digital transformation and iiot at siemens
TRANSCRIPT
Digital Transformation
and IIOT at SiemensPatrick Riordan and Edward Kovanda
siemens.com
© Siemens 2020
2020-02-19Page 2 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
What we are sure
you already know
© Siemens 2020
2020-02-19Page 3 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
This is not
SIEMENS
© Siemens 2020
2020-02-19Page 4 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
This is also not
SIEMENS
© Siemens 2020
2020-02-19Page 5 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
And maybe
surprising
© Siemens 2020
2020-02-19Page 6 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
This also not
© Siemens 2020
2020-02-19Page 7 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
What you probably
also know
© Siemens 2020
2020-02-19Page 8 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
This is
SIEMENS
© Siemens 2020
2020-02-19Page 9 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
This is
SIEMENS
© Siemens 2020
2020-02-19Page 10 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
This is
SIEMENS
© Siemens 2020
2020-02-19Page 11 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
This is
SIEMENS
© Siemens 2020
2020-02-19Page 12 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
This is
SIEMENS
© Siemens 2020
2020-02-19Page 13 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
This is
SIEMENS
© Siemens 2020
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What you probably do not know
© Siemens 2020
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This is also
SIEMENS
• 50+ Digi Labs and AI Centers around the globe (also in Munich)
• 500+ data scientists in Germany, 200+ in Munich
• Thought leader in Responsible AI (Charter of Trust, DIN Normungsroadmap KI)
• Filed 2,493 European patents in 2019 (more than any other company), 25% in industry 4.0
and digitalization
• Corporate startup incubator Next47 with 20+ companies in the portfolio and 1bn € to invest
© Siemens 2020
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Innovation happens in all
core technology areas
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CM5: MI Core
CM4: Automated digitalization of domain knowledge
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CM1: AI on the edge & distributed AI
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CM2: Empower non-experts to use DA
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© Siemens 2020
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We are IoT Digital Consulting
© Siemens 2020
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We are
+50021 10consultantsoffices countries
7,000developers & engineers
© Siemens 2020
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… to 1000s of renewable in-feed
And accompany our customers
From few central power plants …
© Siemens 2020
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… to data-driven predictive maintenance
From manual diagnostic-based maintenance …
And accompany our customers
© Siemens 2020
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… to real time online monitoring
From periodic manual meter readings …
And accompany our customers
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Main question for today
© Siemens 2020
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To be able to be a leading player in this field, Siemens has
transformed itself towards a software company
What is it like to do data science
at Siemens IoT today?
© Siemens 2020
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Big to smart data
© Siemens 2020
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Big data vs. smart data
2000s Big Data ResultArtificial
Intelligence
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Big data vs. smart data
2000s
Today
Big Data ResultArtificial
Intelligence
Big Data
Domain
Knowhow
© Siemens 2020
2020-02-19Page 28 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
Big data vs. smart data
2000s
Today
Big Data ResultArtificial
Intelligence
Big Data
Smart Data
Domain
Knowhow
© Siemens 2020
2020-02-19Page 29 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
Big data vs. smart data
2000s
Today
Big Data ResultArtificial
Intelligence
Big Data
Smart Data ResultArtificial
IntelligenceDomain
Knowhow
© Siemens 2020
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Big data vs. smart data
Skill #1: Work with the experts
© Siemens 2020
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To be able to be a leading player in this field, Siemens has
transformed itself towards a software company
The cloud and the edge
© Siemens 2020
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© Siemens 2020
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>
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Skill #2: Select the right technology
© Siemens 2020
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Black Box vs. XAI
© Siemens 2020
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“Asking for interpretability as a condition for
real world usages is undermining the
foundations of the whole field. If the trained
model has good performances and it’s not
interpretable we are probably on the right track;
if it’s interpretable (and the explanation is
understandable and replicable) why loosing
weeks and GPU power? Just write some if-else
clauses.”
Massimo Belloni, Data Scientist at HousingAnywhere
in his medium post from April 30th, 2019,
"If it's interpretable, it's pretty much useless"
© Siemens 2020
2020-02-19Page 39 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
“AI systems and their decisions should be
explained in a manner adapted to the
stakeholder concerned. Humans need to be
aware that they are interacting with an AI
system, and must be informed of the system’s
capabilities and limitations.”
European Commission High-Level Expert Group on AI
in their "Ethics Guidelines for Trustworthy AI"
from April 8th, 2019,
© Siemens 2020
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Skill #3: Select the appropriate model
© Siemens 2020
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Let's put this to practice
Sand and Dust prediction
© Siemens 2020
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© Siemens 2020
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© Siemens 2020
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© Siemens 2020
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Skill #1What do I know about Sand? How often do pathways get blocked? How critical is it really?
Skill #2Who exactly and how is our customer going to be working with our solution?
Skill #3 How critical are prediction results? Life-and-death situation for involved humans? State regulated?
© Siemens 20XX
YYYY-MM-DDPage 46 Author / Department
Don’t forget
the experts
Have the end
user in mind
Sexy doesn't
always win
© Siemens 2020
2020-02-19Page 47 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting
“When considering how IoT can transform your
organization, remember that the business is
more important than the technology. The
technology might be exciting and new, but it
must serve the business, not the other way
around. When investigating the ROI of an IoT
initiative, the IoT solution determines the invest,
and the business problem determines the
potential return.”
Siemens IOT Services
in their whitepaper (in print)
"Introducing IOT pays off – fact or fiction?"
© Siemens 20XX
YYYY-MM-DDPage 48 Author / Department
Any questions?
© Siemens 20XX
YYYY-MM-DDPage 49 Author / Department
Contact us!
Dr. Patrick Riordan
IoT Consulting
Digital Consulting
Data Analytics
Edward Kovanda
IoT Consulting
Digital Consulting
Data Analytics
siemens.com