traffic density
Volume and congestion of other vehicles on the road: how many surrounding vehicles there are, traffic flow level, vehicles per lane-mile, congestion and queuing, and how crowding changes driver behavior. This is strictly about the quantity of other traffic, NOT the overall visual busyness of the scene (road_complexity) and NOT the built-environment type the driving occurs in (urban_rural_setting).
1129 paper(s) · ranked by relevance to this topic
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Impact of Distracted Driving on Congestion · 2011 · Stavrinos, Despina et al. · archived
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Effect of changing driving conditions on driver behavior towards design of a safe and efficient traffic system. · 2013 · Aghazadeh, Fereydoun et al. · archived
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Drivers' lane changing behavior while conversing on a cell phone in a variable density simulated highway environment · 2008 · Cooper, JM et al. · archived
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Variations in Driver Behavior: An Analysis of Car-Following Behavior Heterogeneity as a Function of Road Type and Traffic Condition · 2017 · Berthaume, Andrew et al. · archived
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Characterization of arterial traffic congestion through analysis of operational parameters (gap acceptance and lane changing). · 2010 · Gurupackiam, Saravanan et al. · archived
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Quantitative Description of Informational Dimensions of Urban Freeways · 2004 · Tsyganov, Alexei et al. · archived
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Traffic Flow Theory - A State-of-the-Art Report: Revised Monograph on Traffic Flow Theory · 2002 · Gartner, Nathan H. et al. · archived
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Mechanical Restriction versus Human Overreaction Triggering Congested Traffic States · 2004 · Lee, Hyun Keun et al. · archived
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Determinants Behind the Taste Variation in Discretionary Lane Changing Behavior of Drivers Facing Downstream Queues · 2025 · Matin, Seyed Hamed Seyed et al. · archived
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Development of Tools to Model Driver Behavior in a Cooperative and Driverless Vehicle Mixed Roadway Environment · 2022 · Hunter, Michael et al. · archived
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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods – Phase II · 2020 · Kondyli, Alexandra et al. · archived
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Impact of Urban Arterial Traffic LOS on the Vehicle Density of Different Lanes of the Arterial in Proximity of an Unsignalized Intersection for Autonomous Vehicle vs. Conventional Vehicle Environments ↗ · 2019 · Mousavi, Seyedeh Maryam et al. · indexed
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An empirical assessment of driver motivation and emotional states in perceived safety margins under varied driving conditions · 2012 · Zhang, Yu et al. · archived
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Effects of heavy vehicles on dynamic traffic features. · 2016 · Ahn, Soyoung et al. · archived
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Concentration of Heterogeneous Road Traffic · 2009 · Arasan, Thamizh et al. · archived
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What Do Autonomous Vehicles Mean to Traffic Congestion and Crash? Network Traffic Flow Modeling and Simulation for Autonomous Vehicles · 2016 · Qian, Sean et al. · archived
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Behavioral adaptation of drivers when driving among automated vehicles · 2022 · Aramrattana, Maytheewat et al. · archived
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Highway planning and operations for the Dallas district : freeway operations under congested conditions · 1997 · Walters, C. H. et al. · archived
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A confirmatory factor analysis of road users’ cognitive attitudes towards contributing factors of traffic congestion · 2025 · Osei, Kwame Kwakwa et al. · archived
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Driver workload at higher speeds. · 2010 · Fitzpatrick, Kay et al. · archived
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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods –Phase III · 2022 · Kondyli, Alexandra et al. · archived
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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods - Phase I · 2018 · Kondyli, Alexandra et al. · archived
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Task acceptability and workload of driving city streets, rural roads, and expressways : ratings from video clips. · 2007 · Schweitzer, Jason et al. · archived
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Driver behavior in traffic. · 2012 · Abbas, Montasir et al. · archived
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The aggressive driving performance caused by congestion based on behavior and EEG ↗ · 2024 · Zhao, Shuo et al. · indexed
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Investigation of Driver Adaptations in a Mixed Traffic Environment · 2024 · Kondyli, Alexandra et al. · archived
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Modeling Drivers’ Lateral Motion Control · 2015 · Ni, Daiheng · archived
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Driving Etiquette · 2019 · Peng, Huei et al. · archived
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An investigation of driver distraction near the tipping point of traffic flow stability · 2009 · Cooper, JM et al. · archived
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Feasibility of Using In-Vehicle Video Data to Explore How to Modify Driver Behavior That Causes Nonrecurring Congestion · 2011 · Katz, Bryan et al. · archived
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Effects of roadway factors and demographic characteristics on drivers’ perceived complexity of simulated roadway videos ↗ · 2018 · Shaw, F. Atiyya et al. · indexed
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Multi-vehicle anticipation-based driver behavior models: a synthesis of existing research and future research directions ↗ · 2024 · Nirmale, Sangram et al. · indexed
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Impact of Regular and Narrow AV-Exclusive Lanes on Manual Driver Behavior · 2020 · Machiani, Sahar Ghanipoor et al. · archived
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Improving Effectiveness of HOV Facilities – Behavioral and Operational Considerations · 2019 · McDonald, Mark P · archived
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Impact of heavy vehicles on surrounding traffic characteristics ↗ · 2014 · Moridpour, Sara et al. · indexed
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The Driver's Response to Decreasing Vehicle Separations during Transitions into the Automated Lane · 1996 · Bloomfield, John R. et al. · archived
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Investigation of Automated Vehicle Effects on Driver's Behavior and Traffic Performance · 2016 · Aria, Erfan et al. · archived
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Human Factors Study to Understand Driver Behavior on Managed Lane Facilities · 2025 · Alluri, Priyanka et al. · archived
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Drivers’ situational awareness of surrounding vehicles during takeovers: Evidence from a driving simulator study ↗ · 2024 · Jia, Lesong et al. · indexed
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Factors influencing visual search in complex driving environments. · 2016 · Hunter, Michael P. et al. · archived
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Smart Connected and Automated Vehicle Fleet Management: Developing Regional Dispatch Decision Support for Congestion Mitigation · 2023 · Cummings, M et al. · archived
