Baher Abdulhai

Publication Activity (10 Years)

Years Active: 2002-2024
Publications (10 Years): 26

Top Topics

Reinforcement Learning

Model Predictive Control

Monte Carlo Tree Search

Top Venues

J. Intell. Transp. Syst.

IEEE Trans. Intell. Transp. Syst.

Publications

Tianyu Shi, Ilia Smirnov, Omar ElSamadisy, Baher Abdulhai
SECRM-2D: RL-Based Efficient and Comfortable Route-Following Autonomous Driving with Analytic Safety Guarantees. CoRR (2024)
Ilia Smirnov, Scott Sanner, Baher Abdulhai
A Case for Monte Carlo Tree Search in Adaptive Traffic Signal Control: Modifiability, Interpretability and Generalization. ITSC (2023)
Wen Xun Hu, Hirotaka Ishihara, Chuhan Chen, Amer Shalaby, Baher Abdulhai
Deep Reinforcement Learning Two-Way Transit Signal Priority Algorithm for Optimizing Headway Adherence and Speed. IEEE Trans. Intell. Transp. Syst. 24 (8) (2023)
Xiaocan Li, Ray Coden Mercurius, Ayal Taitler, Xiaoyu Wang, Mohammad Noaeen, Scott Sanner, Baher Abdulhai
Perimeter Control Using Deep Reinforcement Learning: A Model-free Approach towards Homogeneous Flow Rate Optimization. CoRR (2023)
Xiaoyu Wang, Ayal Taitler, Ilia Smirnov, Scott Sanner, Baher Abdulhai
eMARLIN+: Overcoming Partial-Observability Caused by Sensor Limitations and Short Detection Ranges in Traffic Signal Control. ITSC (2023)
Xiaocan Li, Ray Coden Mercurius, Ayal Taitler, Xiaoyu Wang, Mohammad Noaeen, Scott Sanner, Baher Abdulhai
Perimeter Control Using Deep Reinforcement Learning: A Model-Free Approach Towards Homogeneous Flow Rate Optimization. ITSC (2023)
Ta Jiun Ting, Xiaocan Li, Scott Sanner, Baher Abdulhai
Revisiting Random Forests in a Comparative Evaluation of Graph Convolutional Neural Network Variants for Traffic Prediction. CoRR (2023)
Jihwan Jeong, Xiaoyu Wang, Michael Gimelfarb, Hyunwoo Kim, Baher Abdulhai, Scott Sanner
Conservative Bayesian Model-Based Value Expansion for Offline Policy Optimization. ICLR (2023)
Omar ElSamadisy, Yazeed Abdulhai, Haoyuan Xue, Ilia Smirnov, Elias B. Khalil, Baher Abdulhai
SMAC-tuned Deep Q-learning for Ramp Metering. SM (2023)
Xiaoyu Wang, Scott Sanner, Baher Abdulhai
A Critical Review of Traffic Signal Control and A Novel Unified View of Reinforcement Learning and Model Predictive Control Approaches for Adaptive Traffic Signal Control. CoRR (2022)
Soheil Mohamad Alizadeh Shabestary, Baher Abdulhai
Adaptive Traffic Signal Control With Deep Reinforcement Learning and High Dimensional Sensory Inputs: Case Study and Comprehensive Sensitivity Analyses. IEEE Trans. Intell. Transp. Syst. 23 (11) (2022)
Jihwan Jeong, Xiaoyu Wang, Michael Gimelfarb, Hyunwoo Kim, Baher Abdulhai, Scott Sanner
Conservative Bayesian Model-Based Value Expansion for Offline Policy Optimization. CoRR (2022)
Tianyu Shi, Yifei Ai, Omar ElSamadisy, Baher Abdulhai
Bilateral Deep Reinforcement Learning Approach for Better-than-human Car Following Model. CoRR (2022)
Tianyu Shi, Yifei Ai, Omar ElSamadisy, Baher Abdulhai
Bilateral Deep Reinforcement Learning Approach for Better-than-human Car-following. ITSC (2022)
Ta Jiun Ting, Xiaocan Li, Scott Sanner, Baher Abdulhai
Revisiting Random Forests in a Comparative Evaluation of Graph Convolutional Neural Network Variants for Traffic Prediction. ITSC (2021)
Parth Jaggi, Xiaoyu Wang, Nicolas Carrara, Scott Sanner, Baher Abdulhai
Microscopic Model-Based RL Approaches for Traffic Signal Control Generalize Better than Model-Free RL Approaches. ITSC (2021)
Soheil Mohamad Alizadeh Shabestary, Baher Abdulhai, Haohai Ma, Yi Huo
Cycle-level vs. Second-by-Second Adaptive Traffic Signal Control using Deep Reinforcement Learning. ITSC (2020)
