USA Banner
  U.S. flag
              An official website of the United States government Here's how you knowOfficial US Government Icon
              **Official websites use .gov**A **.gov** website belongs to an official government organization in the United States.
            Secure Site Icon
              **Secure .gov websites use HTTPS**
                  A **lock** ( A locked padlock ) or **https://** means you’ve safely connected to the .gov website. Share sensitive information only on official, secure websites. 
 U.S. Department of Transportation Icon United States Department of Transportation
 Search DOT
            Search
                        About FRAAbout FRA
  

        
              Overview
                Organization
                Program Offices
                Resource Center
                Web Policies and Notices
                Contact Us
                Communications
                Governmental AffairsFeatured
  

        
              Bipartisan Infrastructure Law Information from FRA
                Careers
                Leadership Profiles
                Organizational Chart
                Newsroom
                Press Releases
                Speeches
                Fact Sheets
                TestimonyRailroad SafetyFeatured
  

        
              Train Horn Rule/Quiet Zones
                Public Blocked Crossings Incident Reporter
                Drug & Alcohol
                Safety Data
                C3RS
                High-Hazard Flammable Train Route AssessmentRailroad Safety
  

        
              Overview
                Railroad Crossing Safety & Trespass Prevention
                Accident Data & Reporting, Investigations
                Divisions
                Partnerships & ProgramsRail Network DevelopmentFeatured
  

        
              High-Speed Rail
                Amtrak
                Environmental Reviews
                GIS Maps
                RuralRail Network Development
  

        
              Overview
                Passenger Rail
                Freight Rail
                Environment
                Planning
                International
                Maps & Data
                Training & GuidanceResearch & DevelopmentFeatured
  

        
              R&D Current Projects
                Positive Train Control
                Hazardous Materials
                Highway-Rail Grade Crossing
                Close Call Reporting
                Broad Agency AnnouncementResearch & Development
  

        
              Overview
                Program Areas
                R&D ReportsLegislation & RegulationsFeatured
  

        
              FAST Act
                National Rail Plan
                Proposed State Rail Plan
                Civil PenaltiesLegislation & Regulations
  

        
              Overview
                Legislation
                Regulations & Rulemaking
                Buy AmericaGrants & LoansFeatured
  

        
              FRA Discretionary Grant Program Tool
                Discretionary Grant Calendar
                Railroad Capital Project Guidance
                FRA Webinars
                DOT GrantsGrants & Loans
  

        
              Overview
                Grant Programs
                Applying for Grants
                Resources for Grant Recipients
                Training & GuidanceFRA eLibraryeLibrary
  

        
              Accidents & Fatalities
                Compliance
                Conferences & Presentations
                Emergency & Safety
                Enforcement & Litigation
                Publications & Policy
                Reports
                OtherMenu Home


            
            Document Type
      Conference & Presentations
  (2)(-)
Reports
  (28)Research Results
  (6)Technical Reports
  (22)
Subjects
      Show all
  (4667)Environmental Protection
  (651)Passenger Rail
  (428)Evaluation
  (359)Track
  (234)Highway-Rail Grade Crossings
  (209)Hazardous Materials
  (202)Human Factors
  (171)Positive Train Control
  (158)Track/Train Interactions
  (142)Tracks & Structures
  (132)Facilities & Test Equipment
  (117)Maglev
  (99)Rolling Stock
  (97)High-Speed Passenger Rail
  (96)Signal and Train Control
  (95)Amtrak
  (74)Grade Crossing Technology
  (73)Freight Operations
  (67)Safety Performance Measures
  (66)Accident Investigations
  (64)Best Practices
  (63)Grants & Financial Assistance
  (62)Engineer Certification
  (59)Rail and Infrastructure Integrity
  (56)Highway-Rail Grade Crossing Warning Systems
  (48)Conductor Certification
  (43)Accident Reduction
  (42)Crashworthiness - Passenger Equipment
  (41)Safety Regulatory Analysis
  (39)Grade Crossing and Trespass Outreach/Education
  (38)Braking Systems
  (35)Locomotive Standards (Safety & Noise)
  (27)(-)
Grade Crossing Modeling and Simulation
  (27)Safety Advisories
  (25)Trespasser Programs
  (25)Train Control
  (25)Intercity Passenger Rail Investment
  (21)Switching Operations
  (21)Train Horn Noise
  (20)Program Evaluation
  (19)Technology Transfer
  (19)Work Schedule & Sleep Patterns
  (18)Employee Fatalities
  (16)USDOT National Highway-Rail Crossing Inventory
  (16)Communications
  (16)Statutory Mandates
  (14)Emergency Preparedness
  (13)Fatigue Management
  (13)Grade Crossings
  (13)Motive Power and Equipment
  (11)Risk Reduction Program
  (11)Railroad Employees
  (11)Testing
  (11)Automated Track Inspection Program (ATIP)
  (10)Bridge and Structures Safety
  (10)Intelligent Railroad Systems
  (9)Occupant Protection
  (9)Crashworthiness - Tank Car
  (9)Safety Culture
  (9)Operating Practices
  (8)Sleep Disorders
  (8)Collision
  (8)Analysis
  (8)Trespass Countermeasures
  (8)Enforcement
  (7)Industrial Hygiene
  (7)Railroad Safety Program Management
  (7)Remote Control Locomotive Operations
  (6)Roadway Worker Protection
  (6)Worker Protection
  (6)Heavy Axle Load (HAL)
  (6)Fiber Optic
  (6)Cellular Telephones/Other Electronic Devices
  (5)Right-of-Way
  (5)Social & Economic Impacts
  (5)Risk Assessment
  (5)Grade Crossing Pedestrian Safety
  (5)Railroad System Issues
  (4)Railroad System Oversight
  (4)Budget
  (3)Autonomous
  (3)Shared Corridor
  (3)Continuous Welded Rail
  (2)Drug and Alcohol Program
  (2)Emergency Notification Systems
  (2)Occupational Noise Exposure
  (2)Railroad Safety Information Management
  (2)Railroad Safety Technical Training Standards
  (2)Automation
  (2)Security
  (2)Hours of Service
  (1)Roadway Maintenance Machine Safety
  (1)Tourist Railroads
  (1)Crew Resource Management (CRM)
  (1)Civil Rights
  (1)Knowledge diffusion
  (1)Capital Planning
  (1)(-)
Artificial Intelligence
  (1)Laboratory
  (1)Short Line Railroads
  (1)
                
