Data Sources

Tuesday, July 7, 2026 | 10:30 AM - 12:00 PM

AI Detection Systems

AI-Driven Extraction of Network-Wide Safety Indicators from Next-Generation Sensing Sources

Mehrdad Nasri (University of Washington), Yinahi Wang (University of Washington), Shucheng Zhang (University of Washington)

Traffic Counting 2.0: Lessons from a Decade of Building Real-World AI Systems

Terry Lee (Leetron Vision LLC)

Site-Agnostic Edge AI Vision and Solar-Powered Systems for Flexible and Cost-Effective Traffic Monitoring: Results and Lessons from Urban and Rural Deployments

Brian Brooke (AIWaysion)

Hybrid Imaging and Edge AI for Reliable Vehicle Detection and Classification

Lianyu Chu (CLR Analytics Inc), Ning (Vivian) Yang (CLR Analytics Inc)


Decision Making

Tuesday, July 7, 2026 | 10:30 AM - 12:00 PM

Travel Behaviors

Analyzing Spatially Varying Determinants of Internal Migration Shifts During the COVID-19 Pandemic in the United States

Mohammad Ashoori (University of Maryland, College Park), Aref Darzi (Center for Advanced Transportation Technology Laboratory (CATT Lab))

Predicting Congestion Onset at the Chesapeake Bay Bridge: A Machine Learning Approach with Weighted Sampling for Proactive Work Zone and Facility Management – Maryland Transportation Authority Case Study

Rick Ayers (CATT Lab - University of Maryland)

Studying changes in traffic flows after road capacity enhancement in Tennessee between 2000-2017.

Angela Antipova (University of Memphis), Sabya Mishra (University of Memphis), Jayanta Biswas (University of Memphis), Aman Agrawal (University of Memphis)


Data-Driven Access: Leveraging Origin - Destination Data to Measure and Analyze Destination Access

Deanna Belden (Texas A&M Transportation Institute)

Delivering Programs

Tuesday, July 7, 2026 | 10:30 AM - 12:00 PM

Building Tools and Applications

Spatiotemporal Risk Mapping of Alcohol-Impaired Driving Crashes: Integrating Hotspot Dynamics with Bayesian Severity Modeling

Ishant Bonde (University of Memphis), Dr. Sabya Mishra (University Of Memphis)


Behind the Scenes of Creating Real-Time Traffic Volume Tool for Live Decision-Support

Simona Babiceanu (Virginia Department of Transportation), Sanhita Lahiri (Virginia Department of Transportation)


One Device, Many Interfaces – Sharing CCS Data Across Users

Shronica Holland (Georgia Department of Transportation), Sean Diehl (Drakewell)


Estimated pedestrian volumes: The ins and outs of building and maintaining a public user interface

Tammy Lee (Transportation Research and Education Center, Portland State University)

 

Tuesday, July 7, 2026 | 01:00 PM - 2:30 PM

Enhancing Video Collection

A Video-Based Framework for High-Fidelity Traffic Trajectory Reconstruction

Pawan Neupane (University of Memphis), Sabyasachee (Sabya) Mishra (University of Memphis)

AI Classification System for Traffic Monitoring

Roy Czinku (Quarterhill - International Road Dynamics), Scott Sherwood (Quarterhill - International Road Dynamics)

AI Video Analytics for Robust Traffic Monitoring and Emerging Micromobility Data Needs: Fine-Grained Classification, Multi-Object Tracking, and Multi-Camera Fusion

Wei Sun (AIWaysion)

Spatiotemporal Heterogeneity Aware Prediction of Occluded Vehicle Trajectories in Work Zones

MD TAWKIR AHMED (University of Memphis), Sabyasachee Mishra (University of Memphis)

Tuesday, July 7, 2026 | 01:00 PM - 2:30 PM

Federal Perspectives on Travel Patterns

Evolution of Household and Business Travel Behavior

David Pace (US DOT/Volpe Center)

Understanding the Future of Vehicle Travel Demand

Jacob Wishart (US DOT/Volpe Center)

NextGen NHTS – Sharing of OD Disaggregation and Traffic Assignment for the National Passenger Origin Destination Data for Local Application

Md Rauful Islam (Maks Inc.), Mohammed (Maks) Alam (Maks Inc.)

