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AI FOR RESILIENT
INFRASTRUCTURES
next level of efficiency
Dr. Cyrille Waguet, CTO
incontext.technology GmbH
04/05/2021
#processes #assets #infrastructures
© 2021 incontext.technology. All rights reserved. Seite 2
Resilience in the industry
Essential activities
Ability to defend oneself against adverse events
Prepare and plan
Manage and recover
Improve ability to adapt
Resilience fosters effectivity
© 2021 incontext.technology. All rights reserved. Seite 3
State-driven maintenance management (standard operations)
Aspired performance level
System
performance
Performance curve Performance curve
Counter-measure
Operating time
Intervention level
Resilience diagram inspired by Verkehr und Infrastruktur 2018, 1. Tagung des BMVI-Expertennetzwerks
Resilience of infrastructures
Standard operations
100
%
© 2021 incontext.technology. All rights reserved. Seite 4
Performance curve
Loss
severity
Duration of performance loss
Loss of system performance
Aspired performance level
Resilience diagram inspired by Verkehr und Infrastruktur 2018, 1. Tagung des BMVI-Expertennetzwerks
Resilience of infrastructures
Disruptive events
System
performance
Operating time
100
%
© 2021 incontext.technology. All rights reserved. Seite 5
Performance curve
Loss of
system
performance
Loss
severity
Duration of performance loss
I
m
p
r
o
v
e
m
e
n
t
o
f
r
e
s
i
l
i
e
n
c
e
Reduction
Reduction
Aspired performance level
Resilience diagram inspired by Verkehr und Infrastruktur 2018, 1. Tagung des BMVI-Expertennetzwerks
Resilience of infrastructures
Optimization potential
System
performance
Operating time
100
%
© 2021 incontext.technology. All rights reserved. Seite 6
Performance curve
Loss of
system
performance
I
m
p
r
o
v
e
m
e
n
t
o
f
r
e
s
i
l
i
e
n
c
e
Aspired performance level
Resilience diagram inspired by Verkehr und Infrastruktur 2018, 1. Tagung des BMVI-Expertennetzwerks
Resilience cycle
Measures to be taken
System
performance
Operating time
100
%
Prevent and Protect React Recover Prevent and Protect
Reduce probability
of occurrence
Reduce
consequences
Reduce
recovery time
Reduce probability
of occurrence
CRM
infrastructures
Business
logistics maintenance
Artificial intelligence
production
engineering
machines consumers
How to implement data driven resilience
Data basis available
IoT
© 2021 incontext.technology. All rights reserved. Seite 8
Technological trends
AI & IoT hand in hand for new business opportunities
Connectivity, intelligence and
automatization are the major tech
megatrends influence development
and connection between AI and IoT
supporting:
resilience
effectivity
sustainability
Source: White Paper World Economic Forum in collaboration with McKinsey & Company / 2019
Source: Gartner’s Hype Cycle for Emerging Technologies
© 2021 incontext.technology. All rights reserved. Seite 9
AI for resilient infrastructures
INCTEC Smart Monitoring Cloud - principles & values
Industrial AI
AI technology
for edge and cloud
Algorithms & models
Data cloud
Digital twins
Business semantics
Integration & automatization
Connectivity
Business systems & processes,
machines, assets, IoT devices
Condition monitoring
Predictive planning
Predictive maintenance
Predictive quality
Bottleneck detection
…
Service cloud
© 2021 incontext.technology. All rights reserved. Seite 10
Connected data for efficiency and resilience
Extended AI for business networks
Prevent
and
protect
Recover
React
Proactivity
Detection of anomalies and weak signals
Early warning
Prepare
Predictability of complex system behaviour
Reduced resource requirements
New work
Increased efficiency
More confidence and efficiency in decisions
QUESTIONS &
ANSWERS
Thank you!
incontext.technology GmbH
Friedrich-Ebert-Anlage 27
69117 Heidelberg
hello@inctec.de

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AI for Resilient Infrastructures

  • 1. AI FOR RESILIENT INFRASTRUCTURES next level of efficiency Dr. Cyrille Waguet, CTO incontext.technology GmbH 04/05/2021 #processes #assets #infrastructures
  • 2. © 2021 incontext.technology. All rights reserved. Seite 2 Resilience in the industry Essential activities Ability to defend oneself against adverse events Prepare and plan Manage and recover Improve ability to adapt Resilience fosters effectivity
  • 3. © 2021 incontext.technology. All rights reserved. Seite 3 State-driven maintenance management (standard operations) Aspired performance level System performance Performance curve Performance curve Counter-measure Operating time Intervention level Resilience diagram inspired by Verkehr und Infrastruktur 2018, 1. Tagung des BMVI-Expertennetzwerks Resilience of infrastructures Standard operations 100 %
  • 4. © 2021 incontext.technology. All rights reserved. Seite 4 Performance curve Loss severity Duration of performance loss Loss of system performance Aspired performance level Resilience diagram inspired by Verkehr und Infrastruktur 2018, 1. Tagung des BMVI-Expertennetzwerks Resilience of infrastructures Disruptive events System performance Operating time 100 %
  • 5. © 2021 incontext.technology. All rights reserved. Seite 5 Performance curve Loss of system performance Loss severity Duration of performance loss I m p r o v e m e n t o f r e s i l i e n c e Reduction Reduction Aspired performance level Resilience diagram inspired by Verkehr und Infrastruktur 2018, 1. Tagung des BMVI-Expertennetzwerks Resilience of infrastructures Optimization potential System performance Operating time 100 %
  • 6. © 2021 incontext.technology. All rights reserved. Seite 6 Performance curve Loss of system performance I m p r o v e m e n t o f r e s i l i e n c e Aspired performance level Resilience diagram inspired by Verkehr und Infrastruktur 2018, 1. Tagung des BMVI-Expertennetzwerks Resilience cycle Measures to be taken System performance Operating time 100 % Prevent and Protect React Recover Prevent and Protect Reduce probability of occurrence Reduce consequences Reduce recovery time Reduce probability of occurrence
  • 7. CRM infrastructures Business logistics maintenance Artificial intelligence production engineering machines consumers How to implement data driven resilience Data basis available IoT
  • 8. © 2021 incontext.technology. All rights reserved. Seite 8 Technological trends AI & IoT hand in hand for new business opportunities Connectivity, intelligence and automatization are the major tech megatrends influence development and connection between AI and IoT supporting: resilience effectivity sustainability Source: White Paper World Economic Forum in collaboration with McKinsey & Company / 2019 Source: Gartner’s Hype Cycle for Emerging Technologies
  • 9. © 2021 incontext.technology. All rights reserved. Seite 9 AI for resilient infrastructures INCTEC Smart Monitoring Cloud - principles & values Industrial AI AI technology for edge and cloud Algorithms & models Data cloud Digital twins Business semantics Integration & automatization Connectivity Business systems & processes, machines, assets, IoT devices Condition monitoring Predictive planning Predictive maintenance Predictive quality Bottleneck detection … Service cloud
  • 10. © 2021 incontext.technology. All rights reserved. Seite 10 Connected data for efficiency and resilience Extended AI for business networks Prevent and protect Recover React Proactivity Detection of anomalies and weak signals Early warning Prepare Predictability of complex system behaviour Reduced resource requirements New work Increased efficiency More confidence and efficiency in decisions
  • 11. QUESTIONS & ANSWERS Thank you! incontext.technology GmbH Friedrich-Ebert-Anlage 27 69117 Heidelberg hello@inctec.de