dong], Du, L.[Lei],
Trajectory Jerking Suppression for Mixed Traffic Flow at a Signalized Intersection: A Trajectory Prediction Based Deep Reinforcement Learning Method,
ITS(23), No. 10, October 2022, pp. 18989-19000.
IEEE DOI 2210
Trajectory, Oscillators, Training, Reinforcement learning, Predictive models, Data models, Automobiles, Trajectory jerking, twin delayed deep deterministic policy gradient BibRef

Garg, M.[Mohit], Bouroche, M.[Mélanie],
Can Connected Autonomous Vehicles Improve Mixed Traffic Safety Without Compromising Efficiency in Realistic Scenarios?,
ITS(24), No. 6, June 2023, pp. 6674-6689.
IEEE DOI 2306
Safety, Behavioral sciences, Delays, Roads, Autonomous vehicles, Uncertainty, Sensors, Connected autonomous vehicles, traffic efficiency BibRef

Hang, P.[Peng], Zhang, Y.[Yiran], Lv, C.[Chen],
Brain-Inspired Modeling and Decision-Making for Human-Like Autonomous Driving in Mixed Traffic Environment,
ITS(24), No. 10, October 2023, pp. 10420-10432.
IEEE DOI 2310
BibRef

Farah, H.[Haneen], Postigo, I.[Ivan], Reddy, N.[Nagarjun], Dong, Y.Q.[Yong-Qi], Rydergren, C.[Clas], Raju, N.[Narayana], Olstam, J.[Johan],
Modeling Automated Driving in Microscopic Traffic Simulations for Traffic Performance Evaluations: Aspects to Consider and State of the Practice,
ITS(24), No. 6, June 2023, pp. 6558-6574.
IEEE DOI 2306
Automation, Microscopy, Roads, Safety, Vehicles, Terminology, Vehicle dynamics, Microscopic traffic simulation, mixed traffic BibRef

Yao, Z.H.[Zhi-Hong], Wu, Y.X.[Yun-Xia], Jiang, Y.S.[Yang-Sheng], Ran, B.[Bin],
Modeling the Fundamental Diagram of Mixed Traffic Flow With Dedicated Lanes for Connected Automated Vehicles,
ITS(24), No. 6, June 2023, pp. 6517-6529.
IEEE DOI 2306
Behavioral sciences, Analytical models, Roads, Manuals, Safety, Vehicle dynamics, Steady-state, Dedicated lanes, connected automated vehicles BibRef

Yao, Z.H.[Zhi-Hong], Liu, M.[Meng], Jiang, Y.S.[Yang-Sheng], Tang, Y.[Youhua], Ran, B.[Bin],
Trajectory reconstruction for mixed traffic flow with regular, connected, and connected automated vehicles on freeway,
IET-ITS(18), No. 3, 2024, pp. 450-466.
DOI Link 2403
car-following model, connected automated vehicles, freeway, mixed traffic flow, vehicle trajectory reconstruction BibRef

Gokasar, I.[Ilgin], Timurogullari, A.[Alperen], Özkan, S.S.[Sarp Semih], Deveci, M.[Muhammet], Lv, Z.H.[Zhi-Han],
MSND: Modified Standard Normal Deviate Incident Detection Algorithm for Connected Autonomous and Human-Driven Vehicles in Mixed Traffic,
ITS(24), No. 11, November 2023, pp. 13151-13160.
IEEE DOI 2311
BibRef

Liu, C.[Can], Zheng, F.F.[Fang-Fang], Li, R.J.[Rui-Jie], Liu, X.B.[Xiao-Bo],
An Anti-Disturbance Adaptive Control Approach for Automated Vehicles in Mixed Connected Traffic Environment,
ITS(24), No. 12, December 2023, pp. 15274-15287.
IEEE DOI 2312
BibRef

Mousavi, S.S.[Shima Sadat], Bahrami, S.[Somayeh], Kouvelas, A.[Anastasios],
Synthesis of Output-Feedback Controllers for Mixed Traffic Systems in Presence of Disturbances and Uncertainties,
ITS(24), No. 6, June 2023, pp. 6450-6462.
IEEE DOI 2306
Vehicle dynamics, Controllability, Control systems, Uncertainty, Vehicle-to-everything, Roads, Perturbation methods, stabilizability and detectability BibRef

An, L.[Lianhua], Yang, X.F.[Xian-Feng], Hu, J.[Jia],
Modeling System Dynamics of Mixed Traffic With Partial Connected and Automated Vehicles,
ITS(23), No. 9, September 2022, pp. 15755-15764.
IEEE DOI 2209
System dynamics, Roads, Traffic control, Vehicles, Vehicle dynamics, Real-time systems, Mathematical models, Active demand management, system dynamics BibRef

Li, T.L.[Teng-Long], Ngoduy, D.[Dong], Zhao, X.M.[Xiang-Mo],
Hopf Bifurcation Analysis of Mixed Traffic and Its Implications for Connected and Autonomous Vehicles,
ITS(24), No. 6, June 2023, pp. 6542-6557.
IEEE DOI 2306
Bifurcation, Mathematical models, Autonomous vehicles, Analytical models, Vehicle dynamics, Connected vehicles, connected and autonomous environment BibRef

Schrab, K.[Karl], Neubauer, M.[Maximilian], Protzmann, R.[Robert], Radusch, I.[Ilja], Manganiaris, S.[Stamatis], Lytrivis, P.[Panagiotis], Amditis, A.J.[Angelos J.],
Modeling an ITS Management Solution for Mixed Highway Traffic With Eclipse MOSAIC,
ITS(24), No. 6, June 2023, pp. 6575-6585.
IEEE DOI 2306
Roads, Microscopy, Data models, Software algorithms, Safety, Intelligent transportation systems, Shock waves, V2X communication BibRef

