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Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 1Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 1
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 2
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 3Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 3
ML6 AT A GLANCE
Not only knowledgeable about Machine Learning, but defining the future of it
70+ years of combined
Machine Learning Experience
20% of workforce fully dedicated
to 3 funded ML Research tracks
Premier Partner of Google Cloud
since 2014
Serving Clients across
40 different countries
Equipping 20% of BEL 20
companies with cutting-edge ML
4 Offices, located in Belgium, The
Netherlands and Germany
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 4
WE WORK ACROSS THREE PILLARS
RESEARCH
A dedicated research division,
solely focused on innovating ML
algo’s enabling us to stay ahead
of competition
SERVICES
Passionate consultants to keep
the pulse on the market and set
up long lasting relationships with
our customers
ENGINEERING
Software engineers building our
ML building blocks and
maintaining our ML Marketplace
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 4
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 5
IMAGE AND VIDEO
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 6
HOND VS DWEIL
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 7
TOO EASY?
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 8
MUFFIN VS CHIHUAHUA
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 9
A DEEP LEARNING MODEL IS TRAINED,
RESULTING IN TUMOR PROBABILITY MAP
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 10
OTHERS
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 11
OUR DISTRIBUTED FRAMEWORKS ALLOW
US TO RAPIDLY IMPLEMENT OTHERS
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 12
DISRUPTING THE UTILITIES INDUSTRY
WITH COMPUTER VISION
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 13
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 14
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 15Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 15
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 16
IOT &
ADVANCED PROCESS
CONTROL
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 17
THE MODEL ACCURATELY PREDICTED
CONGESTIONS IN LONDON TRAFFIC
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 18
PHYSICS SIMULATOR
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 19
PHYSICS SIMULATOR
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information
A product by
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information
Energy
Raw
Material
People
System / Environment / Machine
Production
Quality
Consumption
Safety Days
Machine Settings
Manual raw material
fill settings
Rule based
maintenance
Rule based safety
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information
Energy
Raw
Material
People
System / Environment / Machine
Production
Quality
Consumption
Safety Days
Machine Learning
Optimisation
INLINE
TRAINING
Machine Settings
Manual raw material
fill settings
Rule based
maintenance
Rule based safety
Machine Learning
Automation
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information
ALPHA PARTNER USE CASE
Reducing giveaway of washing detergent
27
WHAT?
ECC.AI learned to continuously control a powder pouch filling process,
reducing the wastage from product giveaway due to variability of pouch
weights
HOW?
By continuously tuning the diaphragm and centrifugal system, whilst
taking into account product specific parameters and environment variables
WHERE?
At one of the largest FMCG production sites
TIME TO MVP?
3 months
INPUT NEEDED?
3 months’ historical data on input control, quality, weight and volume
ROI?
Improvement of 65% and growing
WITHOUT ECCAI
WITH ECCAI
ALPHA PARTNER USE CASE
Increasing pump life expectancy with closed loop control
28
Breakdown
Probability
Optimal Settings
Current
Settings
Threshold
Predicted
Maintenance
Time
Breakdown
Probability
ECCAI CONTROL
ACTIVE
Current
Settings
Threshold
Time
WHAT?
ECC.AI learned to continuously control an air compressor pump,
increasing its life expectancy: the next step in predictive maintenance
HOW?
By monitoring real-time demand and temperature, and continuously
tuning fan speed and other control parameters to optimise the pump’s
output and thus life expectancy
WHERE?
At one of the largest pump manufacturers
TIME TO MVP?
6 months
INPUT NEEDED?
1 month historical data set at millisecond level
ROI?
Pending
ALPHA PARTNER USE CASE
Optimising Combined Heat and Power systems
29
WHAT?
To optimise the steam generation kettle of a Combined Heat and Power
(CHP) system to increase overall energy efficiency.
HOW?
The water level of the steam kettle appeared to be difficult to control, but
using sensor data of temperature, pressure, water/steam flow and valve
positions etc, our algorithms learned the dynamics to accurately control
the water inlet, thus increasing its efficiency.
WHERE?
CHP power plant
TIME TO MVP?
3 months
INPUT NEEDED?
4 months’ sensor data of all relevant components (pressure, temperature,
valve positions, current control units etc)
ROI?
TBD
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information
The key lies in an “evolution not revolution” approach, where small pieces of process are automated
and optimized individually.
ECC.AI is best utilized in a dynamic environment with vast amounts of input, where today’s production
teams face repetitive tasks that could be replaced by cognitive machine learning for faster, more
optimal results.
