This document contains GE Proprietary data
GE Transportation
LocoVision Video Analytics
‘Giving Eyes to the Train’
Dattaraj Jagdish Rao (Dattaraj.Rao@ge.com)
Principal Architect – CTO Office
4th May 2017
GE Confidential and Proprietary Information
2
Locomotive RM&DPower Planning
 Asset Utilization
 Mission Success
 Road Failures
Video
Analytics
Car Integrity Monitor
Rail Integrity Monitor
Trip Optimization
Distributed Power
 Fuel efficiency
 Capacity (Longer Trains)
 Productivity
 Network Velocity
 Dwell
 Supply Chain Visibility
Transp. Management
Yard Planning
Network Planning
Wayside asset mgmt.
Shipper Mgmt.
Railcar asset mgmt.
Terminal ops Mgmt.
At Asset Level At Train Level At Network Level
Smart, Connected Assets Self Aware Train End-to-End Supply Chain Opt.
Driving Outcomes for Railroads
t
IOT drives tangible outcomes that deliver value
GE Confidential and Proprietary Information
GE’s Digital Portfolio for Railroads
LocoVision
Analytics
Productivity
Rail
Integrity
Monitor
Rail Health
Trip
Optimizer
Fuel Efficiency
Locomotive
APM
Reliability
Locotrol
DP
Capacity
Car
Integrity
Monitor
Wagon Health
Movt.
Planner
Velocity
Yard
Planner
Dwell
RailConnect 360 -> Comprehensive Digital offering across Value chain
Video
inspection
3
China Rail
GE Confidential and Proprietary Information
GE LocoVision
Next Generation Video System
Benefits Highlights
• Building on GE LocoCAM
(>7,000 in service worldwide)
• Remote streaming capability
• Platform for Video Analytics
• Compatible with any Locomotive
• Designed for Heavy-haul environment
• Powerful detection, preservation capability
 Multi-Camera DVR system
 IP based High Definition video
 Video embedded w/ Data, GPS
 Continuous monitoring and
recording of front/rear/in-cab
views
GE Confidential and Proprietary Information
GoLINC Chassis (2, 4, or 8 slot) LCV Module (card) Storage Array (card)
• Single ACC slot
• 6 POE camera inputs
• Single ACC slot
• Up to 8 TB storage (removable)
LocoVISION Cameras Crash-Hardened Memory LocoVISION Viewer
• HD 1080p, POE
• Multiple HD streams
• IR capable
• Integrated video & data
storage • Synchronized Video, Audio
and ER data playback
LocoVision System Components
Quality Tested for the Locomotive environment
GE Confidential and Proprietary Information
LocoVision Camera
Tested for Reliable operation in Loco environment
GE partnered w/world leader imaging expert to develop
purpose-built locomotive cameras:
• Board modifications to survive vibration & radiated
emissions tests
• Component changes for thermal tolerance
• Conformal coating for corrosion resistance
• CPU & firmware changes to support WDR & Analytics
Key Features
• High-Definition, Power-Over-Ethernet cameras
• Dual microphone support - power & inputs for internal &
external (to cam enclosure) microphones
• Multi-frame WDR (Wide Dynamic Range) provides clearer,
more actionable images - both very dark & very bright areas
in same view
• Up to 3 simultaneous HD streams
• Replaceable IR emitter array
GE Confidential and Proprietary Information
Analytics – Computer Vision
Track Geometry extraction from Video
Monitor Railway Track Heath using Locomotives
GE Confidential and Proprietary Information
Machine Learning models
Detecting Wayside Assets and verifying their positions
Analytics – Machine Learning
GE Confidential and Proprietary Information
Crew fatigue models
Monitoring the Loco pilot for signs of stress, fatigue
Analytics – Deep Learning
GE Confidential and Proprietary Information
Deployment of Analytics Models in Cloud
 GE Predix – Single Platform from Data Acquisition to Action
 Optimized storage options for Video data
 Catalog for Computer Vision and Machine Learning models
Common Platform from Data Acquisition to Action
Common Platform Vision
GE Confidential and Proprietary Information
Platform for the Industrial Internet
 Full suite of Edge-to-Cloud capabilities that
enable data ingestion, analysis and
intelligence
 Purpose-built to meet the scale, complexity,
speed and security requirements of Industrial
companies and assets
 Manage and implement most meaningful
statistical analysis, data mining and retrieval
processes for Big Data
 Enabling the Vision for a Rail Operating
System - rOS
Vision for the Railroad Operating System
Predix and the Rail OS
12
GE as Preferred IOT Partner for IR
125 years old Industrial Company
World’s 1st Digital Industrial Company
~$1B investment into IoT Analytics
Scalable Cloud Platform-> PREDIX
State-of-the Art Digital hubs
Proven Digital Transformation across Mission critical areas
Proven Digital Transformation in all Major Railroads
Financing capability
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GE Confidential and Proprietary Information
Questions

LocoVISION Video Analytics - Indian Railways Tech conference

  • 1.
