The graphic below highlights the research focus at the TML lab in yellow ellipses within the context of transportation and the integrated infrastructure framework.

Overview

For those unfamiliar, the Manheim-Florian-Gaudry framework, detailed in Manheim (1980) and Florian and Gaudry (1980), and refined in Chow (2018), models transportation systems through the interaction between an activity system (A) and a transportation system (T). It employs a demand procedure (D) to derive transportation needs from the activity system and a performance procedure (P) to evaluate the transportation system’s response. This framework achieves market equilibrium (X) between the supply (S) and the demand (D) resulting in a set of system states (F), including operator decisions, user flows, and link costs, at a short-term operational level. Long-term adjustments, influenced by factors like changes in locations (L), travel times, or resource needs, affect demand and supply and require feedback for resource allocation and design changes. Environmental factors (E), such as weather and urban density, further distinguish system performances across different cities.

Active Projects

  1. co-PI. Southeast Data Competition For Transportation System Design. Honda Foundation. (Jul 2025 - Jun 2026)
  2. Lead-PI. State of the Art on Auxiliary Lanes Between Freeway Interchanges. North Carolina Department of Transportation (technical assistance request). (Jul 2025 - Sep 2025)
  3. Lead-PI. Rural Autonomous-Vehicle Microtransit Partnership for Underserved Populations (RAMP-UP): Planning for Accessible Autonomous-Vehicle-Informed Microtransit in Rockingham County, NC. Mobility, Access and Transportation Insecurity (MATI) Program through Federal Transit Administration. (Aug 2025 - Jul 2026)
  4. Lead-PI. Improving Transportation Accessibility through Developing Coordinated Research Capacity Between NC A&T and University of Minnesota Transportation Groups. 2025 North Carolina A&T & University of Minnesota Research Partnership. The Division of Research, NC A&T. (Aug 2025 - Feb 2026)
  5. Lead-PI. Data-Driven Compensation Models for Enhanced Efficiency and Service Quality at License Plate Agencies. North Carolina Department of Transportation (NCDOT). (Aug 2024 - Jul 2026). In collaboration with North Carolina State University.
  6. co-PI, Faculty Associate, and Major Research Initiative-I co-Lead. Center for Regional and Rural Connected Communities. Regional University Transportation Center. United States Department of Transportation (USDOT). (Aug 2023 - Jul 2026). Individual projects include:
    1. Lead-PI. Community-Oriented and Data-Driven Mobility Modeling for Rural and Disconnected Communities. United States Department of Transportation (USDOT). (Aug 2023 - Jul 2026)
    2. co-PI. Optimal and Safe Route for Freight Transportation in Rural Areas. United States Department of Transportation (USDOT). (Aug 2023 - Jul 2025)
    3. co-PI. Designing Tools for Assessing Readiness of Rural Communities for New Technologies. United States Department of Transportation (USDOT). (Aug 2023 - Jul 2025)
  7. Lead-PI. Improving Long-range Planning Models for Feasibility Analysis of Mileage-based User Fees as an Alternative Revenue Stream. North Carolina Department of Transportation (NCDOT). (Aug 2023 - Sep 2025)
  8. Lead-PI. Excellence in Research/Collaborative Research: Modeling Transportation Choices Under the Presence of Real-time Information Using Simulated-based Virtual Experiments. National Science Foundation (NSF). (Oct 2022 - Sep 2026). In collaboration with Virginia Tech and Old Dominion University.

Completed Projects

  1. co-PI and NCA&T lead. Connected Communities for Smart Mobility Toward Accessible and Resilient Transportation for Equitably Reducing Congestion (C2SMARTER) Center. Tier 1 University Transportation Center. United States Department of Transportation (USDOT). (Aug 2023 - May 2025). Individual projects include:
    1. Lead-PI. Integrating Personalized Incentives and Virtual Reality Tools for Enhanced Transportation System Management. United States Department of Transportation (USDOT). (Oct 2024 - May 2025)
    2. Lead-PI. Equitable Flood Impact Analysis Integrating GeoAI and Digital Twin Modeling. United States Department of Transportation (USDOT). (Oct 2023 - Sep 2024)
    3. Lead-PI. Multi-Modal Tripchain Planner for Disadvantaged Travelers to Incentivize Transit Usage. United States Department of Transportation (USDOT). (Oct 2023 - Sep 2024)
  2. Lead-PI. Optimizing Truck Parking Infrastructure: A Modeling And Data-Driven Approach Towards Efficient and Resilient Supply Chains. Provost's Fellows: Title III Summer Seed Funding. (May 2024 - Sep 2024)
  3. co-PI. Catalyst Award: Targeted Infusion Project - Advancing STEM Education Through Transportation Studies (ASETTS). National Science Foundation (NSF). (Sep 2021 - Aug 2024)
  4. Lead-PI. A Multiobjective Reinforcement Learning Framework for Equitable Toll Design for Express Lanes. Supplemental Funding through the Center for Advanced Transportation Mobility (CATM) University Transportation Center. North Carolina A&T State University. (Jun 2023 - Dec 2023)
  5. co-PI. Intelligent Data Exploration & Analysis For New & Existing Transportation Technology (IDEANETT). North Carolina Department of Transportation. NC Transportation Center of Excellence in Advanced Technology Safety and Policy. (Aug 2020 - Jul 2023). (added as co-PI after the project was funded)
  6. Lead-PI. Equitable Congestion Pricing for Express Lanes. Center for Advanced Transportation Mobility (CATM) University Transportation Center. North Carolina A&T State University. (2021)
  7. Lead-PI. Multiscale Models for Sustainable Transportation Systems. Seed Grant Award from the Center of Excellence in Product Design and Advanced Manufacturing (CEPDAM). North Carolina A&T State University. (2021)

Publications and Presentations

Find the latest list at: