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SAIN Overview
(Sonic Analysis of INfrastructure)
Arnmore Limited
Dr Gary Bamford
Mr Mark Tovey
Georgia State University
Prof. Stuart Jefferies
The idea;
to use a solar analysis technique to probe the
internal structures of assets.
2
The Team - The Idea
Current monitoring techniques are limited
3
Dams
Road
Bridges
Tunnels Track
Rail
Bridges
Increasing Rail Bridge Risk Factors
4
Ageing
infrastructure
coming under
increased
pressure
Flood damage
Wind damage
Earthquake risk
(natural and
man made
‘fracking’)
Heavier traffic
Bridge
Collisions
Increased
speed of trains
Increasing
length of trains
Increased
frequency of
trains
The Challenge (bridges opportunity)
5
UK
• 35,000 rail bridges
• 3% year on year growth of
rail traffic
• 30% of bridges >100 years
old
• 74,000 road bridges
• 3,000 dams
USA
• 614,000 road bridges
• 1 in 11 road bridges rated
structurally deficient
• 40% of rail bridges >50 years
old and near end of design
life
• 100,000 rail bridges
• 91,000 Dams
Europe
• 300,000 rail bridges
• 300 bridges at risk of
failure in Italy 2019
Worldwide
• 10 major bridge failures in
2018 alone
Asia
• High frequency of seismic
activity
UK Bridge Numbers
6
Assets in the UK Numbers
Rail Bridges 35,204
Road Bridges 74,045
Other not defined -
Total 109,249
The Technology
Data gathering, analysis and transfer
Bridge Acoustic Signature
8
Monitored
Bridge
Data
Collection
Data
Analysis
Monitoring Assets
9
Analysis
• Machine
Learning
• Frequency
• Trend
Detection
• Remote device
• Acoustic detection
• Calibration
Transfer of data to client
• WiFi
• Mobile Network
• LoRaWAN (Low power Wide
Area Network)
• Real time data transfer
Detection
10
Small stand
alone
device
•No need to fix it
directly onto an
asset
Long term
life
expectancy
•Enables
continuous data
collection
•Less maintenance
Acoustic
sensors
•Whole-body
signature
•Network of
sensors
Data Analysis
11
Machine
Learning
•Improves accuracy of
health signature of asset
Frequency
analysis
•Actual data recorded by
device
•Transformed into a
format that can be
compared to baseline
asset health signature
Trend
Analysis
•Provides data on effects
of seasons/traffic etc
•Provides an asset health
lifecycle view from
healthy to a critical failure
Data Transfer to Clients
12
Asset Owners
• Identification of
maintenance needed
• Location of asset
• Integration into
existing tools
Train/Freight
Operating
Company
• Monitoring of
rollingstock
• Flagging of possible
delays
Real time
data transfer
• Monthly reporting
• Immediate flagging
after critical failure
Summary
13
SAIN Features Current Monitoring Sensors
Continuous Monitoring Limited time on critical bridges
Realtime active notifications Spot checks
Long term unmanned monitoring Physical checking
Acoustic sensor remote from asset Vibration sensor directly on asset
Machine learning to improve accuracy Complex analysis
Monthly reporting on asset health
Independent review of data (Univ. of Georgia)
The Proposition
14
 Represents an innovative business opportunity
 Able to generate revenue and return
 Reduce risk and increase safety of critical assets
 Simple to deploy
 Able to give immediate results
 Supports broader business opportunity
 An immediate need
 A real opportunity to penetrate the market

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Sonic Analysis of INfrastructure (SAIN)

  • 1. SAIN Overview (Sonic Analysis of INfrastructure)
  • 2. Arnmore Limited Dr Gary Bamford Mr Mark Tovey Georgia State University Prof. Stuart Jefferies The idea; to use a solar analysis technique to probe the internal structures of assets. 2 The Team - The Idea
  • 3. Current monitoring techniques are limited 3 Dams Road Bridges Tunnels Track Rail Bridges
  • 4. Increasing Rail Bridge Risk Factors 4 Ageing infrastructure coming under increased pressure Flood damage Wind damage Earthquake risk (natural and man made ‘fracking’) Heavier traffic Bridge Collisions Increased speed of trains Increasing length of trains Increased frequency of trains
  • 5. The Challenge (bridges opportunity) 5 UK • 35,000 rail bridges • 3% year on year growth of rail traffic • 30% of bridges >100 years old • 74,000 road bridges • 3,000 dams USA • 614,000 road bridges • 1 in 11 road bridges rated structurally deficient • 40% of rail bridges >50 years old and near end of design life • 100,000 rail bridges • 91,000 Dams Europe • 300,000 rail bridges • 300 bridges at risk of failure in Italy 2019 Worldwide • 10 major bridge failures in 2018 alone Asia • High frequency of seismic activity
  • 6. UK Bridge Numbers 6 Assets in the UK Numbers Rail Bridges 35,204 Road Bridges 74,045 Other not defined - Total 109,249
  • 7. The Technology Data gathering, analysis and transfer
  • 9. Monitoring Assets 9 Analysis • Machine Learning • Frequency • Trend Detection • Remote device • Acoustic detection • Calibration Transfer of data to client • WiFi • Mobile Network • LoRaWAN (Low power Wide Area Network) • Real time data transfer
  • 10. Detection 10 Small stand alone device •No need to fix it directly onto an asset Long term life expectancy •Enables continuous data collection •Less maintenance Acoustic sensors •Whole-body signature •Network of sensors
  • 11. Data Analysis 11 Machine Learning •Improves accuracy of health signature of asset Frequency analysis •Actual data recorded by device •Transformed into a format that can be compared to baseline asset health signature Trend Analysis •Provides data on effects of seasons/traffic etc •Provides an asset health lifecycle view from healthy to a critical failure
  • 12. Data Transfer to Clients 12 Asset Owners • Identification of maintenance needed • Location of asset • Integration into existing tools Train/Freight Operating Company • Monitoring of rollingstock • Flagging of possible delays Real time data transfer • Monthly reporting • Immediate flagging after critical failure
  • 13. Summary 13 SAIN Features Current Monitoring Sensors Continuous Monitoring Limited time on critical bridges Realtime active notifications Spot checks Long term unmanned monitoring Physical checking Acoustic sensor remote from asset Vibration sensor directly on asset Machine learning to improve accuracy Complex analysis Monthly reporting on asset health Independent review of data (Univ. of Georgia)
  • 14. The Proposition 14  Represents an innovative business opportunity  Able to generate revenue and return  Reduce risk and increase safety of critical assets  Simple to deploy  Able to give immediate results  Supports broader business opportunity  An immediate need  A real opportunity to penetrate the market