Soheil Mohamad Alizadeh Shabestary, Baher Abdulhai
Multimodal iNtelligent Deep (MiND) Traffic Signal Controller. ITSC (2019)
Mohamed Elshenawy, Mohamed El-Darieby, Baher Abdulhai
Automatic Imputation of Missing Highway Traffic Volume Data. PerCom Workshops (2018)
Arash Olia, Saiedeh N. Razavi, Baher Abdulhai, Hossam Abdelgawad
Traffic capacity implications of automated vehicles mixed with regular vehicles. J. Intell. Transp. Syst. 22 (3) (2018)
Aya Aboudina, Islam Kamel, Mohamed Elshenawy, Hossam Abdelgawad, Baher Abdulhai
Harnessing the Power of HPC in Simulation and Optimization of Large Transportation Networks: Spatio-Temporal Traffic Management in the Greater Toronto Area. IEEE Intell. Transp. Syst. Mag. 10 (1) (2018)
Mohamed Elshenawy, Baher Abdulhai, Mohamed El-Darieby
Towards a service-oriented cyber-physical systems of systems for smart city mobility applications. Future Gener. Comput. Syst. 79 (2018)
Soheil Mohamad Alizadeh Shabestary, Baher Abdulhai
Deep Learning vs. Discrete Reinforcement Learning for Adaptive Traffic Signal Control. ITSC (2018)
Sara Diamond, Mark Fox, Megan Katsumi, Ajaz Hussain, Jeremy Bowes, Marcus Gordon, Baher Abdulhai, Amad Aqra, Amer Shalaby, Ehab Diab, Matthew J. Roorda, Dena Kasraian, David Kossowsky, Esri Canada, Michael Luubert, Brent Hall, Judy Farvolen, Elyse Parker, Jesse Coleman
iCity: big data and visualization urban transportation strategies. CASCON (2018)
Arash Olia, Hossam Abdelgawad, Baher Abdulhai, Saiedeh N. Razavi
Optimizing the number and locations of freeway roadside equipment units for travel time estimation in a connected vehicle environment. J. Intell. Transp. Syst. 21 (4) (2017)
Arash Olia, Hossam Abdelgawad, Baher Abdulhai, Saiedeh N. Razavi
Assessing the Potential Impacts of Connected Vehicles: Mobility, Environmental, and Safety Perspectives. J. Intell. Transp. Syst. 20 (3) (2016)
Hossam Abdelgawad, Kasra Rezaee, Samah El-Tantawy, Baher Abdulhai, Tamer Abdulazim
Assessment of Adaptive Traffic Signal Control Using Hardware in the Loop Simulation. ITSC (2015)
Samah El-Tantawy, Kasra Rezaee, Baher Abdulhai
Closed Loop Optimal Adaptive Traffic Signal and Ramp Control: A Case Study on Downtown Toronto. ITSC (2015)
Agop Koulakezian, Hossam Abdelgawad, Ali Tizghadam, Baher Abdulhai, Alberto Leon-Garcia
Robust Network Design for Roadway Networks: Unifying Framework and Application. IEEE Intell. Transp. Syst. Mag. 7 (2) (2015)
Agop Koulakezian, Billy Graydon, Hossam Abdelgawad, Baher Abdulhai, Yi-Chang Chiu, Alberto Leon-Garcia
Speedup of DTA-Based Simulation of Large Metropolises for Quasi Real-Time ITS Applications. ITSC (2015)
Waleed Alasmary, Shahrokh Valaee, Samah El-Tantawy, Baher Abdulhai
Frame-based mobility estimation via compressive sensing in delay-tolerant vehicular networks. WiVeC (2014)
Samah El-Tantawy, Baher Abdulhai, Hossam Abdelgawad
Design of Reinforcement Learning Parameters for Seamless Application of Adaptive Traffic Signal Control. J. Intell. Transp. Syst. 18 (3) (2014)
Javad Abdi, Behzad Moshiri, Baher Abdulhai, Ali Khaki-Sedigh
Short-term traffic flow forecasting: parametric and nonparametric approaches via emotional temporal difference learning. Neural Comput. Appl. 23 (1) (2013)
Mohamed Maher Ata, Mohamed El-Darieby, Baher Abdulhai, Emad A. Felemban, Saleh M. Basalamah, Basim Zafar
Estimation Vehicular Waiting Time at Traffic Build-Up Queues. Int. J. Distributed Sens. Networks 9 (2013)
Samah El-Tantawy, Baher Abdulhai, Hossam Abdelgawad
