Using CNN-LSTM to predict signal phasing and timing aided by High-Resolution detector data

Predicting cycle-level traffic movements at signalized intersections using machine learning models

(2021) Nada Mahmoud et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Real-Time Vehicle Trajectory Estimation Based on Lane Change Detection using Smartphone Sensors

(2021) Zubayer Islam et al.   TRANSPORTATION RESEARCH RECORD

Prediction of Pedestrian Crossing Intentions at Intersections Based on Long Short-Term Memory Recurrent Neural Network

(2020) Shile Zhang et al.   TRANSPORTATION RESEARCH RECORD

Real-time crash prediction on expressways using deep generative models

(2020) Qing Cai et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Deep Autoencoder Neural Networks for Short-Term Traffic Congestion Prediction of Transportation Networks

(2019) Sen Zhang et al.   SENSORS

Short-term traffic flow prediction based on spatio-temporal analysis and CNN deep learning

(2019) Weibin Zhang et al.   Transportmetrica A-Transport Science

A Dynamic Predictive Traffic Signal Control Framework in a Cross-Sectional Vehicle Infrastructure Integration Environment

(2019) Zhihong Yao et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Signal Timing Optimization with Connected Vehicle Technology: Platooning to Improve Computational Efficiency

(2018) Xiao (Joyce) Liang et al.   TRANSPORTATION RESEARCH RECORD

Daily long-term traffic flow forecasting based on a deep neural network

(2018) Licheng Qu et al.   EXPERT SYSTEMS WITH APPLICATIONS

Long-Term Traffic Speed Prediction Based on Multiscale Spatio-Temporal Feature Learning Network

(2018) Di Zang et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

LSTM network: a deep learning approach for short-term traffic forecast

(2017) Zheng Zhao et al.   IET Intelligent Transport Systems

Learning Traffic as Images: A Deep Convolutional Neural Network for Large-Scale Transportation Network Speed Prediction

(2017) Xiaolei Ma et al.   SENSORS

Spatiotemporal Recurrent Convolutional Networks for Traffic Prediction in Transportation Networks

(2017) Haiyang Yu et al.   SENSORS

Distributed coordinated signal timing optimization in connected transportation networks

(2017) S.M.A. Bin Al Islam et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Crowdsourcing Phase and Timing of Pre-Timed Traffic Signals in the Presence of Queues: Algorithms and Back-End System Architecture

(2016) Seyed Alireza Fayazi et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Repeatability and Similarity of Freeway Traffic Flow and Long-Term Prediction Under Big Data

(2016) Zhongsheng Hou et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Dynamic Traffic Signal Timing Optimization Strategy Incorporating Various Vehicle Fuel Consumption Characteristics

(2016) Junfeng Zhao et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Traffic Signal Phase and Timing Estimation From Low-Frequency Transit Bus Data

(2015) S. Alireza Fayazi et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Long short-term memory neural network for traffic speed prediction using remote microwave sensor data

(2015) Xiaolei Ma et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Real-time network-wide traffic signal optimization considering long-term green ratios based on expected route flows

(2015) Inchul Yang et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

An Optimal Velocity-Planning Scheme for Vehicle Energy Efficiency Through Probabilistic Prediction of Traffic-Signal Timing

(2014) Grant Mahler et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Signal control optimization for automated vehicles at isolated signalized intersections

(2014) Zhuofei Li et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Short-term traffic forecasting: Where we are and where we’re going

(2014) Eleni I. Vlahogianni et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Traffic Signal Control with Connected Vehicles

(2014) Noah J. Goodall et al.   TRANSPORTATION RESEARCH RECORD

Robust signal timing optimization with environmental concerns

(2013) Lihui Zhang et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Short-Term Travel Time Prediction considering the Effects of Weather

(2013) Wenxin Qiao et al.   TRANSPORTATION RESEARCH RECORD

Comparing Ant Colony Optimization and Genetic Algorithm Approaches for Solving Traffic Signal Coordination under Oversaturation Conditions

(2011) Rahul Putha et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A Multistep Corridor Travel-Time Prediction Method Using Presence-Type Vehicle Detector Data

(2011) Jingxin Xia et al.   Journal of Intelligent Transportation Systems

Predictive Cruise Control: Utilizing Upcoming Traffic Signal Information for Improving Fuel Economy and Reducing Trip Time

(2010) Behrang Asadi et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

Delay Pattern Estimation for Signalized Intersections Using Sampled Travel Times

(2010) Xuegang (Jeff) Ban et al.   TRANSPORTATION RESEARCH RECORD

Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditions

(2008) Manoel Castro-Neto et al.   EXPERT SYSTEMS WITH APPLICATIONS