Tuesday, July 7, 2026 | 01:00 PM - 2:30 PM

Geospatial Conflation

Building a Unified Master Road Network with Esri Roads and Highways for Enhanced Travel Monitoring and Planning

Jeannine Mbabazi (Tennessee State University), Wittness Mariki (Tennessee State University), Deo Chimba (Tennessee State University)


Challenges with Map Matching NYC Bus Routes

Cindy Chen (NYC DOT)


Integrating HERE TMCs with FDOT’s Linear Referencing System: Enhancing Utility of Third-Party Speed Data

Rafael Almario (Cambridge Systematics, Inc.)


Using GIS to filter crash data based on congestion

Chris Vaughan (ITRE at NC State University)

 

Tuesday, July 7, 2026 | 03:00 PM - 4:30 PM

Weigh in Motion

Integrating Probe Data to Reveal Statewide Freight Travel Patterns in Tennessee

Afia Yeboah (Tennessee State University), Deo Chimba (Tennessee State University), Erickson Senkondo (Tennessee State University)


Field Evaluation of a Novel Strain-Gauge-Based Strip Sensor for Weigh-In-Motion Applications in Wisconsin

Leonardo Guerson (Intercomp), Russell Lewis (Wisconsin Department of Transportation)


Modernizing Traffic Monitoring in DC: AI Counters and LPR-enabled WIM

Skye Guo (District Department of Transportation), Kajaz Safarian (District Department of Transportation)


Leveraging SCDOT Monitoring Program for Enforcement and Safety

Sean Diehl (Drakewell), Stacy Wise (SCDOT)

Tuesday, July 7, 2026 | 03:00 PM - 4:30 PM

Patterns in Traveler Types

Capturing Sparse Demand in On-Demand Transit: Wavelet-Based Graph Attention Networks with Robust Generalization

Aman Agrawal (The University of Memphis), Sabyasachee Mishra (The University of Memphis)


Segmented Travel Monitoring: Distinguishing Residents and Visitors


Xiaofeng Li (University of Hawaii)


Discovering Travel Patterns at National Parks

Marcia Sharpless (FHWA contractor (AtkinsRealis))

Who Rides Rural Transit? Clustering Rural Demand Response Transit (DRT) Riders from Tennessee and Implications for Autonomous Vehicle Deployments

Matthew Davis (The University of Tennessee-Knoxville)

Tuesday, July 7, 2026 | 03:00 PM - 4:30 PM

Data Sharing Platforms

Driving Transparency: GIS Dashboards for Smarter Traffic Data Management

Greg Newton (Gewalt Hamilton Associates, Inc.)


Using GIS Websites to share TDOT's Traffic Data

Ashley Hunter Mason (Tennessee Department of Transportation)

Sharing data with the public

Chade Saghir (Southeast Michigan Council of Governments)

FHWA on TMG/HPMS

 

Wednesday, July 8, 2026 | 08:30 AM – 10:00 AM

Evaluating Equipment Options

Virtual Reality Enabled Calibration and Validation of Roadside Warning Devices

Jaya Prakash Narayana Raavi (The University of Memphis), Sabya Mishra (The University of Memphis)


Development of an Evaluation and Acceptance Process for Traffic Count Devices

Chien-Lun Lan (Virginia Transportation Research Council), Mo Zhao (Virginia Transportation Research Council)


Comparative Analysis of Multiple Video Based Collection Systems

Adam Snow (Flock Safety), Anthony Stevens (Ohio Department of Transportation)


Data collection for Congestion Management Vs Design, considering Accuracy & Safety

Abhay Nigam (Synergy Systems & Services), Werner Schlough (Maryland State Highway Administration)

Wednesday, July 8, 2026 | 08:30 AM – 10:00 AM

Probe Data Evaluations

Real-Time Volume Estimates from Probe Traffic Data

Stanley Young (The Eastern Transportation Coalition)


Validating Non-Traditional Methods for Volume Measures – Case Studies from the Eastern Transportation Coalition Transportation Data Marketplace

Stanley Young (The Eastern Transportation Coalition), Zach Vander Laan (The Eastern Transportation Coalition)


Evaluating the Quality of Emerging Bicycle & Pedestrian Industry Data

Zachary Vander Laan (The Eastern Transportation Coalition), Stanley E. Young (The Eastern Transportation Coalition)

Wednesday, July 8, 2026 | 08:30 AM – 10:00 AM

Annual Processing

Using Probe Data to Develop Seasonal Adjustment Factors

Paul Anderson (Texas A&M Transportation Institute), Ioannis Tsapakis (Texas A&M Transportation Institute), Zihang Wei (Leidos)

Streamlining HPMS Traffic Data Submissions Tennessee DOT's Experience

Jeffrey Rice (MS2), Ashley Hunter Mason (Tennessee Department of Transportation)


TSG Program Modernization

Jamie Viera (North Carolina Department of Transportation (NCDOT), Kerry Vallant Morrow (North Carolina Department of Transportation (NCDOT)

 

Wednesday, July 8, 2026 | 10:30 AM – 12:00 PM

Upgrading Existing Equipment

Data Quality Assurance in Traffic Monitoring: A Hybrid Framework for Correcting Overreporting Errors in Radar Detection Systems.

