Mohammad Elayan
Graduate Student CIVE-PhD Lincoln Transportation Systems Engineering - Advisor: Wissam Kontar University of Nebraska-Lincoln
Contact
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melayan2@huskers.unl.edu
- Website
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GitHub
Personal Website: https://mselayan.github.io/
Short Biography:
I am a PhD student in Transportation Engineering, with a decade of experience in transportation planning and traffic engineering, including leading roles in Dubai, UAE. My research develops intelligent, human-aware autonomous driving for mixed traffic, centering on multi-objective driving, behavioral trade-off balance, and driver heterogeneity modeling. My work draws on empirical trajectory analysis, safety analysis, microsimulation, geospatial analysis, optimization, and artificial intelligence and machine learning methods, including reinforcement learning and quantum-inspired techniques.
Education
Academic Degrees
- MSc, Civil Engineering – Transportation , Jordan University of Science and Technology, Jordan
- BSc, Civil Engineering – Transportation, Jordan University of Science and Technology, Jordan
Employment History
- University of Nebraska – Lincoln, Lincoln, NE, US (Graduate Research Assistant/ Graduate Teaching Assistant, January 2023 – Present)
- TrafQuest, Dubai, UAE (Senior Transportation Engineer, January 2019 – January 2023)
- TrafQuest, Dubai, UAE (Transportation Engineer, June 2013 – January 2019)
- Jordan University of Science and Technology, Irbid, Jordan (Teaching Assistant, January 2012 – June 2012)
- Jordan University of Science and Technology, Irbid, Jordan (Research Assistant, September 2011 – February 2013)
Area of Research and Professional Interest
- Adaptive and consensus-aware AV control policy design using multi-objective and reinforcement learning frameworks
- Behavioral heterogeneity modeling
- Behavioral trade-off analysis across traffic contexts and automation levels
- Big data and smart data integration for traffic safety analysis
- Machine learning for demand forecasting and safety modeling
Teaching Experience
- CIVE 202 - Civil Engineering Analysis II – University of Nebraska-Lincoln
- CIVE 361 - Principles of Transportation Engineering – University of Nebraska-Lincoln
- Surveying Laboratory – Jordan University of Science and Technology
- Engineering Statics – Jordan University of Science and Technology
- Machine learning for demand forecasting and safety modeling
Publications
- Elayan, M. and Kontar, W. (2026) “Can Automated Vehicles Have It All? A Consensus Framework for Diagnosing Behavioral Trade-offs in Mixed Traffic.” Transportation Research Part C: Emerging Technologies, Vol. 190.
- Elayan, M., Karki, S. and Hawkins, J. (2025) “Better Safety Analyses through Smarter Data: Adding Open-Street-View and Traffic Calibrated-LBS Data to Pedestrian Crash Analysis in Lincoln, NE.” Transportation Research Record: Journal of the Transportation Research Board, Vol. 2680 (7)
- Elayan, M., Aldridge, N., Hawkins, J., & Nam, Y. (2025). “Integrating StreetLight, EPS Smart Location Data and Road Attributes: A Random Forest Approach to Multi-Modal Traffic Calibration in Lincoln, Nebraska.” Journal of Transportation Engineering, Part A: Systems, Vol. 151 (8).
- Nam, Y., Hawkins, J., Butler, D., Aldridge, N., Elayan, M. & Yoo, J. (2024) “Modeling Pedestrian and Bicyclist Crash Exposure with Location-Based Service Data.” Nebraska Department of Transportation, Technical Report No. SPR-FY23(025).
- Al-Khateeb, G., Al-Suleiman, T., Khedaywi, T. and Elayan, M. (2016). “Studying Rutting Performance of Superpave Mixtures Using Unconfined Dynamic Creep and Simple Performance Tests.” Road Materials and Pavement Design, Vol. 19 (2).
- Alsheyab, M., Khedaywi, T., and Elayan, M. (2013). “Laboratory Study on Solidification/Stabilization of Unwanted Medications Using Asphalt as a Binder.” Journal of Material Cycles and Waste Management, Vol. 15 (2).
- Al-Suleiman, T. and Elayan, M. (2013). “Gap Acceptance Behavior at U-turn Median Openings – Case Study in Jordan.” Jordan Journal of Civil Engineering, Vol. 7 (3).
Presentations:
- Elayan, M., & Kontar, W. (2026). “Behavioral Heterogeneity as Quantum-Inspired Representation." Accepted for Presentation at the IEEE International Conference on Intelligent Transportation Systems (ITSC), Naples, Italy.
- Elayan, M., & Kontar, W. (2026). “Learning the Pareto Space of Multi-Objective Autonomous Driving: A Modular, Data-Driven Approach.” Presented at the IEEE Intelligent Vehicles Symposium (IV), Detroit, MI, United States.
- Elayan, M., & Kontar, W. (2026). “A Unified Framework for Consensus-Aware AV Behavior: Trade-offs Across Traffic Contexts.” Presented at the TRB 105th Annual Meeting, Washington, DC.
- Armantalab, O., Elayan, M., & Hawkins, J. (2026). “Clustering of Daily Human Activities: Patterns and Socio-Demographic Insights.” Presented at the TRB 105th Annual Meeting, Washington, DC.
- Elayan, M., & Kontar, W. (2025). “Consensus-Aware AV Behavior: Trade-offs Between Safety, Interaction, and Performance in Mixed Urban Traffic.” Presented at the IEEE International Conference on Intelligent Transportation Systems (ITSC), Gold Coast, Australia.
- Elayan, M., Karki, S., & Hawkins, J. (2025). “Better Safety Analyses through Smarter Data: Adding Open-Street-View and Traffic Calibrated-LBS Data to Pedestrian Crash Analysis in Lincoln, NE.” Presented at the TRB 104th Annual Meeting, Washington, DC.