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Integrating Human Behavior Toward the Development of Safer Cooperative Automated Transportation: Implementation of SHRP2 Naturalistic Driving Study · 2023 · Ahmed, Mohamed et al. · archived
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Statistical physics of traffic flow · 2000 · Schadschneider, Andreas · archived
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The impact of the following vehicles behaviors on the car following behaviors of the ego-vehicle · 2025 · Liu, Yang et al. · archived
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Using SHRP2-Nds Data to Investigate Freeway Operations, Human Factors, and Safety: Final Report · 2018 · Avelar, Raul Eduardo et al. · archived
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Order Parameter as an Additional State Variable of Unstable Traffic Flow · 2000 · Lubashevsky, Ihor et al. · archived
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Incorporating Driver Behaviors Into Connected and Automated Vehicle Simulation · 2016 · Songchitruksa, Praprut et al. · archived
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Modeling Drivers in Route Diversion Behavior During Congestion: A Pilot Study · 2025 · Fuller, James David et al. · archived
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Effects of passing rates on driving behaviour in variable speed limit-controlled highways: Evidence of external pressure from a driving simulator study ↗ · 2024 · Ali, Yasir et al. · indexed
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Heavy vehicle driver workload assessment. Task 3, task analysis data collection · 1996 · Kiger, Steven et al. · archived
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Improving driver decisions and performance in high-speed, multilane, complex conditions. · 2009 · NHTSA · archived
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A kinematic wave theory of lane-changing traffic flow · 2010 · Jin, Wen‐Long · archived
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Scene-aware driver state understanding in car-following behaviors ↗ · 2017 · Xu, Donghao et al. · indexed
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Development of Relationships between Safety and Congestion for Urban Freeways ↗ · 2013 · Harwood, D W et al. · indexed
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Traffic Behavior at Freeway Bottlenecks · 2014 · Coifman, Benjamin et al. · archived
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Real time driver information for congestion management. · 2015 · Ishak, Sherif et al. · archived
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Car-following behavioural adaptation when driving next to automated vehicles on a dedicated lane on motorways: A driving simulator study in the Netherlands · 2021 · Schoenmakers, Mathijs et al. · archived
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The Dynamic Merge: Using Traffic Volume Based Signing to Improve Workzone Throughput · 2019 · Weaver, Starla et al. · archived
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Effect of Freeway Level of Service and Driver Education on Truck Driver Stress: Phase 1 · 2012 · Sharma, Anuj et al. · archived
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Assessment of Capacity Changes Due to Automated Vehicles on Interstate Corridors · 2020 · Heaslip, Kevin et al. · archived
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Strategies for Improved Driver Behavior within Work Zones · 2025 · Mishra, Sabyasachee et al. · archived
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Evaluation of Autonomous Vehicles and Smart Technologies for Their Impact on Traffic Safety and Traffic Congestion · 2020 · Miles, James et al. · archived
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Evaluation of Work Zone Mobility by Utilizing Naturalistic Driving Study Data · 2019 · Zhou, Huaguo Hugo et al. · archived
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Simulation of Automated Vehicles' Drive Cycles · 2018 · LeVine, Scott · archived
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Macro-Level Analysis of Factors Related to Areawide Highway Traffic Congestion ↗ · 2002 · Hahn, Elisabeth et al. · indexed
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Traffic Bottlenecks: Identification and Solutions · 2016 · Hale, David et al. · archived
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FREEWAY SPEED-FLOW-CONCENTRATION RELATIONSHIPS: MORE EVIDENCE AND INTERPRETATIONS (WITH DISCUSSION AND CLOSURE) ↗ · 1989 · Banks, James H. · indexed
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Effect of Construction Work Zone on Traffic Stream Parameters Using Vehicular Trajectory Data under Mixed Traffic Conditions ↗ · 2020 · Raju, Narayana et al. · indexed
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Empirical Studies on Traffic Flow in Inclement Weather · 2006 · Hranac, Rob et al. · archived
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Towards a social psychology-based microscopic model of driver behavior and decision-making : modifying Lewin's field theory · 2014 · Berthaume, Andrew Leo et al. · archived
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Analysis of Traffic Signs Information Volume Affecting Driver’s Visual Characteristics and Driving Safety ↗ · 2022 · Han, Lei et al. · indexed
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Development and Evaluation of New Anchors for Ratings of Driving Workload · 2012 · Lin, Brian T W et al. · archived
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Narrowing Freeway Lanes and Shoulders to Create Additional Travel Lanes · 2021 · Hale, David et al. · archived
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Microscopic Analysis of Traffic Flow in Inclement Weather · 2009 · Rakha, Hesham et al. · archived
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Using the ISO detection response task to measure the cognitive load of driving four separate vehicles on two distinct highways · 2024 · Biondi, FN et al. · archived
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The Interrelationships between Speed Limits, Geometry, and Driver Behavior · 2018 · Savolainen, Peter T. et al. · archived
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US Highway 101 Dataset : [fact sheet] · 2007 · NHTSA · archived
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Public Roads: A Journal of Highway Research, Vol. 31, No. 3 · 1960 · Michaels, Richard M. et al. · archived
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Research on the impact of driving environment complexity on driving safety based on Driver Sky View Index (DSVI). · 2026 · Quan, L et al. · archived
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A Simulation Approach for Evaluating Congestion and Its Mitigation Measures on Urban Arterials Operating with Mixed Traffic Conditions · 2022 · Bari, Chintaman Santosh et al. · archived
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Exploring lane change safety issues for manually driven vehicles in vehicle platooning environments ↗ · 2018 · Lee, Seolyoung et al. · indexed
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Intelligent Cruise Control Field Operational Test Vol III: Performance of a String or Cluster of ACC-Equipped Cars · 1998 · Bogard, S. et al. · archived
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Relationship Between Traffic Volume and Accident Frequency at Intersections ↗ · 2020 · Retallack, Angus et al. · indexed
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Overtaking automated truck platoons: Effects of platoon organisations and traffic situation on driving behaviours of nearby manual vehicle drivers · 2025 · Lin, Zijian et al. · archived
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Characterizing Heterogeneous Car-Following Behaviors of Human Drivers in Mixed Traffic · 2024 · Sun, Meng et al. · archived
