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The Contribution of New Data Storage and
Analytics Strategies to Smart Manufacturing
and Economic Growth
Internet of Things Cologne with inmation
Sept 10th, 2015
Valentijn de Leeuw
Vice President
ARC Advisory Group
vdeleeuw@arcweb.com
2
© ARC Advisory Group
What ARC Does
t  ARC helps Suppliers
•  Accelerate Revenue Growth & Manage Costs
•  Bring Products & Services to Market Faster and more
Effectively
t  ARC helps Industrial Companies
•  Understand the Value of Emerging Technologies
•  Choose Appropriate Suppliers for their Unique Needs
•  Implement Operational Best Practices
Blog: Newsletter:
http://industrial-iot.com http://industrial-iot.com/subscribe-to-newsletter/
3
© ARC Advisory Group
Contents
1.  Why do we need Innovation (and Industrial IoT)
2.  New approach to Industrial Big Data (Analytics)
3.  Where does industry stand
4.  Innovator’s IIoT application examples
5.  How to get started
4
© ARC Advisory Group
vo•cab•u•la•ry (vō-kăbˈyə-lĕrˌē)
t  Smart Manufacturing
• Advanced Manufacturing
• …
• Smart Manufacturing Technologies
• Industrial Internet of Things (IIoT)
• …
t  Smart Manufacturing Initiatives
5
© ARC Advisory Group
Smart manufacturing: the right strategy?
t  Getting lost in initiatives and technologies?
•  Defining, distinguishing and mapping?
•  Missing the boat?
The question is do we pursue the right strategy?
•  Which innovation impacts manufacturing growth most?
•  What to focus on?
•  Quick wins? Short payback?
t  Time to ZOOM OUT and REFOCUS
6
© ARC Advisory Group
Manufacturing growth and competitiveness
Manufacturing
Resilience
Competitiveness
Growth
High degree of
Technology intensity
Technology/
manufacturing
complexity
Quality
DE
Complexity index 2010 versus 1995
SE
UK
FR
IT
ES
Picture: Airbus SAS S. Ramadier
7
© ARC Advisory Group
Manufacturing and R&D / Innovation
t  We need innovation …
•  Product innovation
•  Process innovation
•  Productivity innovation
t  … and …
•  Lift technology content, complexity and quality
•  Create positive price and demand effects
t  … for manufacturing …
•  Competitiveness
•  Output growth
•  Downturn resilience
8
© ARC Advisory Group
1b
Data Points
Unmodified Picture from https://en.wikipedia.org/wiki/Petrochemical under license CC BY 3.0 (freely reusable)
9
© ARC Advisory Group
Industrial Data
Is
Big Data
11
© ARC Advisory Group
Your Grandfather’s BI & Analytics…
Operational
Systems
(ERP, MES, SCM,
Financials etc.)
Data
Warehouse
12
6
39
1
2
5
4
7
8
10
11
12
© ARC Advisory Group
Add Velocity, Volume and Variety…
Operational
Systems,
M2M Data,
Partner
Data, Public
Data, Textual…
Data
Warehouse
12
6
39
1
2
5
4
7
8
10
11
13
© ARC Advisory Group
…Has Too Much Latency for IIoT
Operational
Systems
(ERP, MES, SCM,
Financials etc.)
Data
Warehouse
Events Insight
14
© ARC Advisory Group
Cutting Latency
Operational
Systems,
M2M Data,
Partner
Data, Public
Data, Textual…
Data
Warehouse
1. Merged
Database
15
© ARC Advisory Group
Cutting Latency
2. Stream Processing (CEP)
3. Predictive Analytics
Operational
Systems
(ERP, MES, SCM,
Financials etc.)