                eLibrary Search
**Your Selections:**Reset(-)
Reports
  (28)(-)
Grade Crossing Modeling and Simulation
  (27)(-)
Artificial Intelligence
  (1)
The FRA eLibrary contains all the documents that are found throughout the FRA Public Website. Multiple pages on the website may link to the same eLibrary item based on its set of metatdata.

**Can I find All FRA Documents in the Library?**
Some "documents" may not appear here for the following reasons:

Document resides on an external site for the record of source, links to the document are provided in context but not in the library as FRA does not maintain this record. This document lives on another website.
	Document has not yet been assigned keywords.
	Document is historical and has been removed from library to avoid confusion with current publications.
	Document is public affairs & policy related, such as press releases, speeches, testimony, or fact sheet. These press-related documents can now be found in the FRA Newsroom.
	Document is related to rules and notices. This information can now be found on the Rulemakings search and the Notices search, respectively.Refine Your Search
            **To search an exact document title or key phrase, place quotations around the text. Example: "U.S. Government Grade Crossing Research & Stakeholder Engagement" Entering keywords without quotations will search the eLibrary for all occurrences of the keywords.**
            

Dates
  Date fromDate toSort by
                    
Sort by Date (Most Recent)Sort by Title (A-Z)Items per page
                    
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
    16
Apr
2021
Research Results
Automated Video Inspection System for Grade Crossing Safety
Author
          Federal Railroad Administration

Subject
                    Artificial Intelligence,
                    Grade Crossing Pedestrian Safety,
                    Grade Crossing Technology

**Keywords:** VisioStack, RailLinks, artificial intelligence, forward-facing video, grade crossing safety
**Abstract:** FRA sponsored a Small Business Innovation Research (SBIR) task to help reduce incidents at highway-rail crossings and improve the safety of both vehicles and pedestrians.
Report Number
              RR 21-05

  Office
              RDI-21
    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
    19
Aug
2019
Technical Reports
Review of Highway-Rail Grade Crossing Incidents 1986 – 2015: Trends and Potential Safety Gaps
Author
          Federal Railroad Administration

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

**Keywords:** Crossing, grade crossing, safety, pedestrian, vehicle, gates
**Abstract:** A review of the U.S. grade crossing incidents over 30 years revealed that fatal incidents involving pedestrians increased despite significant safety gains.
Report Number
              DOT/FRA/ORD-19/30

  Office
              RDI-24

  Pagination
    1
              2
              3
              4
              5
              6
                                      ›
            ››
                          »
            Last » U.S. DEPARTMENT OF TRANSPORTATION

**Federal Railroad Administration**

1200 NEW JERSEY AVENUE, SE

WASHINGTON, DC 20590

202-366-4000Subscribe to email updates
                    About Us
  

        
              About FRA
                Careers
                Contact Us
                FRA Civil Rights
                Doing Business with FRA
                Grants and Financial Assistance
                Safety Management TeamsAreas of Interest
  

        
              Bipartisan Infrastructure Law
                Safety Data
                Buy America
                Operation Lifesaver
                Railroad Safety Advisory Committee
                FRA Secure Area
                Proactive DisclosureI Am A...
  

        
              Railroad Traveler
                Railroad Inspector
                Reporter
                Educator/StudentPolicies, Rights, Legal
  

        
              About DOT
                Budget and Performance
                Civil Rights
                FOIA
                Information Quality
                No FEAR Act
                Office of Inspector General
                Privacy Policy
                USA.gov
                Vulnerability Disclosure Policy
                Web Policies and Notices
                Web Standards