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A Vehicle Guidance Model with a Close-to-Reality Driver Model and Different Levels of Vehicle Automation · 2021 · Ma, Xiaoyi et al. · archived
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A comprehensive examination of naturalistic lane-changes · 2004 · Lee, Suzanne E. et al. · archived
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Influence of CAV clustering strategies on mixed traffic flow characteristics: An analysis of vehicle trajectory data · 2020 · Zhong, Zijia et al. · archived
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Phase II Investigation of Safety at Toll Plazas Using Driving Simulation · 2018 · Knodler, Michael A. et al. · archived
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Improving Work Zone Mobility Through Planning, Design, and Operations · 2022 · Turochy, Rod et al. · archived
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Effects of Traffic Conditions on Driver Takeover Performance and Situational Awareness ↗ · 2023 · Jia, Lesong et al. · indexed
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Traffic psychology theories: Towards understanding driving behaviour and safety efforts ↗ · 2005 · Summala, Heikki · indexed
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Modelling heavy vehicle car‐following behaviour in congested traffic conditions ↗ · 2013 · Aghabayk, Kayvan et al. · indexed
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Variable Message Sign strategies for Congestion Warning on Motorways · 2018 · Alhajyaseen, Wael Khaleel Mohammad et al. · archived
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TravelAid : in-vehicle signing and variable speed limit evaluation · 2001 · Ulfarsson, Gudmundur F. et al. · archived
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Relationships between Safety and Both Congestion and Number of Lanes on Urban Freeways ↗ · 2008 · Kononov, Jake et al. · indexed
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Social Interaction Patterns in Driver Behavior: An Introductory Review ↗ · 1976 · Wilde, Gerald J.S. · indexed
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Experimental study of short-range interactions in vehicular traffic · 2009 · Appert-Rolland, Cécile · archived
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Evaluation of Work Zone Mobility by Utilizing Naturalistic Driving Study Data, Phase II · 2022 · Zhou, Huaguo Hugo et al. · archived
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Combined Effect of Traffic and Geometrics on Rear-End Collision Risk ↗ · 2010 · Bella, Francesco et al. · indexed
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Discrete Event Simulation of Driver's Routing Behavior Rule at a Road Intersection ↗ · 2019 · Benzaman, Ben et al. · indexed
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Advanced Operations Focused on Connected Vehicles/Infrastructure (CVI-UTC) · 2016 · Dingus, Thomas A et al. · archived
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Impacts Assessment of Dynamic Speed Harmonization with Queue Warning: Task 3, Impacts Assessment Report · 2015 · Dowling, R. et al. · archived
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Speed maintenance under cognitive load – Implications for theories of driver behaviour · 2011 · Lewis-Evans, Ben et al. · archived
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Phase II : operational and safety-based analyses of varied toll lane configurations. · 2016 · Valdes, Didier et al. · archived
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Analysis of Driver Behavior and Operations at Intersection Short Lanes · 2016 · Knodler Jr., Michael A. et al. · archived
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Quality of Service and Customer Satisfaction on Arterial Streets: Final Report · 2003 · NHTSA · archived
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How are drivers' stress levels and emotions associated with the driving context? A naturalistic study · 2023 · Tavakoli, Arash et al. · archived
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Heavy commercial vehicles‐following behavior and interactions with different vehicle classes ↗ · 2011 · Sarvi, Majid · indexed
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A spatio-temporal analysis of the impact of congestion on traffic safety on major roads in the UK ↗ · 2011 · Wang, Christopher et al. · indexed
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On kinematic waves II. A theory of traffic flow on long crowded roads ↗ · 1955 · Lighthill, M. J. et al. · indexed
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Aware of Scene Vehicles—Probabilistic Modeling of Car-Following Behaviors in Real-World Traffic ↗ · 2019 · Xu, Donghao et al. · indexed
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Combining driving simulator and physiological sensor data in a latent variable model to incorporate the effect of stress in car-following behaviour · 2019 · Paschalidis, Evangelos et al. · archived
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Observing freeway ramp merging phenomena in congested traffic ↗ · 2007 · Sarvi, Majid et al. · indexed
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Verification and Calibration of Microscopic Traffic Simulation Using Driver Behavior and Car-Following Metrics for Freeway Segments · 2024 · Medina, Juan C. et al. · archived
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Car following with an inertia-oriented driving technique: A driving simulator experiment · 2022 · Tenenboim, Einat et al. · archived
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Variation in drivers' cognitive load. Effects of driving through village areas and rural junctions · 1991 · Harms, Lisbeth · archived
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Understanding widely scattered traffic flows, the capacity drop, and platoons as effects of variance-driven time gaps · 2006 · Treiber, Martin et al. · archived
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Effect of road width and traffic volume on vehicular interactions in heterogeneous traffic ↗ · 2012 · Krishnamurthy, Karuppanagounder et al. · indexed
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An areal continuum model for mixed traffic · 2026 · Maiti, Nandan et al. · archived
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Congested traffic states in empirical observations and microscopic simulations · 2000 · Treiber, Martin et al. · archived
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Driving simulator study for the effects of autonomous vehicles on drivers behaviour under car-following conditions · 2022 · Calvi, Alessandro et al. · archived
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Evaluation of a Method to Estimate Driving Workload in Real Time: Watching Video Clips Versus Simulated Driving · 2011 · Green, Paul et al. · archived
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Car-Following Behavior of Human-Driven Vehicles in Mixed-Flow Traffic: A Driving Simulator Study ↗ · 2023 · Zhou, Anye et al. · indexed
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Cooperative Advisory Residual Policies for Congestion Mitigation · 2024 · Hasan, Aamir et al. · archived
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A generic multi-level framework for microscopic traffic simulation—Theory and an example case in modelling driver distraction · 2018 · Lint, Hans van et al. · archived
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From microscopic to macroscopic traffic models · 2008 · Helbing, Dirk · archived
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Evaluating Driver Performance on Rural Two-Lane Horizontal Curved Roadways Using a Driving Simulator · 2012 · Bertola, Mary Anne et al. · archived
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VISSIM Calibration for Urban Freeways · 2015 · Dong, Jing et al. · archived
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Empirical Research for Mixed Traffic Research · 2025 · He, Dengbo et al. · archived