Data
Warehouse
17
© ARC Advisory Group
What Predictive Analytics Isn’t…
3834
5117
6448
7908
9181
11497
10788
10021
8341
Dow Jones
Industrial Average
18
© ARC Advisory Group
19
© ARC Advisory Group
Value from Variety (Unstructured Data)
Operational
Systems,
M2M Data,
Partner
Data, Public
Data, Textual…
Data
Warehouse
4. Text Analytics
20
© ARC Advisory Group
Unstructured Brings New Perspective
21
© ARC Advisory Group
The Cloud
t  Industrial Data Analytics
• Smart manufacturing technology
t  In the Cloud
• Industrial IoT application
23
© ARC Advisory Group
Is Industry Using Big Data…?
3%
“Big Data is
Irrelevant for Us”
24
© ARC Advisory Group
Is Industry Using Big Data…?
16%
“Projects Live,
or Near Live”
25
© ARC Advisory Group
Is Industry Using Big Data…?
38%“Don’t Understand
Big Data
or Why it Matters”
26
© ARC Advisory Group
Copyrighted by ARC Advisory Group
Hybrid Architecture Emerging
Plant Operations
CorporatePurchasingEngineering
XYZ Chemical XYZ Chemical XYZ Chemical
Enterprise
Maintenance
XYZ Chemical
Device buses
Production Management
Logic &
Motion
Discrete ControlProcess Control
Infrastructure (Networks…)
Wireless
HMI /
Workstations
Fieldbus
Application
Specific
Appliances
Safety
XYZ Chemical
Machine
Mfr.
3rd Parties
Service
Provider
Physical asset with
sensors, actuators
Local IoT Compute and
Communicate module
Smart Machine
IoT Smart
Module
Emerging Option: Connect
Assets Using New Technologies
New IoT
Analytics and
Applications
Purdue
Hierarchy
IIoT Hierarchy
Enterprise
27
© ARC Advisory Group
Copyrighted by ARC Advisory Group
IoT at Intel: asset, production & quality analytics
http://www.intel.com/content/www/us/en/internet-of-things/white-papers/industrial-optimizing-manufacturing-with-iot-paper.html
t  IoT solution as add-on on top
of MES
t  Case 1: predictive asset
analytics 9M$
•  Reduce non-genuine off-
spec (losses -25%)
•  Predictive maintenance
(spare cost -20%)
t  Case 2: Reduce yield losses
of soldering process
t  Case 3: Image analytics for
conformity testing
30
© ARC Advisory Group
Copyrighted by ARC Advisory Group
Major benefits using process analytics at SABIC UK
Tim Sharpe, Energy management at Sabic UK, Sabisu, EIF 2015
t Cloud-basedAnalyticsat
SABICUK
• $100mbenefitsatlevel4
• $27mbenefitslevel3
• $12mbenefitsatlevel2
• PartnerSabisu.co.uk
32
© ARC Advisory Group
Copyrighted by ARC Advisory Group
Manufacturing Analytics at Dow
t  Culture change
t  Plant
performance
improvement
t  From post-
mortem analysis
to preventive
action
t  Next: roll-out
Source: Lloyd Colegrove, Dow Chemicals, ARC’s European Industrie Forum 2015
33
© ARC Advisory Group
Copyrighted by ARC Advisory Group
Example: North Sea Oil Rig
t  Problem
•  Lost production from unplanned
downtime
t  Solution
•  Predict component failure in
advance
t  How
•  Predictive Analytics
•  Cloud
•  Outsourced monitoring
t  Benefit
•  $7.5m revenue saved thru timely
change of water pump seal
© Richard Child
35
© ARC Advisory Group
Copyrighted by ARC Advisory Group
Refocus and get going
t  Target radical efficiency improvements
•  Start small
t  Choose areas of innovation in line with business strategy and sector needs
•  Per production type, process or plant type
t  Set goals, define KPI’s
•  Improve product, material, substance performance if possible
•  Innovate business models (e.g. circular) and value creation ecosystem
•  Sustainability
t  Assessment methodology and Roadmap
•  Maturity model, business case, roadmap
•  Feasible roadmap, with regular updates
Acknowledgement
David White
Senior Analyst
ARC Advisory Group
dwhite@arcweb.com
@addicted2data
IIoT Newsletter:
http://industrial-iot.com/