Mohammad Khojastehpour (The University of Tennessee, Knoxville), Yangsong Gu (The University of Tennessee, Knoxville), Michael Han (Center of Transportation Research), Lee D. Han (The University of Tennessee, Knoxville)

Accelerating Deployment of Inductive Loop Signature Technology for Vehicle Classification

Erik Minge (SRF Consulting Group, Inc.), Lianyu Chu (CLR Analytics)

Computer Vision Traffic Counting Research

Alec Bardey (NYCDOT)

Advancing Traffic, Safety, and Freight Planning with Inductive Loop Signature Technology in New Hampshire

Gordon Stuart Thompson (New Hampshire Department of Transportation), Lianyu Chu (CLR Analytics Inc)

Wednesday, July 8, 2026 | 10:30 AM – 12:00 PM

Inter-Agency Collaboration

Incentivizing Change: Insights from Vanderbilt University’s Commute Incentive Program

Lauren Gardner (Vanderbilt University), Lindsey Ganson (Vanderbilt University)


Data-Exchange Platform to Support Regional Multi-Modal Safety, Reliability, and Mobility

Rick Ayers (CATT Lab - University of Maryland)

Multi-modal Transportation Data Collection, Integration, and Visualization

Michael Pack (CATTT Laboratory)


Understanding America’s Overweight Truck Problem: National Data Analytics Informing Local Solutions

Luke Dragon (HNTB), Peter McGilvray (HNTB)

Wednesday, July 8, 2026 | 10:30 AM – 12:00 PM

Program Structure

Survey of Highway Vehicle Classification Programs of Some US States to Inform Program Improvement Process of Tennessee Department of Transportation

Daniel A. Badoe (Department of Civil and Environmental Engineering, Tennessee Technological University), Samuel Asare-Duah (Jacobs Engineering Inc.)


Implementing the IDOT Traffic Counting Program Utilizing Consultant Contracts

Natalie Canham (Illinois Department of Transportation)

NPS Coverage Count Program

Forrest Albin-James (FHWA-EFL), Andrea Collins (AtkinsRéalis)

TDOT's Traffic Program

Preston Kibet (Tennessee Department of Transportation)

 

Wednesday, July 8, 2026 | 01:00 PM – 02:30 PM

Creative Collection Improvements

Noise-Resilient Multi-Camera Vehicle Trajectory Refinement in Long Activity Area of Work Zones via a Novel Multi-Step Smoothing and Validation Framework

Md Tawkir Ahmed (University of Memphis), Sabyasachee Mishra (University of Memphis)

Using RWIS and Existing Infrastructure for Non-Intrusive Traffic Counters

Peder Jerstad (Montana Department of Transportation), Tedd Little (Montana Department of Transportation)


Validating Motorized and Nonmotorized Counts from Existing Traffic Signal Assets

Paul Anderson (Texas A&M Transportation Institute), Ioannis Tsapakis (Texas A&M Transportation Institute), Ali Khodadadi (Texas A&M Transportation Institute)


Expanding on the short-count traffic data variable, the PPDD to the sPPDD.

Cody Weglinski (NYSDOT)

Wednesday, July 8, 2026 | 01:00 PM – 02:30 PM

Resources for Operations and Safety

Are Young Drivers at Greater Risk of Nighttime Alcohol-Impaired Multi-Vehicle Crashes?

Veera Manikanda Prabhu Nagamanickam (The University of Memphis), Sabyasachee Mishra (The University of Memphis)

Integrating Extreme Weather Resilience into Network-Level Transportation Asset Management: A Data-Driven Approach

Lauren Gardner (Vanderbilt University), Mark Abkowitz (Vanderbilt University)


Truck Dashcam Imagery and Connected Vehicles Sensor Applications

Michael Pack (CATT Laboratory)


Presenting TITAN’s Public Dashboards

Arielle Shapiro (TN Dept of Safety and Homeland Security), Mara Bloomfield (TN Dept of Safety and Homeland Security)

Wednesday, July 8, 2026 | 01:00 PM – 02:30 PM

Program Modernization

Keeping Up with the Joneses - Idaho as an Example of Modernization

Margaret Pridmore (Idaho Transportation Department)