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Understanding Risks and Opportunities for Ramp Metering Control in a Mixed-Autonomy Future · 2025 · Stern, Raphael et al. · archived
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An assessment of autonomous vehicles : traffic impacts and infrastructure needs : final report. · 2017 · Kockelman, Kara et al. · archived
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Human Merging Behavior in a Coupled Driving Simulator: How Do We Resolve Conflicts? · 2024 · Siebinga, Olger et al. · archived
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Response to Emergency Vehicles When Driving in a Mixed Vehicle Fleet · 2024 · Sanchez, Robert et al. · archived
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The stability of downtown parking and traffic congestion · 2010 · Arnott, Richard et al. · archived
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Identification of Motivations for Unsafe Driving Actions and Potential Countermeasures · 1982 · Marks, M. E. (Mary E.) et al. · archived
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Influence of vehicle size and performance on intersection saturation flow ↗ · 1983 · Hurdle, V F et al. · indexed
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Modeling Driver Behavior During Merge Maneuvers · 1997 · Kou, C. C. et al. · archived
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Understanding the Dynamics of Heavy Vehicle Interactions in Car-Following ↗ · 2012 · Aghabayk, Kayvan et al. · indexed
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Connected vehicle enabled freeway merge management - field test. · 2016 · Smith, Brian et al. · archived
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Relationship between Freeway Flow Parameters and Safety and Its Implication for Adding Lanes ↗ · 2012 · Kononov, Jake et al. · indexed
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Cooperative Adaptive Cruise Control: Human Factors Analysis · 2013 · Jones, Stephen · archived
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Cooperative Vehicle–Highway Automation (CVHA) Technology : Simulation of Benefits and Operational Issues · 2017 · Hunter, Michael P. et al. · archived
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Safety and Lane Configuration at Toll Plazas · 2016 · Knodler, Michael A. et al. · archived
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Car Following and Microscopic Traffic Simulation Under Distracted Driving ↗ · 2021 · Zatmeh-Kanj, Sunbola et al. · indexed
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Minimizing Truck-Car Conflicts on Highways [Technical Summary] · 2004 · Peeta, Srinivas · archived
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REDUCING A POSSIBILITY OF TRANSPORT CONGESTION ON FREEWAYS USING RAMP CONTROL MANAGEMENT · 2017 · Lagerev, Roman et al. · archived
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Modelling lane changing behaviour in approaches to roadworks: Contrasting and combining driving simulator data with stated choice data · 2020 · Hess, Stephane et al. · archived
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Analysis of SHRP2 Data to Understand Normal and Abnormal Driving Behavior in Work Zones · 2019 · Flannagan, Carol A. et al. · archived
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Naturalistic Driving Data Baseline for Automated Driving System-Equipped Commercial Motor Vehicles · 2021 · Krum, Andrew et al. · archived
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Behavioral adaptation of human drivers in car-following interactions with automated vehicles ↗ · 2026 · Saljoqi, Masoud et al. · indexed
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Compendium of student papers : 2008 Undergraduate Transportation Scholars Program. · 2008 · Hawkins, H. Gene. · archived
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Simulation Of Highly Heterogeneous Traffic Flow Characteristics · 2001 · Arasan, V. Thamizh et al. · archived
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Three-phase traffic theory and highway capacity · 2003 · Kerner, Boris S. · archived
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Investigating the impact of dynamic merge control strategies on driving behavior on rural and urban expressways – A driving simulator study · 2019 · Reinolsmann, Nora et al. · archived
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Implementation, Driver Behavior, and Simulation: Issues Related to Roundabouts in Northern New England · 2014 · Belz, Nathan P. et al. · archived
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Impact of Access Management on Driver Behaviors · 2023 · Cuddy, Matthew et al. · archived
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The Impact of Connected Vehicle Market Penetration and Connectivity Levels on Traffic Safety in Connected Vehicles Transition Period · 2018 · Abdel-Aty, Mohamed et al. · archived
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Overload depending on driving experience and situation complexity: Which strategies faced with a pedestrian crossing? · 2015 · Paxion, Julie et al. · archived
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INFORM Evaluation, Volume I: Technical Report · 1992 · Smith, Steven A. · archived
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Informed Safety, Mobility, and Driver Comfort Enhancement Practices for Work Zones: Learnings from High-Fidelity Data · 2024 · Mishra, Sabyasachee et al. · archived
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Influence of Area Population, Number of Lanes, and Speed Limit on Saturation Flow Rate ↗ · 2006 · Bonneson, James A. et al. · indexed
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Aggressive Drivers View Traffic Differently Capital Beltway Focus Groups Find [Traffic Tech] · 1998 · NHTSA · archived
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Stop-and-go suppression in two-class congested traffic · 2020 · Burkhardt, Mark et al. · archived
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Modeling merging behavior at lane drops. · 2015 · Hallmark, Shauna et al. · archived
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Heavy vehicle driver workload assessment. Task 7B, in-cab text message system and cellular phone use by heavy vehicle drivers in a part-task driving simulator · 1996 · Hanowski, Richard et al. · archived
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The Effects of Truck Size on Driver Behavior · 1982 · Seguin, E. L. et al. · archived
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LABORATORY ASSESSMENT OF DRIVER ROUTE DIVERSION IN RESPONSE TO IN-VEHICLE NAVIGATION AND MOTORIST INFORMATION SYSTEMS ↗ · 1991 · Allen, R. Wade et al. · indexed
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Driver Behavior in Road Tunnels: Association with Driver Stress and Performance ↗ · 2015 · Miller, Erika E. et al. · indexed
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Effects of Urban Street Environment on Operating Speeds · 2008 · Dixon, Karen K. et al. · archived
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Public Roads: A Journal of Highway Research, Vol. 33, No. 11 · 1965 · Michaels, Richard M. et al. · archived
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Microscopic Analysis of Traffic Flow in Inclement Weather: Part 2 · 2010 · Rakha, Hesham et al. · archived
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Microsimulation of Freeway Work Zones to Assess Flow and Capacity · 2008 · Horowitz, Alan J. · archived
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Evaluation of Simulation Models for Congested Dallas Freeways · 1999 · Middleton, M. D. et al. · archived
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Aggressive Driving: Three Studies · 1997 · Mizell, Louis et al. · archived
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Developing Analysis, Modeling, and Simulation Tools for Connected and Automated Vehicle Applications · 2021 · Huang, Zhitong et al. · archived