subscribe-to-newsletter/
Thanks to David for the analysis and survey
on IIoT, big data and analytics

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Internet of Things Cologne 2015: The Contribution of New Data Storage and Analytics Strategies to Smart Manufacturing and Economic Growth

  • 1. The Contribution of New Data Storage and Analytics Strategies to Smart Manufacturing and Economic Growth Internet of Things Cologne with inmation Sept 10th, 2015 Valentijn de Leeuw Vice President ARC Advisory Group vdeleeuw@arcweb.com
  • 2. 2 © ARC Advisory Group What ARC Does t  ARC helps Suppliers •  Accelerate Revenue Growth & Manage Costs •  Bring Products & Services to Market Faster and more Effectively t  ARC helps Industrial Companies •  Understand the Value of Emerging Technologies •  Choose Appropriate Suppliers for their Unique Needs •  Implement Operational Best Practices Blog: Newsletter: http://industrial-iot.com http://industrial-iot.com/subscribe-to-newsletter/
  • 3. 3 © ARC Advisory Group Contents 1.  Why do we need Innovation (and Industrial IoT) 2.  New approach to Industrial Big Data (Analytics) 3.  Where does industry stand 4.  Innovator’s IIoT application examples 5.  How to get started
  • 4. 4 © ARC Advisory Group vo•cab•u•la•ry (vō-kăbˈyə-lĕrˌē) t  Smart Manufacturing • Advanced Manufacturing • … • Smart Manufacturing Technologies • Industrial Internet of Things (IIoT) • … t  Smart Manufacturing Initiatives
  • 5. 5 © ARC Advisory Group Smart manufacturing: the right strategy? t  Getting lost in initiatives and technologies? •  Defining, distinguishing and mapping? •  Missing the boat? The question is do we pursue the right strategy? •  Which innovation impacts manufacturing growth most? •  What to focus on? •  Quick wins? Short payback? t  Time to ZOOM OUT and REFOCUS
  • 6. 6 © ARC Advisory Group Manufacturing growth and competitiveness Manufacturing Resilience Competitiveness Growth High degree of Technology intensity Technology/ manufacturing complexity Quality DE Complexity index 2010 versus 1995 SE UK FR IT ES Picture: Airbus SAS S. Ramadier
  • 7. 7 © ARC Advisory Group Manufacturing and R&D / Innovation t  We need innovation … •  Product innovation •  Process innovation •  Productivity innovation t  … and … •  Lift technology content, complexity and quality •  Create positive price and demand effects t  … for manufacturing … •  Competitiveness •  Output growth •  Downturn resilience
  • 8. 8 © ARC Advisory Group 1b Data Points Unmodified Picture from https://en.wikipedia.org/wiki/Petrochemical under license CC BY 3.0 (freely reusable)
  • 9. 9 © ARC Advisory Group Industrial Data Is Big Data
  • 10. 11 © ARC Advisory Group Your Grandfather’s BI & Analytics… Operational Systems (ERP, MES, SCM, Financials etc.) Data Warehouse 12 6 39 1 2 5 4 7 8 10 11
  • 11. 12 © ARC Advisory Group Add Velocity, Volume and Variety… Operational Systems, M2M Data, Partner Data, Public Data, Textual… Data Warehouse 12 6 39 1 2 5 4 7 8 10 11
  • 12. 13 © ARC Advisory Group …Has Too Much Latency for IIoT Operational Systems (ERP, MES, SCM, Financials etc.) Data Warehouse Events Insight
  • 13. 14 © ARC Advisory Group Cutting Latency Operational Systems, M2M Data, Partner Data, Public Data, Textual… Data Warehouse 1. Merged Database
  • 14. 15 © ARC Advisory Group Cutting Latency 2. Stream Processing (CEP) 3. Predictive Analytics Operational Systems (ERP, MES, SCM, Financials etc.) Data Warehouse
  • 15. 17 © ARC Advisory Group What Predictive Analytics Isn’t… 3834 5117 6448 7908 9181 11497 10788 10021 8341 Dow Jones Industrial Average