Blueprint &
Roadmap
IT/OT
Connectivity
Integration
Real-time
AnalyticsDashboard &
Reporting
Connectivity
to Intelligent
ERP
Smart
Predictive
MES
Workforce Enablement
Largely Manual
and
Unconnected
Automated
Monitoring and
Connected
Intelligent and
Predictive AI Ecosystem
Integration
Dynamic and
Ecosystem-driven
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 31Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 31
ABOUT THE SMART FACTORY
Suppliers &
Subcontractors
Suppliers &
Subcontractors
Customers
Customers
Smart Grid
Factory 1
Factory 2
Factory 3
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information
Karel Dumon (karel.dumon@ecc.ai)
Rebecca Brooke (rebecca.brooke@ecc.ai)
BUSINESS CASE
DATA SAMPLE
INFO @ ECC.AI
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 33
THANKS
NICOLAS DERUYTTER
NICOLAS@ML6.EU

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Deep reinforcement learning for industrial process automation nicolas deruytter

  • 1. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 1Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 1
  • 2. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 2
  • 3. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 3Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 3 ML6 AT A GLANCE Not only knowledgeable about Machine Learning, but defining the future of it 70+ years of combined Machine Learning Experience 20% of workforce fully dedicated to 3 funded ML Research tracks Premier Partner of Google Cloud since 2014 Serving Clients across 40 different countries Equipping 20% of BEL 20 companies with cutting-edge ML 4 Offices, located in Belgium, The Netherlands and Germany
  • 4. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 4 WE WORK ACROSS THREE PILLARS RESEARCH A dedicated research division, solely focused on innovating ML algo’s enabling us to stay ahead of competition SERVICES Passionate consultants to keep the pulse on the market and set up long lasting relationships with our customers ENGINEERING Software engineers building our ML building blocks and maintaining our ML Marketplace Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 4
  • 5. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 5 IMAGE AND VIDEO
  • 6. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 6 HOND VS DWEIL
  • 7. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 7 TOO EASY?
  • 8. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 8 MUFFIN VS CHIHUAHUA
  • 9. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 9 A DEEP LEARNING MODEL IS TRAINED, RESULTING IN TUMOR PROBABILITY MAP
  • 10. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 10 OTHERS
  • 11. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 11 OUR DISTRIBUTED FRAMEWORKS ALLOW US TO RAPIDLY IMPLEMENT OTHERS
  • 12. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 12 DISRUPTING THE UTILITIES INDUSTRY WITH COMPUTER VISION
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  • 16. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 16 IOT & ADVANCED PROCESS CONTROL
  • 17. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 17 THE MODEL ACCURATELY PREDICTED CONGESTIONS IN LONDON TRAFFIC
  • 18. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 18 PHYSICS SIMULATOR
  • 19. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 19 PHYSICS SIMULATOR
  • 20. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information A product by
  • 21. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information Energy Raw Material People System / Environment / Machine Production Quality Consumption Safety Days Machine Settings Manual raw material fill settings Rule based maintenance Rule based safety
  • 22. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information Energy Raw Material People System / Environment / Machine Production Quality Consumption Safety Days Machine Learning Optimisation INLINE TRAINING Machine Settings Manual raw material fill settings Rule based maintenance Rule based safety Machine Learning Automation
  • 23.
  • 24. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information
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  • 27. ALPHA PARTNER USE CASE Reducing giveaway of washing detergent 27 WHAT? ECC.AI learned to continuously control a powder pouch filling process, reducing the wastage from product giveaway due to variability of pouch weights HOW? By continuously tuning the diaphragm and centrifugal system, whilst taking into account product specific parameters and environment variables WHERE? At one of the largest FMCG production sites TIME TO MVP? 3 months INPUT NEEDED? 3 months’ historical data on input control, quality, weight and volume ROI? Improvement of 65% and growing WITHOUT ECCAI WITH ECCAI
  • 28. ALPHA PARTNER USE CASE Increasing pump life expectancy with closed loop control 28 Breakdown Probability Optimal Settings Current Settings Threshold Predicted Maintenance Time Breakdown Probability ECCAI CONTROL ACTIVE Current Settings Threshold Time WHAT? ECC.AI learned to continuously control an air compressor pump, increasing its life expectancy: the next step in predictive maintenance HOW? By monitoring real-time demand and temperature, and continuously tuning fan speed and other control parameters to optimise the pump’s output and thus life expectancy WHERE? At one of the largest pump manufacturers TIME TO MVP? 6 months INPUT NEEDED? 1 month historical data set at millisecond level ROI? Pending
  • 29. ALPHA PARTNER USE CASE Optimising Combined Heat and Power systems 29 WHAT? To optimise the steam generation kettle of a Combined Heat and Power (CHP) system to increase overall energy efficiency. HOW? The water level of the steam kettle appeared to be difficult to control, but using sensor data of temperature, pressure, water/steam flow and valve positions etc, our algorithms learned the dynamics to accurately control the water inlet, thus increasing its efficiency. WHERE? CHP power plant TIME TO MVP? 3 months INPUT NEEDED? 4 months’ sensor data of all relevant components (pressure, temperature, valve positions, current control units etc) ROI? TBD
  • 30. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information The key lies in an “evolution not revolution” approach, where small pieces of process are automated and optimized individually. ECC.AI is best utilized in a dynamic environment with vast amounts of input, where today’s production teams face repetitive tasks that could be replaced by cognitive machine learning for faster, more optimal results. Blueprint & Roadmap IT/OT Connectivity Integration Real-time AnalyticsDashboard & Reporting Connectivity to Intelligent ERP Smart Predictive MES Workforce Enablement Largely Manual and Unconnected Automated Monitoring and Connected Intelligent and Predictive AI Ecosystem Integration Dynamic and Ecosystem-driven
  • 31. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 31Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 31 ABOUT THE SMART FACTORY Suppliers & Subcontractors Suppliers & Subcontractors Customers Customers Smart Grid Factory 1 Factory 2 Factory 3
  • 32. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information Karel Dumon (karel.dumon@ecc.ai) Rebecca Brooke (rebecca.brooke@ecc.ai) BUSINESS CASE DATA SAMPLE INFO @ ECC.AI
  • 33. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 33 THANKS NICOLAS DERUYTTER NICOLAS@ML6.EU