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CAPACITY AND SPEED-FLOW ANALYSIS OF THE QUEEN ELIZABETH WAY IN ONTARIO ↗ · 1990 · Hall, Fred L. et al. · indexed
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An Empirical Framework to Quantify the Individual Traffic Congestion Cost for Private Motorized Vehicle Users ↗ · 2024 · Nawaz, Imran et al. · indexed
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Intersection Complexity and Its Influence on Human Drivers · 2022 · Weinreuter, Hannes et al. · archived
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Using Driving Simulators in Road DesignA Road Safety Study of Merging Traffic in Tunnels · 2015 · Patten, Christopher JD · archived
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Freeway Guide Sign Performance at Complex Interchanges: Reducing Information Overload · 2024 · Li, Yingfeng (Eric) et al. · archived
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A behavioral multi-agent model for road traffic simulation · 2008 · Doniec, Arnaud et al. · archived
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Using an automated speed, steering, and gap control system and a collision warning system when driving in clear visibility and in fog · 1998 · Bloomfield, John R. et al. · archived
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Drivers’ Response to Scenarios when Driving Connected and Automated Vehicles Compared to Vehicles with and without Driver Assist Technology · 2022 · Gouribhatla, Raghuveer et al. · archived
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Driver Performance and Behavior in Adverse Weather Conditions: An Investigation Using the SHRP2 Naturalistic Driving Study Data—Phase 2 · 2018 · Ahmed, Mohamed et al. · archived
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Analysis of Freeway Traffic Speed by Power Spectral Density Methods · 1992 · Lu, Jian · archived
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Developing Analysis, Modeling, and Simulation Tools for Connected Automated Vehicle Applications: A Case Study on SR 99 in California · 2021 · Liu, Hao et al. · archived
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Analysis of driver behavior at grade-separated intersections to support design ↗ · 2024 · Liu, Y. et al. · indexed
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Framework for Highway Traffic Profiling Using Connected Vehicle Data · 2022 · Zhong, Zijia et al. · archived
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Modelling the effects of stress on gap-acceptance decisions combining data from driving simulator and physiological sensors · 2018 · Paschalidis, Evangelos et al. · archived
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Modeling Driving Behavior at Roundabouts: Impact of Roundabout Layout and Surrounding Traffic on Driving Behavior · 2017 · Zhao, Min et al. · archived
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The Effect of Driver Eye Height on Speed Choice, Lane-Keeping, and Car-Following Behavior: Results of Two Driving Simulator Studies ↗ · 2006 · Rudin-Brown, Christina M. · indexed
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Driver attitudes and behaviors at intersections and potential effectiveness of engineering countermeasures · 2005 · Richard, Christian M. et al. · archived
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A Michigan toolbox for mitigating traffic congestion. · 2011 · Crawford, Jason A. et al. · archived
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Traffic capacity implications of automated vehicles mixed with regular vehicles ↗ · 2018 · Olia, Arash et al. · indexed
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Influence of Intersection Density on Risk Perception of Drivers in Rural Roadways: A Driving Simulator Study ↗ · 2022 · Basu, Samyajit et al. · indexed
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Current Understanding of the Effects of Congestion on Traffic Accidents ↗ · 2019 · Retallack, Angus Eugene et al. · indexed
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Characteristics of Mixed Traffic with Different Acceleration Vehicles on Single-Lane ↗ · 2008 · Fa, Zhang et al. · indexed
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Integrated Deployment Architecture for Predictive Real-Time Traffic Routing Incorporating Human Factors Considerations · 2014 · Song, Dongyoon et al. · archived
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Bunching of cars in asymmetric exclusion models for freeway traffic · 1995 · Nagatani, Takashi · archived
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A dynamic traffic assignment model for highly congested urban networks · 2012 · Moshe Ben‐Akiva et al. · archived
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Investigating the Effect of Roundabout Geometry and Traffic Congestion Level on Deep Learning-Based Vehicle Detection and Tracking ↗ · 2026 · Hamad, K et al. · indexed
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Effect of road surface deformations on lateral lane utilization and longitudinal driving behaviours · 2016 · Aydin, Metin Mutlu et al. · archived
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IAP Project: Driver Behavior and Performance in the Vicinity of Closely Spaced Interchange Ramps on Urban Freeways - Proof of Concept ↗ · 2015 · Strayer, David L. · indexed
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Delays, inaccuracies and anticipation in microscopic traffic models · 2005 · Treiber, Martin et al. · archived
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A Framework for Validating Traffic Simulation Models at the Vehicle Trajectory Level · 2017 · Xyntarakis, Michalis et al. · archived
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Dynamical model of traffic congestion and numerical simulation ↗ · 1995 · Bando, Masako et al. · indexed
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Assessment of Contextual Complexity and Risk Using Unsupervised Clustering Approaches with Dynamic Traffic Condition Data Obtained from Autonomous Vehicles · 2024 · Ogle, Jennifer H et al. · archived
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Evaluation of the human interaction with automated vehicles on highways · 2025 · Chand, Cadell et al. · archived
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Optimizing Future Work Zones in New England for Improved Safety and Mobility · 2018 · Xie, Yuanchang et al. · archived
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Developing a model to determine the number of vehicles lane changing on freeways by Brownian motion method ↗ · 2021 · Afandizadeh, Shahriar et al. · indexed
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Developing Novel Performance Measures for Traffic Congestion Management and Operational Planning Based on Connected Vehicle Data · 2022 · Khadka, Swastik et al. · archived
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Diverging Driver Performance along Deceleration Lanes: Driving Simulator Study ↗ · 2015 · Calvi, Alessandro et al. · indexed
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General Lane-Changing Model MOBIL for Car-Following Models ↗ · 2007 · Kesting, Arne et al. · indexed
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Third Generation Simulation Data (TGSIM): A Closer Look at The Impacts of Automated Driving Systems on Human Behavior · 2024 · Talebpour, Alireza et al. · archived
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The transition between normal and emergency driving behaviour during evacuation and its implications for traffic flow operations and traffic management ↗ · 2014 · Yuan, Yufei et al. · indexed
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Human Factors Issues Related to Truck Platooning Operations · 2024 · Chao, Szu-Fu et al. · archived
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Capital Beltway Update: Beltway User Focus Groups · 1998 · NHTSA · archived
