water pipe failure prediction - csiro research · • 700,000 failure records • 9 million pipe...

2
The Challenge and NICTA’s Approach Australian water utilities currently spend $1.4 billion per year on reactive repairs and maintenance, including the consequence cost of social and economic impact. Focusing the asset maintenance efforts on preventative repairs has the potential to save the water industry $700 million on reactive repairs and maintenance. Condition assessment of water pipes is an expensive and disruptive process with water utilities typically inspecting only 1% of their network assets per annum. NICTA has developed an advanced failure prediction tool using non-parametric machine learning techniques; with this we expect to double the precision of prediction within that 1% of the network that is inspected. Industry Engagement Data analysis completed for: • 23 global utilities • 700,000 failure records • 9 million pipe assets • 525,000 kms of pipes. Water Pipe Failure Prediction NICTA is using data-driven techniques to improve prediction of pipe failures for water utilities. Intelligent predictions reduce maintenance costs, prioritise capital spend and minimise disruption to water supplies and the community. Technical contact [email protected] Business contact [email protected] Our Partners: highest lowest highest lowest Consequence Map Risk Map Identify pipes most likely to fail Identify consequence cost of highest risk pipes Use Condition Assessment tools to identify repair zone Preventative repairs and maintenance Excavation length ($ cost) # actual failures uncovered Cost saving with same # failures identified Current analysis NICTA’s analysis Condition Assessment Process This project is part of NICTA’s Infrastructure, Transport and Logistics Business Team, which delivers innovative ICT solutions that transform the efficiency, safety and sustainability of transportation systems and infrastructure networks.

Upload: others

Post on 05-Oct-2020

4 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Water Pipe Failure Prediction - CSIRO Research · • 700,000 failure records • 9 million pipe assets • 525,000 kms of pipes. Water Pipe Failure Prediction NICTA is using data-driven

The Challenge and NICTA’s ApproachAustralian water utilities currently spend $1.4 billion per year on reactive repairs and maintenance, including the consequence cost of social and economic impact. Focusing the asset maintenance efforts on preventative repairs has the potential to save the water industry $700 million on reactive repairs and maintenance.

Condition assessment of water pipes is an expensive and disruptive

process with water utilities typically inspecting only 1% of their network assets per annum. NICTA has developed an advanced failure prediction tool using non-parametric machine learning techniques; with this we expect to double the precision of prediction within that 1% of the network that is inspected.

Industry EngagementData analysis completed for:• 23 global utilities• 700,000 failure records• 9 million pipe assets• 525,000 kms of pipes.

Water Pipe Failure Prediction

NICTA is using data-driven techniques to improve prediction of pipe failures for water utilities. Intelligent predictions reduce maintenance costs, prioritise capital spend and minimise disruption to water supplies and the community.

Technical [email protected]

Business contact [email protected]

Our Partners:

highest

lowest

highest

lowest

highest

lowest

highest

lowest

Consequence Map Risk Map

[sep

arat

or p

anel

s be

twee

n im

ages

]

Identify pipes most likely to fail

Identify consequence cost

of highest risk pipes

Use Condition Assessment tools to identify repair

zone

Preventative repairs and

maintenance

Condition Assessment Process

Excavation length ($ cost)

# ac

tual

failu

res

unco

vere

d

Cost saving with same # failures identified

Curren

t ana

lysis

NICTA’s analysis

Condition Assessment Process

This project is part of NICTA’s Infrastructure, Transport and Logistics Business Team, which delivers innovative ICT solutions that transform the efficiency, safety and sustainability of transportation systems and infrastructure networks.

Water Pipe Failure Prediction.indd 1 16/02/15 3:44 PM

Page 2: Water Pipe Failure Prediction - CSIRO Research · • 700,000 failure records • 9 million pipe assets • 525,000 kms of pipes. Water Pipe Failure Prediction NICTA is using data-driven

NICTA has the largest concentration of ICT researchers in Australia. Our research focuses on use-inspired basic research that benefits industry, the community and the national interest.

Since NICTA’s inception in 2002, NICTA has built strong research capability in: • Software Systems • Mobile Systems • Machine Learning • Computer Vision • Optimisation.

Our Business Teams are the market focus of our research capabilities: • Broadband and the Digital Economy • Infrastructure, Transport and Logistics • Security • Environment.

NICTA researchers work on Business Team projects supported by:• An Engineering and Technology Development Team • IP, Legal and other professional support.

Our work as a world-class research institute and Centre of Excellence in science and innovation brings together many of Australia’s and the world’s top ICT researchers. NICTA provides them with the facilities and support they require, making imagination to impact a reality.

NICTA’s unique approach fosters and develops ICT research. We work closely with both industry and other research institutions to solve problems and make breakthroughs in ICT with real impact. NICTA’s focus on use-inspired research means our projects have direct relevance to the challenges faced by business, government and individuals around the world. The result is breakthrough technologies that provide commercial opportunities and have a positive impact on Australia’s export earnings.

www.nicta.com.au

Leading the Way

NICTA is Australia’s Information and Communications Technology (ICT) Research Centre of Excellence, driving innovation through high quality research, research training, commercialisation and contract research.

Sydney

Brisbane

Canberra

Melbourne

twitter.com/nicta

www.facebook.com/NationalICTA

Water Pipe Failure Prediction.indd 2 16/02/15 3:44 PM