A Multi-Agency Traffic Count Planning Methodology for State DOTs

Joe Breyer (Works Consulting LLC)


Traffic Monitoring Program Maturity Models

Sean Diehl (Drakewell), Claire Korzekwa (Drakewell), Mechell Salter (GDOT)

 

Wednesday, July 8, 2026 | 03:00 PM – 04:30 PM

Collection Case Studies

TDOT's Field Tools

Tyler Thompson (Tennessee Department of Transportation)

Improving the Efficiency and Effectiveness of Counting –MnDOT’s Mobile Field Tool Use Cases

Jess Helminger (MS2), TBD (MnDOT)


Overview of NYSDOT Permanent Video Classification

Thomas Waring (NYSDOT)


Continuous Counter Historical AADT Storytelling

Laura Dablain (TxDOT)

Wednesday, July 8, 2026 | 03:00 PM – 04:30 PM

Measuring Performance

Effective monitoring and timely maintenance of roadway infrastructure

XINYU HU (University of Tennessee, Knoxville)

Prioritizing the Retiming of Signalized Intersections using Delay Measured by Connected Vehicles

Dr. Robert B. Case, PhD, PE (Hampton Roads Transportation Planning Organization)


Assessing Safety and Travel Behavior Post-Bridge Collapse Using Mobility Performance Measures and High-Fidelity Connected Vehicle Probe Data – Francis Scott Key Bridge, Baltimore, Maryland

Rick Ayers (CATT Lab - University of Maryland)


Utilizing VMT Patterns to Predict Core Performance Measures

Arielle Shapiro (TN Dept of Safety and Homeland Security)

Wednesday, July 8, 2026 | 03:00 PM – 04:30 PM

Micromobility Program

MassDOT Bicycle, Pedestrian, and Micromobility Count Program

Ian Adams (MassDOT), Michelle Boucher (MassDOT)


From Concept to Statewide Program: Florida DOT’s Non-Motorized Traffic Monitoring Framework

Jotan Borms (Florida Department of Transportation)

Improving Active Transportation Data Programs with a New Playbook

Jennifer Dill (TREC at Portland State university), Nathan McNeil (TREC at Portland State University)

 

Thursday, July 9, 2026 | 08:30 AM – 10:00 AM

Alternative Sources for Micromobility

Estimating Daily Bicycle and Pedestrian Traffic with Validated Counts, Crowdsourced Data, and Google Street View Features

Vahid Bakhshi (Virginia Tech)

From Dream List to Reality: AI-Powered Pedestrian and Bicycle Counting

Terry Lee (Leetron Vision LLC.)


Generating Network-Wide Pedestrian and Bicycle Traffic Volume Data

Xu Zhang (Kentucky Transportation Center), Eugene Antwi (Kentucky Transportation Center), Mei Chen (University of Kentucky)

Seeing Safety Clearly: Leveraging LiDAR for Smarter Pedestrian and Bicycle Planning in Tennessee

Jason Fialkoff (CDM Smith), Will Rogers (GNRC), Trevor Whitley (LiDAR Matrix)

Thursday, July 9, 2026 | 08:30 AM – 10:00 AM

Intersection Safety

Can Surrogate Safety Measures Explain Crash Patterns at Signalized Intersections? Evidence from Large‐Scale Connected-Vehicle Data Using Negative Binomial, Random Forest, and Diffusion GNN Models

Mehrdad (University of Washington, Seattle), Yinhai Wang (University of Washington, Seattle ), Muhammad Monjurul Karim (University of Washington, Seattle)


Computer Vision Multimodal Monitoring at Urban Intersections: A Case Study in Nashville, Tennessee

Ishita Dash (Vanderbilt University)


Modeling Counted Data to Calibrate HSM Intersection Safety Models

Deo Chimba (Tennessee State University), Philbert Mwandepa (Tennessee State University), Wittness (Tennessee State University)

Measuring Pedestrian Stress Response (MPSR) Using Wearable Technologies

Mark Abkowitz (Vanderbilt University)

Thursday, July 9, 2026 | 08:30 AM – 10:00 AM

Local AADT Perspectives

Investigate traditional strategies to improve AADT estimates on local roads.

Gary Langshaw (New York Department of Transportation)

Lower Functional Classification (FC) Road Way Counting

Steven Jessberger (SRF Consulting Inc.)