    This document containsGE Proprietary data GE Transportation LocoVision Video Analytics ‘Giving Eyes to the Train’ Dattaraj Jagdish Rao (Dattaraj.Rao@ge.com) Principal Architect – CTO Office 4th May 2017
  • 2.
    GE Confidential andProprietary Information 2 Locomotive RM&DPower Planning  Asset Utilization  Mission Success  Road Failures Video Analytics Car Integrity Monitor Rail Integrity Monitor Trip Optimization Distributed Power  Fuel efficiency  Capacity (Longer Trains)  Productivity  Network Velocity  Dwell  Supply Chain Visibility Transp. Management Yard Planning Network Planning Wayside asset mgmt. Shipper Mgmt. Railcar asset mgmt. Terminal ops Mgmt. At Asset Level At Train Level At Network Level Smart, Connected Assets Self Aware Train End-to-End Supply Chain Opt. Driving Outcomes for Railroads t IOT drives tangible outcomes that deliver value
  • 3.
    GE Confidential andProprietary Information GE’s Digital Portfolio for Railroads LocoVision Analytics Productivity Rail Integrity Monitor Rail Health Trip Optimizer Fuel Efficiency Locomotive APM Reliability Locotrol DP Capacity Car Integrity Monitor Wagon Health Movt. Planner Velocity Yard Planner Dwell RailConnect 360 -> Comprehensive Digital offering across Value chain Video inspection 3 China Rail
  • 4.
    GE Confidential andProprietary Information GE LocoVision Next Generation Video System Benefits Highlights • Building on GE LocoCAM (>7,000 in service worldwide) • Remote streaming capability • Platform for Video Analytics • Compatible with any Locomotive • Designed for Heavy-haul environment • Powerful detection, preservation capability  Multi-Camera DVR system  IP based High Definition video  Video embedded w/ Data, GPS  Continuous monitoring and recording of front/rear/in-cab views
  • 5.
    GE Confidential andProprietary Information GoLINC Chassis (2, 4, or 8 slot) LCV Module (card) Storage Array (card) • Single ACC slot • 6 POE camera inputs • Single ACC slot • Up to 8 TB storage (removable) LocoVISION Cameras Crash-Hardened Memory LocoVISION Viewer • HD 1080p, POE • Multiple HD streams • IR capable • Integrated video & data storage • Synchronized Video, Audio and ER data playback LocoVision System Components Quality Tested for the Locomotive environment
  • 6.
    GE Confidential andProprietary Information LocoVision Camera Tested for Reliable operation in Loco environment GE partnered w/world leader imaging expert to develop purpose-built locomotive cameras: • Board modifications to survive vibration & radiated emissions tests • Component changes for thermal tolerance • Conformal coating for corrosion resistance • CPU & firmware changes to support WDR & Analytics Key Features • High-Definition, Power-Over-Ethernet cameras • Dual microphone support - power & inputs for internal & external (to cam enclosure) microphones • Multi-frame WDR (Wide Dynamic Range) provides clearer, more actionable images - both very dark & very bright areas in same view • Up to 3 simultaneous HD streams • Replaceable IR emitter array
  • 7.
    GE Confidential andProprietary Information Analytics – Computer Vision Track Geometry extraction from Video Monitor Railway Track Heath using Locomotives
  • 8.
    GE Confidential andProprietary Information Machine Learning models Detecting Wayside Assets and verifying their positions Analytics – Machine Learning
  • 9.
    GE Confidential andProprietary Information Crew fatigue models Monitoring the Loco pilot for signs of stress, fatigue Analytics – Deep Learning
  • 10.
    GE Confidential andProprietary Information Deployment of Analytics Models in Cloud  GE Predix – Single Platform from Data Acquisition to Action  Optimized storage options for Video data  Catalog for Computer Vision and Machine Learning models Common Platform from Data Acquisition to Action Common Platform Vision
  • 11.
    GE Confidential andProprietary Information Platform for the Industrial Internet  Full suite of Edge-to-Cloud capabilities that enable data ingestion, analysis and intelligence  Purpose-built to meet the scale, complexity, speed and security requirements of Industrial companies and assets  Manage and implement most meaningful statistical analysis, data mining and retrieval processes for Big Data  Enabling the Vision for a Rail Operating System - rOS Vision for the Railroad Operating System Predix and the Rail OS
  • 12.
    12 GE as PreferredIOT Partner for IR 125 years old Industrial Company World’s 1st Digital Industrial Company ~$1B investment into IoT Analytics Scalable Cloud Platform-> PREDIX State-of-the Art Digital hubs Proven Digital Transformation across Mission critical areas Proven Digital Transformation in all Major Railroads Financing capability  12       
  • 13.
    GE Confidential andProprietary Information Questions