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A mechanism to describe the formation and propagation of stop-and-go waves in congested freeway traffic ↗ · 2010 · Laval, Jorge et al. · indexed
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Variability of Speed-Flow Relationships on German Autobahns ↗ · 1996 · Brilon, Werner et al. · indexed
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Evaluation of the Accuracy of Traffic Volume Counts Collected by Microwave Sensors ↗ · 2015 · Chang, David K. · indexed
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Use of Performance Measurement System Data to Diagnose Freeway Bottleneck Locations Empirically in Orange County, California ↗ · 2005 · Bertini, Robert L. et al. · indexed
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Empirical Analysis of Traffic Sensor Data Surrounding a Bottleneck on a German Autobahn ↗ · 2005 · Bertini, Robert L. et al. · indexed
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Systematic Evaluation of A Centralized Non-Recurrent Queue Management System ↗ · 2022 · Yang, Hao et al. · indexed
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Traffic Microsimulation Study to Evaluate Freeway Exit Ramps Capacity ↗ · 2011 · Martínez, M. Pilar et al. · indexed
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Diagnosis and Prediction of Traffic Congestion on Urban Road Networks Using Bayesian Networks ↗ · 2016 · Kim, Jiwon et al. · indexed
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A Universal Automated Data-Driven Modeling Framework for Truck Traffic Volume Prediction · 2021 · Mahdavian, Amirsaman et al. · archived
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Identifying Spatio-Temporal Patterns of Traffic Congestion Using Data Obtained from Google Maps Service Traffic Image · 2023 · Shahri, Matin et al. · archived
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Review, Experimental Evaluation and Policy Considerations of a Directional Time of Day Truck Restriction on Highways · 2015 · Bassan, Shy · archived
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An Artificial Intelligence-Based Approach for the Controlled Access Ramp Metering Problem ↗ · 2021 · Alexakis, Theodoros et al. · indexed
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Real-Time Traffic Congestion Prediction Using Predictive Data Analysis · 2024 · Mohapatra, Ambarish G. · archived
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A Large-Scale and Data-Based Road Traffic Flow Estimation Method Leveraging Topography Information and Population Statistics ↗ · 2022 · Laraki, Mohamed et al. · indexed
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The Impact of Truck Platooning on Traffic Flow Considering Bridge Safety Index ↗ · 2023 · Karbasi, Amir Hossein et al. · indexed
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TRAFFIC SIMULATION MODEL FOR ACCESS ROADS TO TRANSFER STATIONS CONSIDERING STOP POSITION CHOICE OF KISS-AND-RIDE VEHICLES · 2015 · IRYO-ASANO, Miho · archived
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Real-time traffic density estimation using various connected vehicle penetration rates: application of a drone dataset of naturalistic vehicle trajectories ↗ · 2026 · Ashqer, Mujahid I. et al. · indexed
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Mitigating gas emissions at signalised intersections using wireless vehicle detectors ↗ · 2015 · Torkudzor, Moses Kwasi et al. · indexed
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Optimal service station design for traffic mitigation via genetic algorithm and neural network ↗ · 2023 · Cenedese, Carlo et al. · indexed
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Driving Dynamic Characteristics of Multi-Axle Special Vehicles in Shortage of Tires ↗ · 2023 · HUANG Tong, GAO Qinhe, LIU Zhihao, WANG Dong · indexed
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Optimal Road Tolls and Parking Charges for Balancing the Demand and Supply of Road Transport Facilities ↗ · 2002 · Lam, William H. K. et al. · indexed
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Vehicular Flow Characterization: An Internet of Video Things-Based Solution ↗ · 2023 · Zakhil, Abdullah et al. · indexed
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Contraflow evacuation on the westbound I-10 out of the City of New Orleans ↗ · 2003 · Theodoulou, Gregoris · indexed
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Two-layer hierarchical control for large-scale urban traffic networks ↗ · 2018 · Kouvelas, Anastasios et al. · indexed
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An IoT Enabled Traffic Light Controllers Synchronization Method for Road Traffic Congestion Mitigation ↗ · 2019 · ALEKO, Dex R. et al. · indexed
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Network partitioning with congestion back-propagation for large-scale microscopic traffic simulation ↗ · 2025 · Huang, Di et al. · indexed
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Genetic-fuzzy logic ramp metering control for ramp metering of motorway ↗ · 2014 · Yu, Xinrui et al. · indexed
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When apps rule the road: The proliferation of navigation apps is causing traffic chaos. It's time to restore order ↗ · 2019 · Macfarlane, Jane · indexed
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Multiagent Reinforcement Learning for Urban Traffic Control Using Coordination Graphs · 2008 · Kuyer, Lior et al. · archived
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Genetic fuzzy logic approach to local ramp metering control using microscopic traffic simulation ↗ · 2012 · Yu, Xinrui et al. · indexed
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Integrating Traffic Simulation and Air Quality Modelling to Reduce Vehicle Emissions at Urban Intersections · 2026 · Ajayi, Samuel A. et al. · archived
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A Multi-Player Framework for Sustainable Traffic Optimization in the Era of Digital Transportation ↗ · 2024 · Kotsi, Areti et al. · indexed
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Selecting Noise Source and Traffic Representations that Capture Road Traffic Noise Dynamics Near Traffic Signals · 2009 · Can, Arnaud et al. · archived
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Intelligent Planning and Research on Urban Traffic Congestion ↗ · 2021 · Zhu, Qigang et al. · indexed
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A Novel Control-Oriented Cell Transmission Model Including Service Stations on Highways · 2022 · Cenedese, Carlo et al. · archived
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A junction-tree based learning algorithm to optimize network wide traffic control: A coordinated multi-agent framework · 2015 · Zhu, Feng et al. · archived
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Macroscopic Traffic Flow Model Calibration Using Different Optimization Algorithms ↗ · 2015 · Spiliopoulou, Anastasia et al. · indexed
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On 1-D PDE-Based Cardiovascular Flow Bottleneck Modeling and Analysis: A Vehicular Traffic Flow-Inspired Approach · 2023 · Bekiaris-Liberis, Nikolaos · archived
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Nonlinear Optimal Control Applied to Coordinated Ramp Metering ↗ · 2004 · Kotsialos, Apostolos et al. · indexed
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Comparative Study of Cooperative Platoon Merging Control Based on Reinforcement Learning ↗ · 2023 · Irshayyid, Ali et al. · indexed
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Evaluating the impact of real-time traffic control measures on the resilience of urban road networks ↗ · 2018 · Amini, Sasan et al. · indexed
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The Impact of Unconditional Priority for Escorted Vehicles in Traffic Networks on Sustainable Urban Mobility ↗ · 2023 · Vujić, Miroslav et al. · indexed
