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52550
  
  

  8
Feb
2022
Research Results
Railroad Trespass Detection Using Deep Learning-Based Computer Vision
Author
          Federal Railroad Administration

Subject
                    Grade Crossing Modeling and Simulation,
                    Grade Crossing Technology,
                    Highway-Rail Grade Crossings

**Keywords:** Automated railroad trespass detection, artificial intelligence, AI, machine learning, railroad trespassing, grade crossing violations, railroad safety
**Abstract:** FRA has sponsored research to develop an AI software application for automating the detection of grade crossing violations and trespassing activities from static camera feeds...
Report Number
              RR 22-04

  Office
              RDI-23
    3
Feb
2022
Technical Reports
In-Vehicle Auditory Alerts Literature Review
Author
          Federal Railroad Administration

Subject
                    Grade Crossing and Trespass Outreach/Education,
                    Highway-Rail Grade Crossings

**Keywords:** Highway-rail grade crossing, HRGC, in-vehicle auditory alerts, IVAA, auditory alerts, spatial auditory displays, human factors
**Abstract:** This literature review covers over 70 standards, research, and use cases on the design of in-vehicle auditory alerts (IVAAs) for highway-rail grade crossings (HRGCs).
Report Number
              DOT/FRA/ORD-22/05

  Office
              RDI-24
    28
Apr
2021
Research Results
Trespass Prevention Research Study – Worcester, MA
Author
          Federal Railroad Administration

Subject
                    Grade Crossing and Trespass Outreach/Education,
                    Trespass Countermeasures,
                    Trespasser Programs

**Keywords:** Railroad trespassing, trespass prevention, right-of-way trespass, railroad safety, stakeholder engagement
**Abstract:** This report shows the benefits of, document the lessons learned from, and provide recommendations for the implementation and evaluation of trespass prevention strategies.
Report Number
              RR 21-08

  Office
              RDI-23
    17
Dec
2020
Technical Reports
Driver Behavior at Highway-Rail Grade Crossings Using NDS and Driving Simulators
Author
          Federal Railroad Administration

Subject
                    Grade Crossing Modeling and Simulation,
                    Highway-Rail Grade Crossings,
                    Human Factors

**Keywords:** Grade crossing, traffic control device, average annual daily traffic, Federal Highway Administration, Federal Railroad Administration, vehicle miles traveled, freight train miles
**Abstract:** Researchers used both naturalistic driving and simulator data to evaluate driver behavior at grade crossings. Most drivers did not look for trains or prepare to stop regardless...
Report Number
              DOT/FRA/ORD-20/47

  Office
              RDI-24
    1
Oct
2020
Technical Reports
New Model for Highway-Rail Grade Crossing Accident Prediction and Severity
Author
          Federal Railroad Administration

Subject
                    Grade Crossing Modeling and Simulation,
                    Highway-Rail Grade Crossings

**Keywords:** New Model for Highway-Rail Grade Crossing Accident Prediction and Severity
**Abstract:** FRA sponsored a research project to develop a new Accident Prediction and Severity Model for highway-rail grade crossings.
Report Number
              DOT/FRA/ORD-20/40

  Office
              RDI-23

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