Filling in the gaps: leveraging big data data to enhance local AADT estimation HPMS/MIRE

Ben Nault (Bentley Systems), Keith Hangland (Bentley Systems), Ashley Hunter Mason (Tennessee Department of Transportation)

Estimation of AADT on Local Roads in Florida

Praveen Pasumarthy (Cambridge Systematics), Eric Griffin (Florida Department of Transportation)

 

Thursday, July 9, 2026 | 10:30 AM – 12:00 PM

Streamlining Micromobility Collection

Improving the Adoption of Active Transportation Data Formats for Activity, Infrastructure and Safety Data

Sirisha Kothuri (Portland State University), Krista Nordback (University of North Carolina at Chapel Hill)


The Eastern Transportation Coalition Non-Motorized Count Schema

Stanley Young (The Eastern Transportation Coalition), Zachary Vander Laan (The Eastern Transportation Coalition)

Best Practices for Integrating Third-Party Weather Data into Nonmotorized Count Programs

Mason Cantu (Texas A&M Transportation Institute)

Correction Factors to Improve Automated Bicycle and Pedestrian Count Data: Insights from a Large Counter Network

Vahid (Virginia Tech)

Thursday, July 9, 2026 | 10:30 AM – 12:00 PM

Big Data for Congestion

Exploring the Relationship Between Traffic Congestion and Truck-Related Crashes in Tennessee

Manuela Cordoba-Misas (The University of Tennessee, Knoxville), Oriana Calderón (Department of Civil and Environmental Engineering)

Measuring What Matters: A Framework to Quantify and Improve Crash Data Quality

Christian A. Sabillon-Orellana (University of Tennessee, Knoxville)

THEA - Using Big Data to Drive Big Decisions

Anna Quinones (THEA), Bob Frey (THEA), Alex Bourne (RS&H), Charles Lattimer (Center for Advanced Transportation Technology (CATT) Laboratory)

Identifying and Quantifying the Causes of Congestion for States and Counties Throughout Tennessee

Rick Ayers (CATT Lab - University of Maryland)

Thursday, July 9, 2026 | 10:30 AM – 12:00 PM

Local AADT Research

AADT and VMT Estimation on Local Roads in Texas

Ioannis Tsapakis (Texas A&M Transportation Institute), Laura Dablain (TxDOT), Paul Anderson (Texas A&M Transportation Institute)

AI-Regression Based AADT Prediction for Non-ATR Roadways

Deo Chimba (Tennessee State University), Afia Yeboah (Tennessee State University), Therezia Matongo (Tennessee State University), Subash Gupta (CES Consulting LLC)


Graph Neural Networks for Statewide AADT Estimation: Opportunities and Limitations

Eugene Boasiako Antwi (Kentucky Transportation Center), Mei Chen (University of Kentucky)

 

Thursday, July 9, 2026 | 01:00 PM – 02:30 PM

Integrating Interagency Micromobility

Operating and Maintaining a Pedestrian and Bicyclist Trail Traffic Monitoring System through Interagency Coordination

Krista Nordback (University of North Carolina Highway Safety Research Center), Sarah O'Brien (University of North Carolina Highway Safety Research Center)


Michigan's Nonmotorized Database System and Interagency Count Sharing

Jordan Storey (Michigan Department of Transportation)


Introduction to the California Active Transportation Data Portal, an online tool for active transportation count data in California

John Bigham (SafeTREC)

Thursday, July 9, 2026 | 01:00 PM – 02:30 PM

Digital Twins for Transportation

Harmonizing Traffic Data and Simulation for Corridor Optimization in Nashville

Therezia Matongo (Tennessee State University), Deo Chimba (Tennessee State University), Masanja Madalo (Tennessee State University)

AI-Enhanced Traffic Digital Twin: From Intelligent Sensors to Simulation and Decision Support

Mehrdad Nasri (University of Washington), Yinhai Wang (University of Washington), Muhammad Monjurul Karim (University of Washington)


AI for Transportation Planning: Broward’s SMART METRO

Anant Dinamani (Deloitte )


Readiness for Emerging Technologies Using a Digital Twin

Asad Khattak (The University of Tennessee, Knoxville, TN), Jerry Everett (University of Tennessee, Knoxville), Usman Ahmed (University of Tennessee, Knoxville)

Thursday, July 9, 2026 | 01:00 PM – 02:30 PM

Local Data Collection and Integration

Local Government Succeeds with MetroCount

Thomas M Kenny (MetroCount USA Inc)


Local Public Agency Liaison Activities

Marissa Vidal (ADOT), James Meyer (ADOT)

INDOT's Incorporation of Locally Collected Data

Gregory Katter (Indiana Department of Transportation)