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Arterial Ecosignal Coordination Based on Vehicle Trajectory Estimation Using Kinematic Analytical Formula ↗ · 2025 · Lin, Yongjie et al. · indexed
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A Review of Traffic Congestion in Dar es Salaam City from the Physical Planning Perspective · 2013 · Kiunsi, Robert B. · archived
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An Optimization Problem for Mass Transportation with Congested Dynamics · 2009 · Buttazzo, G. et al. · archived
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Using Advanced Analytics to Understand Traffic Flow · 2025 · BADEA, Gheorghe et al. · archived
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A Multi-Objective Approach for the Calibration of Microscopic Traffic Flow Simulation Models · 2020 · Cobos, Carlos et al. · archived
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Traffic Noise Assessment in the Main Roads of Sanandaj, Iran ↗ · 2015 · Dehrashid, Seyed Shaho Ahmadi et al. · indexed
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A front tracking method for a strongly coupled PDE-ODE system with moving density constraints in traffic flow · 2014 · Monache, Maria Laura Delle et al. · archived
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Nonlocal Scalar Conservation Laws on Bounded Domains and Applications in Traffic Flow ↗ · 2018 · Keimer, Alexander et al. · indexed
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Reduction of travel times and traffic emissions using model predictive control · 2009 · Zegeye, S. K. et al. · archived
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Automated Adaptive Traffic Corridor Control Using Reinforcement Learning ↗ · 2006 · Jacob, Celine et al. · indexed
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Mean-field games for high-density crowds: The discount factor reproduces experiments but raises numerical issues · 2025 · Appert-Rolland, Cécile et al. · archived
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Network Traffic Signal Optimization Formulation with Embedded Platoon Dispersion Simulation ↗ · 1999 · Wey, Wann-Ming et al. · indexed
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Primal Method for Determining the Most Likely Route Flows in Large Road Networks ↗ · 2006 · Bar-Gera, Hillel · indexed
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Methodology for Parking Modeling and Pricing in Traffic Impact Studies ↗ · 2012 · Bagloee, Saeed Asadi et al. · indexed
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Performance Analysis for Large-Scale Parallel Microscopic Traffic Simulation System ↗ · 2009 · Fei, Yin et al. · indexed
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Multicycle Co-Coordination-Based Gating Strategy for Arterials’ Side Streets in Urban Networks ↗ · 2025 · Ardalan, Taraneh et al. · indexed
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On the Convergence of the Method of Successive Averages for Calculating Equilibrium in Traffic Networks · 2014 · Mounce, Richard et al. · archived
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Analysis of Urban Traffic Network Vulnerability and Classification of Signalized Intersections ↗ · 2019 · Sarlas, Georgios et al. · indexed
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Left-Turn Spillback Probability Estimation in a Connected Vehicle Environment ↗ · 2019 · Cao, Xiaowei et al. · indexed
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CSDO: Enhancing Efficiency and Success in Large-Scale Multi-Vehicle Trajectory Planning · 2024 · Yang, Yibin et al. · archived
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Evaluating and Improving the 14th of July Arterial Corridor · 2026 · Lateef, Ishraq Mahdi et al. · archived
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Graph Attention Network for Lane-Wise and Topology-Invariant Intersection Traffic Simulation · 2025 · Yousefzadeh, Nooshin et al. · archived
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Novel applications of optical flow in measuring particle fields in dense crowded scenes at Hajj 2011 ↗ · 2012 · Kiyani, Khurom Hussain et al. · indexed
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Spatial-Temporal EV Charging Demand Model Considering Generic Second-Order Traffic Flows ↗ · 2021 · Ross, Megan et al. · indexed
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A robust optimization approach for dynamic traffic signal control with emission considerations · 2015 · Han, Ke et al. · archived
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Design of Fuzzy Neural Network Control Method for Ramp Metering ↗ · 2011 · Feng, Chen et al. · indexed
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Research on the Method of Traffic Organization and Optimization Based on Dynamic Traffic Flow Model ↗ · 2017 · Li, Shu-bin et al. · indexed
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MODELLING MODAL SHIFT DUE TO THE ENHANCED LEVEL OF BUS SERVICE · 2009 · Vedagiri, Perumal et al. · archived
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Analysis of Anomalies' Impact on Traffic Flow and Development of Heat Map Visualization for Optimizing Urban Congestion Management ↗ · 2025 · Vladimir, Shepelev et al. · indexed
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Optimal traffic lights control using meta heuristic algorithms in high priority congested networks ↗ · 2016 · Zargari, Shahriar Afandizadeh et al. · indexed
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Optimization of traffic signal light timing using simulation ↗ · 2004 · Hewage, Kasun et al. · indexed
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Congestion Tolling for Mixed Urban Freight and Passenger Traffic · 2017 · Chaoda, Xie et al. · archived
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A stable longest queue first signal scheduling algorithm for an isolated intersection ↗ · 2007 · Wunderlich, R. et al. · indexed
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The Impact of Air Resistance on the Fuel Consumption in Real Conditions within the Transport Operation · 2016 · Rievaj, Vladimír et al. · archived
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Output-Feedback PDE Control of Traffic Flow on Cascaded Freeway Segments · 2020 · Yu, Huan et al. · archived
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Micro-simulation based evaluation of Queue Jump Lane at isolated urban intersections: an experience in Kolkata · 2015 · Maitra, Bhargab et al. · archived
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Load Effect of Automated Truck Platooning on Highway Bridges and Loading Strategy ↗ · 2022 · Ling, Tianyang et al. · indexed
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Optimal Planning of Real-Time Bus Information System for User-Switching Behavior ↗ · 2020 · Lee, Zoonky et al. · indexed
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Winning or Losing from Dynamic Bottleneck Congestion Pricing? - The Distributional Effects of Road Pricing with Heterogeneity in Values of Time and Schedule Delay ↗ · 2010 · van den Berg, Vincent A.C. et al. · indexed
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Exploring the use of advanced traffic information system to manage traffic congestion in developing countries ↗ · 2019 · Ackaah, Williams · indexed
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Presentation of a Novel Method for Prediction of Traffic with Climate Condition Based on Ensemble Learning of Neural Architecture Search (NAS) and Linear Regression ↗ · 2021 · Artin, Javad et al. · indexed
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Reinforcement Learning vs. Backstepping Control of Stop-and-Go Traffic · 2019 · Yu, Huan et al. · archived
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On optimal freeway local ramp metering using fuzzy logic control with particle swarm optimisation ↗ · 2013 · Xu, Jian‐Xin et al. · indexed
