visual monitoring of railroad grade crossing and railroad tracks university of central florida

26
VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Upload: avice-woods

Post on 12-Jan-2016

220 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS

University of Central Florida

Page 2: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Phase I

Visual Monitoring of Railroad Grade Crossing

Page 3: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Objectives

Monitor railroad grade crossing for hazardous behavior.

Issue a audio/visual alert.

Self-contained portable system

Page 4: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

System Overview

The main processing pipeline of the system:

Page 5: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Computer Vision LaboratoryUniversity of Central Florida

The Portable System

Batteries

Main Processing Unit

Carrying Unit

Solar PanelsCamera

Page 6: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Computer Vision LaboratoryUniversity of Central Florida

Website Interface

Each site contains

Live image

Latest log file data Trains detected

Train title Date Time

Objects detected Object ID Date/Time

Page 7: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Computer Vision LaboratoryUniversity of Central Florida

Email Alerts

Email alerts are triggered on activities

Alert frequency can be changed by user parameters

Each email contains Site source location Message about activity Image of object involved in

activity

Page 8: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Performance Evaluation Detected Violators

P421

Mount Dora

New Smyrna BeachP127 P135

03-01-2005, 11:32:33

03-01-2005, 11:32:19

03-08-2005, 13:18:23

02-22-2005, 11:01:42

03-02-2005, 12:42:57

03-11-2005, 15:17:53

Page 9: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Visual Inspection of Railroad TracksPhase II

Page 10: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Mobile Platform Design

Basler A400 High speed firewire

Page 11: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Mobile Platform

The main factors driving the design of the mobile platform are: Portability Image Stability Uniformity of

Illumination conditions

Page 12: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Mobile platform

Page 13: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Video obtained from mobile platform

Example rail video obtained from mobile platform

Page 14: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Defect detection

Page 15: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Engine Burn Defects

A condition in which the rail has been scarred by the heat created by locomotive.

Appearance in track. Round or oval rough spots or holes on the surface of the rail.

Burn area

Burn area

1

1 Railroad Track Standards, Departments of the Army (TM 5-628)

Page 16: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Processing Pipeline

Page 17: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Results

= Detection = Confidence

Page 18: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Results

Page 19: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Results

Potential burn regions

Page 20: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Rail Crack Defects

Page 21: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Rail Cracks

Stress caused by the wheels of the train can lead to cracks on the rail head.

Rail Stress

Page 22: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Processing Pipeline

Page 23: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Current work

Page 24: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Rail Gauge Verification

Objective: Verify that the distance between rails is

within a safe margin.

Synchronized high speed cameras

Rail Gauge

Page 25: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Missing Fasteners

Detect missing fasteners

Steel Clips or Fasteners

Missing fasteners

Page 26: VISUAL MONITORING OF RAILROAD GRADE CROSSING AND RAILROAD TRACKS University of Central Florida

Thank you