Welcome to our Reserach Lab!

Usman Ahmed

Research Assistant Professor
Chief Development Officer

Dr. Usman Ahmed is a Research Assistant Professor at the UT-Oak Ridge Innovation Institute (UTORII), University of Tennessee, Knoxville. Dr. Ahmed’s research interests include supply chain and logistics, transportation demand modeling, emerging freight technologies for last-mile delivery, e-commerce modeling, and digital twins for transportation. His work integrates optimization, econometric modeling, simulation, computer vision, artificial intelligence, and machine learning to develop data-driven solutions that improve the efficiency, resilience, and sustainability of transportation and logistics systems.

Portrait of Usman Ahmed


All tools →

Microhub and Cargo Cycle Planning Tool

  1. Microhub Sizing: Estimates the number of microhubs required to serve the study area.
  2. Location Selection: Identifies optimal microhub locations.
  3. Service Area Assignment: Assigns service areas to microhubs.
  4. Fleet & Route Sizing: Calculates the number of e-cargo cycles required at each microhub and the total tour distance.

Tennessee Highway Incident Analysis

  1. Hotspot Analysis: Identifies locations with elevated incident concentration across the highway network.
  2. Incident Severity Modeling: Estimates the likely severity of incidents based on roadway and traffic conditions.
  3. Incident Clearance Time Modeling: Predicts how long it will take to clear an incident from the roadway.
  4. Scenario Analysis: Compares predicted incident severity and clearance time across different scenarios.

Highway Incident Analytics

Analyze highway incident data across Tennessee to uncover patterns, predict hotspots, and support data-driven safety and infrastructure decisions.

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