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The Value of “Value Pricing” of Roads: Second-Best Pricing and Product Differentiation · 2001 · Small, Kenneth A. et al. · archived
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The Impact of Rolling Stock Heterogeneity on Tram Stop Dwell Time ↗ · 2021 · Majstorović, Igor et al. · indexed
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Network-Wide Traffic Volume Estimation from Speed Profiles Using a Spatio-Temporal Graph Neural Network with Directed Spatial Attention ↗ · 2025 · Hein, Léo et al. · indexed
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Strategic Traffic Management in Mixed Traffic Road Networks: A Methodological Approach Integrating Game Theory, Bilevel Optimization, and C-ITS ↗ · 2024 · Kotsi, Areti et al. · indexed
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Genetic Algorithms for Traffic Signal Control and Queue Management of Oversaturated Two-Way Arterials ↗ · 2000 · Abu-Lebdeh, Ghassan et al. · indexed
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Electric Vehicles in an Urban Context: Environmental Benefits and Techno-Economic Barriers · 2011 · Perujo, Adolfo et al. · archived
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Algorithms for Microscopic Crowd Simulation: Advancements in the 2010s · 2021 · van Toll, Wouter et al. · archived
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Microscopic evaluation of traffic operations on urban arterial roads: the case of Ongwediva, Namibia ↗ · 2025 · Bore, Obed K. et al. · indexed
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Learning scalable multi-agent coordination by spatial differentiation for traffic signal control · 2021 · Liu, Junjia et al. · archived
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Measuring, Mapping, and Evaluating Daytime Traffic Noise Levels at Urban Road Intersections in Doha, Qatar ↗ · 2022 · Abdur-Rouf, Khadija et al. · indexed
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Velocity Optimization of Pure Electric Vehicles with Traffic Dynamics Consideration ↗ · 2017 · Kang, Liuwang et al. · indexed
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A PDE-ODE Model for a Junction with Ramp Buffer · 2014 · Monache, Maria Laura Delle et al. · archived
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Automated Machine Learning Pipeline for Traffic Count Prediction · 2021 · Mahdavian, Amirsaman et al. · archived
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Multi-Objective Optimization of Traffic Signal Timing for Oversaturated Intersection ↗ · 2013 · Li, Yan et al. · indexed
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Pemanfaatan Artificial Intelligence Dalam Mengukur Kinerja Ruas Jalan Margonda Raya Kota Depok · 2025 · Suardika, Bayu et al. · archived
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Parking Space Management via Dynamic Performance-based Pricing ↗ · 2015 · Mackowski, Daniel et al. · indexed
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Reducing Traffic Congestion with Reinforcement Learning-Driven Signal Control Systems ↗ · 2025 · Kalra, Vikhyat et al. · indexed
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Optimized YOLOv3 Algorithm and Its Application in Traffic Flow Detections ↗ · 2020 · Huang, Yiqi et al. · indexed
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Reinforcement Learning Agent under Partial Observability for Traffic Light Control in Presence of Gridlocks · 2019 · Horsuwan, Thanapapas et al. · archived
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Simulating Bus Priority System for an Urban Corridor in Mumbai City ↗ · 2007 · Bhavsar, Jigesh et al. · indexed
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Multiagent Reinforcement Learning for Integrated Network of Adaptive Traffic Signal Controllers (MARLIN-ATSC): Methodology and Large-Scale Application on Downtown Toronto ↗ · 2013 · El-Tantawy, Samah et al. · indexed
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Delay–Cost Analysis for a Section of Baghdad–Kirkuk Highway ↗ · 2011 · Kadhim, Ali J. et al. · indexed
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Optimal Pricing to Manage Electric Vehicles in Coupled Power and Transportation Networks · 2016 · Alizadeh, Mahnoosh et al. · archived
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Enhanced Road Network to Reduce the Effect of (External – External) Freight Trips on Traffic Flow · 2022 · Abbas, Huda Abdulameer et al. · archived
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Can Space–Time Shifting of Activities and Travels Mitigate Hyper-Congestion in an Emerging Megacity, Bangkok? Effects on Quality of Life and CO2 Emission ↗ · 2021 · Achariyaviriya, Witsarut et al. · indexed
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Efficient graph-based dynamic load-balancing for parallel large-scale agent-based traffic simulation · 2014 · Xu, Yadong et al. · archived
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Evolutionary Marginal Cost Pricing Scheme Implementation Based on Stochastic Traffic Flow Information ↗ · 2015 · Xu, Wei et al. · indexed
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Road Pricing in Practice: The London Congestion Charge · 2006 · Knorr, Andreas et al. · archived
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Effects of Flow Update Strategies on Implementation of the Frank–Wolfe Algorithm for the Traffic Assignment Problem ↗ · 2001 · Chen, Anthony · indexed
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Assessing the effectiveness of data mining tools in classifying and predicting road traffic congestion · 2024 · Arabiat, Areen et al. · archived
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Development of a Model for a Cordon Pricing Scheme Considering Environmental Equity: A Case Study of Tehran ↗ · 2016 · Afandizadeh, Shahriar et al. · indexed
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Mobility as a Service: A solution to traffic congestion in Florida · 2020 · Ardalan, Taraneh · archived
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Distributed urban traffic signal optimization based on macroscopic model ↗ · 2016 · Adacher, Ludovica et al. · indexed
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Study on Air Quality in the Near Field of MMA –A Case Study · 2016 · Mohan, Braj et al. · archived
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Optimal Control of Air Traffic Networks Using Continuous Flow Models ↗ · 2006 · Strub, Issam et al. · indexed
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Optimizing Traffic Light Timing at Four-Way Intersections Using Genetic Algorithm to Alleviate Congestion ↗ · 2024 · Bentaleb, Youssef et al. · indexed
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Traffic Signal Optimization by Integrating Reinforcement Learning and Digital Twins · 2023 · Kumarasamy, Vijayalakshmi K et al. · archived
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Modelling and system impact of large-scale electric vehicles charging at the medium voltage transmission system · 2026 · Khan, Asif · archived
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Graph-Based Analysis for Optimizing Traffic Flow in Urban Networks ↗ · 2025 · Mohanty, Anita et al. · indexed
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Influence of the Thermal State of Vehicle Combustion Engines on the Results of the National Inventory of Pollutant Emissions ↗ · 2021 · Bebkiewicz, Katarzyna et al. · indexed
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Assessment of plug-in electric vehicles charging impacts on residential low voltage distribution grid in Hungary ↗ · 2018 · Ramadan, Hassanien et al. · indexed
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The impact of charging plug-in hybrid electric vehicles on the distribution grid ↗ · 2008 · Clement-Nyns, Kristien et al. · indexed
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The Shrinking of Beijing and the Rising of Xiong’an: Optimize Population Migration in terms of Transport Service ↗ · 2020 · Lin, Hongzhi · indexed