Multiagent Reinforcement Learning for Integrated Network of Adaptive Traffic Signal Controllers (MARLIN-ATSC): Methodology and Large-Scale Application on Downtown Toronto. IEEE Trans. Intell. Transp. Syst. 14 (3) (2013)
Chris Bachmann, Matthew J. Roorda, Baher Abdulhai, Behzad Moshiri
Fusing a Bluetooth Traffic Monitoring System With Loop Detector Data for Improved Freeway Traffic Speed Estimation. J. Intell. Transp. Syst. 17 (2) (2013)
Javad Abdi, Behzad Moshiri, Baher Abdulhai, Ali Khaki-Sedigh
Forecasting of short-term traffic-flow based on improved neurofuzzy models via emotional temporal difference learning algorithm. Eng. Appl. Artif. Intell. 25 (5) (2012)
Samah El-Tantawy, Baher Abdulhai
Multi-Agent Reinforcement Learning for Integrated Network of Adaptive Traffic Signal Controllers (MARLIN-ATSC). ITSC (2012)
Kasra Rezaee, Baher Abdulhai, Hossam Abdelgawad
Application of reinforcement learning with continuous state space to ramp metering in real-world conditions. ITSC (2012)
Lina Kattan, Baher Abdulhai
Sensitivity Analysis of an Evolutionary-Based Time-Dependent Origin/Destination Estimation Framework. IEEE Trans. Intell. Transp. Syst. 13 (3) (2012)
Lina Kattan, Baher Abdulhai
Distributed evolutionary estimation of dynamic traffic origin/destination. ITSC (2010)
Mohamed Elshenawy, Mohamed El-Darieby, Baher Abdulhai
Scalable and location-aware its content management in vehicular environments. Intelligent Vehicles Symposium (2010)
Samah El-Tantawy, Baher Abdulhai
An agent-based learning towards decentralized and coordinated traffic signal control. ITSC (2010)
Mohamed Elshenawy, Mohamed El-Darieby, Baher Abdulhai
Mobile service-oriented content delivery in wireless mesh networks. Integrated Network Management (2009)
Young-Ji Byon, Baher Abdulhai, Amer Shalaby
Real-Time Transportation Mode Detection via Tracking Global Positioning System Mobile Devices. J. Intell. Transp. Syst. 13 (4) (2009)
Mohamed Elshenawy, Mohamed El-Darieby, Baher Abdulhai
Vehicular Mobility Management Schemes for Balancing Loads among WMN Access Points. VTC Spring (2009)
Hazem Ahmed, Mohamed El-Darieby, Yasser L. Morgan, Baher Abdulhai
A Wireless Mesh Network-Based Platform for ITS. VTC Spring (2008)
Young-Ji Byon, Amer Shalaby, Baher Abdulhai
Travel Time Collection and Traffic Monitoring Via GPS Technologies. ITSC (2006)
Simon Foo, R. Browne, E. Doherty, D. Ashton, Baher Abdulhai
Building an online its research and training facility - The icat database and platform. ITSC (2006)
Céline Jacob, Baher Abdulhai, Alireza Hadayeghi, Brian J. Malone
Highway Work Zone Dynamic Traffic Control Using Machine Learning. ITSC (2006)
Hoda Talaat, Baher Abdulhai
Modeling Driver Psychological Deliberation During Dynamic Route Selection Processes. ITSC (2006)
Baher Abdulhai
Welcome to ITSC 2006! ITSC (2006)
Simon Foo, Baher Abdulhai
Evaluating the impacts of changeable message signs on traffic diversion. ITSC (2006)
Céline Jacob, Baher Abdulhai
Integrated traffic corridor control using machine learning. SMC (2005)
Jinwoo Lee, Baher Abdulhai, Amer Shalaby, Eui-Hwan Chung
Real-Time Optimization for Adaptive Traffic Signal Control Using Genetic Algorithms. J. Intell. Transp. Syst. 9 (3) (2005)
Baher Abdulhai
ITS, Eh! Meet Canada's Flagship ITS Centre and Testbed. IEEE Intell. Syst. 18 (1) (2003)
Baher Abdulhai, Himanshu Porwal, Will Recker
Short-Term Traffic Flow Prediction Using Neuro-Genetic Algorithms. J. Intell. Transp. Syst. 7 (1) (2002)
Baher Abdulhai, Jiuh-Biing Sheu, Wilfred W. Recker
Development and Performance Evaluation of an ITS-Ready Microscopic Traffic Model for Irvine, California. J. Intell. Transp. Syst. 7 (1) (2002)