Cloud Intelligence - ERPUG · thumbnail and high resolution at high speeds Comparing View multiple...
Transcript of Cloud Intelligence - ERPUG · thumbnail and high resolution at high speeds Comparing View multiple...
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arrbsystems.com
Cloud Intelligence
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ARRB Systems History
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Network Survey Vehicle
+ GNNS DGPS geospatial location
+ Texture Centre and Both wheel paths
Roughness Left and Right wheel paths
+ DMI linear location
+ Digital imaging system
+ 3D Rutting Full Lane
+ 3D CrackingFull Lane
+ 3D Surface DefectsFull Lane
+ IMU Geometry Cross fall, Grade, Horizontal and Vertical curvature
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Simultaneous collection of Friction + Geometry + Rutting + Texture + Imaging = high risk/low risk
intelligent Safety Assessment Vehicle
Continuous Friction ResponseSideways Force Coefficient
Vertical Loading Force
Surface, Air, Tyre & Water Temperature
+ Geometry Cross fall, Grade, Horizontal and Vertical curvature
+ GNNS DGPS geospatial location+ Digital imaging system
+ RuttingFull Lane Width
+ Texture Centre and Both wheel paths
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intelligent Pavement Assessment Vehicle
+ 3D Roughness Full Lane
+ 3D Rutting Full Lane
+ 3D CrackingFull Lane
+ 3D Surface DefectsFull Lane
+ Texture Centre and Both wheel paths
Roughness Left and Right wheel paths
+ Geometry Cross fall, Grade, Horizontal and Vertical curvature
+ GNNS DGPS geospatial location
Continuous Deflection MeasurementPavement velocity
Full Deflection Bowl
Applied Load
Surface & Air Temperature
+ Digital imaging system
Simultaneous collection of Functional + Structural data = Comprehensive Pavement Assessment
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Data, Data, Data……
▪ With hundreds of thousands of kilometres collected annually
▪ results in millions of deflections, friction readings
▪ plus cracking, profile, texture, and imagery….
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Cloud Storage
▪ Unlimited storage
▪ Backed up
▪ Secure
▪ Accessible from anywhere
▪ Agile and Flexible
▪ Creative opportunities
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Flexible - Compatible - Functional
Data Roughness, Texture,
Rutting Deflection, Friction,
Visual Defects and Asset
Inventory
LayersAdjust Opacity, ordering
and visibility of custom
layers
ChartsData Visualisation though
interactive graphs
FilterFilter map data by different
attribute values for custom
displays
Sharing Share your point of interest,
imagery, charts, URLs and
desktop view via emailable
links
High Speed Video High speed full frame
adjustable speed video up
to 30 fps and 1000 km/h
Multi Channel VideoUp to 9 video channels in
thumbnail and high
resolution at high speeds
ComparingView multiple years and
timeline of data side by side
both graphically and
visually
NavigationNavigate via Clickable map
or Route number or
Chainage or Road name or
Road number or Direction.
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Network level data, project level detail
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Time Series Data – Decades of change
10 years ago in 2009 5 years ago in 2014
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Time Series Data – Seasonal Changes
Summer Winter
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Time Series Data – Observing Failures
October 2016 16 months laterFeb 2018 May 2018
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Time Series Data - Observing deterioration
October 2016 16 months later
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Time Series Data – Observing Recovery
January 2019 September 2019
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Heat Mapping Hot Spots
Deflection
High
Low
Skin deep
Hidden in the depthsAll is good
Real problems!
High
IRI/Rutting
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Skin Deep
High cracking seem to indicates weak structure…
…in fact, structure is very strong
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Hidden in the depths
Smooth surface with no cracking, however, has a very weak structure
▪ IRI < 2 m/km (125 in/mi)
▪ No Cracking
▪ D0 < 750 micron (30 mil)
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Hidden in the depths
Smooth Surface however SCI shape indicates weak upper layers
▪ IRI < 2.5 m/km (150 in/mi)
▪ Low Cracking <10%
▪ D0 < 250 micron (10 mil)
▪ SCI 200 (D200-D0) > 125 micron (5 mil)
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Hidden in the depths
SCI-Sub indicates weak substructure despite Smooth & Strong Surface
▪ No Cracking
▪ IRI < 0.8 m/km (50 in/mi)
▪ D0 < 125 micron (5 mil)
▪ SCI Subgrade (D60-D36) > 300 micron (12 mil)
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Hidden in the depths
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Intelligent Survey Management
▪ Connected Project Management
▪ Connected Project Planning
▪ Connected Quality Management
▪ Connected Vehicle Management
▪ Connected Data Backup
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Intelligent Project Management
▪Connected Project planning
▪ Live Weather at vehicle location
▪ Survey progress and status- collected- processing- processed- verified- delivered
• Any project in the world
• At any time
• All in real time
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Intelligent Fleet Management
▪Real-time location status
▪Real-time monitoring
▪Real-time technician access
▪Remote diagnostics
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Intelligent Quality Control
▪Automated routing
▪Automated referencing
▪QC reporting routines
▪Automated data verification
▪Realtime remote notifications
▪Auto Cloud upload
▪Automated data backup
▪Automated Calibration
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All Information at hand
Comprehensive multiple data streams from multiple years
- Project level evaluation with network data collection
Data mining for forensics and treatment selection
- Exception reporting of network ‘hot spots’
Monitoring of survey progress and data quality.- Automation of routing, calibration and verifications
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Emerging from the Cloud
Machine learning▪ Find hidden dependencies
▪ Classification of street signs, cracks etc.
▪ Association linked defects and causations
Artificial Intelligence▪ Assign, monitor and analyze treatment performance
▪ Self plan, self conduct, self verify data collection
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Near Future …
Automated operator surveys?
Not too distance Future…?
100% automated survey vehicle?
Future….?
AI survey, analysis and repair of networks?