Traffic Flow Modeling Techniques

This cluster specializes in the development and analysis of modeling techniques to predict traffic flow patterns. It combines statistical and artificial intelligence methods to create more accurate traffic predictions.

traffic modeling
prediction
ARIMA
data-driven
intelligent systems
analytics

15,750 papers

Parent topic: Smart Transportation Systems

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Papers Over Time

1960197019801990200020102020

Top Papers

Modeling And Forecasting Vehicular Traffic Flow As A Seasonal ARIMA Process: Theoretical Basis And Empirical Results

2003 · 1,517 citations

Data-Driven Intelligent Transportation Systems: A Survey

2011 · 1,359 citations

The Travel And Environmental Implications Of Shared Autonomous Vehicles, Using Agent-Based Model Scenarios

2014 · 895 citations

General Lane-Changing Model MOBIL For Car-Following Models

2007 · 891 citations

A Model For The Structure Of Lane-Changing Decisions

1986 · 830 citations

A Survey On Motion Prediction And Risk Assessment For Intelligent Vehicles

2014 · 805 citations

Learning Traffic As Images: A Deep Convolutional Neural Network For Large-Scale Transportation Network Speed Prediction

2017 · 805 citations

The highD Dataset: A Drone Dataset Of Naturalistic Vehicle Trajectories On German Highways For Validation Of Highly Automated Driving Systems

2018 · 801 citations

Combining Kohonen Maps With Arima Time Series Models To Forecast Traffic Flow

1996 · 648 citations

A Bayesian Network Approach To Traffic Flow Forecasting

2006 · 618 citations

Convolutional Social Pooling For Vehicle Trajectory Prediction

2018 · 612 citations

A Gradient Boosting Method To Improve Travel Time Prediction

2015 · 580 citations

Short-Term Traffic Flow Forecasting: An Experimental Comparison Of Time-Series Analysis And Supervised Learning

2013 · 562 citations

Towards End-to-End Lane Detection: An Instance Segmentation Approach

2018 · 551 citations

Short-term Traffic Flow Prediction Using Seasonal ARIMA Model With Limited Input Data

2015 · 551 citations

Short-term Forecasting Of Passenger Demand Under On-Demand Ride Services: A Spatio-Temporal Deep Learning Approach

2017 · 549 citations

Group-based Multi-Trajectory Modeling

2016 · 549 citations

Spatiotemporal Multi-Graph Convolution Network For Ride-Hailing Demand Forecasting

2019 · 539 citations

Self-Organizing Pedestrian Movement

2001 · 526 citations

Cellular Automata Microsimulation For Modeling Bi-Directional Pedestrian Walkways

2001 · 516 citations