Gao, X.[Xin], Li, X.Y.[Xue-Yuan], Liu, Q.[Qi], Ma, Z.Y.[Zhao-Yang], Luan, T.[Tian], Yang, F.[Fan], Li, Z.[Zirui],
Rate GQN: A Deviations-Reduced Decision-Making Strategy for Connected and Automated Vehicles in Mixed Autonomy,
ITS(25), No. 1, January 2024, pp. 613-625.
IEEE DOI 2402
Decision making, Feature extraction, Task analysis, Autonomous vehicles, Vehicle dynamics, Heuristic algorithms, Roads, spatial-temporal interaction BibRef

Zhou, W.[Wei], Wang, C.[Chen], Xia, J.X.[Jing-Xin], Qian, Z.D.[Zhen-Dong], Wu, Y.[Yuan],
Monitoring-Based Traffic Participant Detection in Urban Mixed Traffic: A Novel Dataset and A Tailored Detector,
ITS(25), No. 1, January 2024, pp. 189-202.
IEEE DOI Code:
WWW Link. 2402
Detectors, Monitoring, Annotations, Task analysis, Object detection, Feature extraction, Superresolution, small object detection BibRef

Sun, W.B.[Wen-Bo], Zhang, F.[Fangni], Liu, W.[Wei], He, Q.Y.[Qing-Ying],
Optimal Control of Connected Autonomous Vehicles in a Mixed Traffic Corridor,
ITS(25), No. 5, May 2024, pp. 4206-4218.
IEEE DOI 2405
Trajectory, Optimization, Energy consumption, Autonomous vehicles, Throughput, Costs, Computational modeling, trajectory optimization BibRef

Zhang, K.X.[Kai-Xiang], Chen, K.[Kaian], Li, Z.J.[Zhao-Jian], Chen, J.[Jun], Zheng, Y.[Yang],
Privacy-Preserving Data-Enabled Predictive Leading Cruise Control in Mixed Traffic,
ITS(25), No. 5, May 2024, pp. 3467-3482.
IEEE DOI 2405
Privacy, Optimal control, Predictive control, Cruise control, Analytical models, Traffic control, Computational modeling, mixed traffic BibRef

Gao, F.[Fengkun], Yang, B.[Bo], Chen, C.[Cailian], Guan, X.P.[Xin-Ping], Tang, Y.L.[Yu-Liang],
Distributionally Robust Optimization Based Model Predictive Control for Stochastic Mixed Traffic Flow,
ITS(25), No. 2, February 2024, pp. 1491-1502.
IEEE DOI 2402
Stochastic processes, Uncertainty, Roads, Predictive models, Optimization, Mathematical models, Computer architecture, stochastic model predictive control BibRef

Qi, H.S.[Hong-Sheng], Song, Y.[Yang], Huang, Z.T.[Zhi-Tong], Hu, X.B.[Xian-Biao],
Deadlock detection, cooperative avoidance and recovery protocol for mixed autonomous vehicles in unstructured environment,
IET-ITS(18), No. 3, 2024, pp. 495-516.
DOI Link 2403
connected and automated vehicle, cooperative driving, deadlock BibRef

Wang, Z.W.[Zheng-Wu], Mi, Q.[Qi], Xiang, J.[Jian], Zhang, Z.[Zhaolei], Tang, J.J.[Jin-Jun],
An evaluation of lane management strategy for CAV priority in mixed traffic,
IET-ITS(18), No. 3, 2024, pp. 467-479.
DOI Link 2403
BibRef

Feng, L.[Lei], Zhao, X.[Xin], Chen, Z.J.[Zhi-Jun], Song, L.[Li],
An adaptive coupled control method based on vehicles platooning for intersection controller and vehicle trajectories in mixed traffic,
IET-ITS(18), No. 8, 2024, pp. 1459-1476.
DOI Link 2408
intelligent transportation systems, road traffic, traffic management and control, trajectory control, transportation BibRef

Zhang, J.W.[Jia-Wei], Liu, Q.Y.[Qi-Yuan], Li, S.[Shen], Li, L.[Li],
Unleashing the Power of Connected and Automated Vehicles: A Dedicated Link Strategy for Efficient Management of Mixed Traffic,
ITS(25), No. 9, September 2024, pp. 12315-12332.
IEEE DOI 2409
Roads, Microscopy, Autonomous vehicles, Search problems, Transportation, Classification algorithms, Bibliographies, intersection management BibRef

Lu, J.X.[Jia-Xing], Hossain, S.[Sanzida], Lam, W.[Wakun], Sheng, W.H.[Wei-Hua], Bai, H.[He],
A Research Testbed for Intelligent and Cooperative Driving in Mixed Traffic,
ITS(25), No. 9, September 2024, pp. 11868-11880.
IEEE DOI 2409
Vehicles, Safety, Monitoring, Computer architecture, Decision making, Behavioral sciences, Artificial intelligence, convolutional neural network BibRef

Guo, S.C.[Shuo-Cheng], Qian, X.[Xinwu],
Optimal Drive-By Sensing in Urban Road Networks With Large-Scale Ridesourcing Vehicles,
ITS(25), No. 10, October 2024, pp. 14389-14400.
IEEE DOI 2410
Sensors, Roads, Reliability, Urban areas, Monitoring, Public transportation, Trajectory, Drive-by sensing, sensing reliability BibRef


Chapter on Active Vision, Camera Calibration, Mobile Robots, Navigation, Road Following continues in
Underwater Autonomous Vehicles, Marine Surface Vehicles .


Last update:Mar 17, 2025 at 20:02:03