  • 17. 19 © ARC Advisory Group Value from Variety (Unstructured Data) Operational Systems, M2M Data, Partner Data, Public Data, Textual… Data Warehouse 4. Text Analytics
  • 18. 20 © ARC Advisory Group Unstructured Brings New Perspective
  • 19. 21 © ARC Advisory Group The Cloud t  Industrial Data Analytics • Smart manufacturing technology t  In the Cloud • Industrial IoT application
  • 20. 23 © ARC Advisory Group Is Industry Using Big Data…? 3% “Big Data is Irrelevant for Us”
  • 21. 24 © ARC Advisory Group Is Industry Using Big Data…? 16% “Projects Live, or Near Live”
  • 22. 25 © ARC Advisory Group Is Industry Using Big Data…? 38%“Don’t Understand Big Data or Why it Matters”
  • 23. 26 © ARC Advisory Group Copyrighted by ARC Advisory Group Hybrid Architecture Emerging Plant Operations CorporatePurchasingEngineering XYZ Chemical XYZ Chemical XYZ Chemical Enterprise Maintenance XYZ Chemical Device buses Production Management Logic & Motion Discrete ControlProcess Control Infrastructure (Networks…) Wireless HMI / Workstations Fieldbus Application Specific Appliances Safety XYZ Chemical Machine Mfr. 3rd Parties Service Provider Physical asset with sensors, actuators Local IoT Compute and Communicate module Smart Machine IoT Smart Module Emerging Option: Connect Assets Using New Technologies New IoT Analytics and Applications Purdue Hierarchy IIoT Hierarchy Enterprise
  • 24. 27 © ARC Advisory Group Copyrighted by ARC Advisory Group IoT at Intel: asset, production & quality analytics http://www.intel.com/content/www/us/en/internet-of-things/white-papers/industrial-optimizing-manufacturing-with-iot-paper.html t  IoT solution as add-on on top of MES t  Case 1: predictive asset analytics 9M$ •  Reduce non-genuine off- spec (losses -25%) •  Predictive maintenance (spare cost -20%) t  Case 2: Reduce yield losses of soldering process t  Case 3: Image analytics for conformity testing
  • 25. 30 © ARC Advisory Group Copyrighted by ARC Advisory Group Major benefits using process analytics at SABIC UK Tim Sharpe, Energy management at Sabic UK, Sabisu, EIF 2015 t Cloud-basedAnalyticsat SABICUK • $100mbenefitsatlevel4 • $27mbenefitslevel3 • $12mbenefitsatlevel2 • PartnerSabisu.co.uk
  • 26. 32 © ARC Advisory Group Copyrighted by ARC Advisory Group Manufacturing Analytics at Dow t  Culture change t  Plant performance improvement t  From post- mortem analysis to preventive action t  Next: roll-out Source: Lloyd Colegrove, Dow Chemicals, ARC’s European Industrie Forum 2015
  • 27. 33 © ARC Advisory Group Copyrighted by ARC Advisory Group Example: North Sea Oil Rig t  Problem •  Lost production from unplanned downtime t  Solution •  Predict component failure in advance t  How •  Predictive Analytics •  Cloud •  Outsourced monitoring t  Benefit •  $7.5m revenue saved thru timely change of water pump seal © Richard Child
  • 28. 35 © ARC Advisory Group Copyrighted by ARC Advisory Group Refocus and get going t  Target radical efficiency improvements •  Start small t  Choose areas of innovation in line with business strategy and sector needs •  Per production type, process or plant type t  Set goals, define KPI’s •  Improve product, material, substance performance if possible •  Innovate business models (e.g. circular) and value creation ecosystem •  Sustainability t  Assessment methodology and Roadmap •  Maturity model, business case, roadmap •  Feasible roadmap, with regular updates
  • 29. Acknowledgement David White Senior Analyst ARC Advisory Group dwhite@arcweb.com @addicted2data IIoT Newsletter: http://industrial-iot.com/ subscribe-to-newsletter/ Thanks to David for the analysis and survey on IIoT, big data and analytics