digital transformation and iiot at siemens

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Digital Transformation and IIOT at Siemens Patrick Riordan and Edward Kovanda siemens.com

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Page 1: Digital Transformation and IIOT at Siemens

Digital Transformation

and IIOT at SiemensPatrick Riordan and Edward Kovanda

siemens.com

Page 2: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 2 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

What we are sure

you already know

Page 3: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 3 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

This is not

SIEMENS

Page 4: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 4 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

This is also not

SIEMENS

Page 5: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 5 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

And maybe

surprising

Page 6: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 6 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

This also not

Page 7: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 7 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

What you probably

also know

Page 8: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 8 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

This is

SIEMENS

Page 9: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 9 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

This is

SIEMENS

Page 10: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 10 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

This is

SIEMENS

Page 11: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 11 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

This is

SIEMENS

Page 12: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 12 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

This is

SIEMENS

Page 13: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 13 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

This is

SIEMENS

Page 14: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 14 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

What you probably do not know

Page 15: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 15 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

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

Page 16: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 16 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Innovation happens in all

core technology areas

36 32

39

27

6

5

24

68

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CM5: MI Core

CM4: Automated digitalization of domain knowledge

35

34

37

1

382

26

43

29

53

CM1: AI on the edge & distributed AI

48

21

20

23

70

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71

CM8: AI-driven enterprise

CM6: Artificial Engineer

42

4

65

61

22

56

543

25

8

11

12

415763

46

7

28

14

52

72

Longer term Short term

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159

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CM2: Empower non-experts to use DA

64

13

45

47

16

1955

31

44

1017

18

9

92

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60

15

77

CM7: Digital companion

3050180 144

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CM3: Self-X

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215213

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Page 17: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 17 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

We are IoT Digital Consulting

Page 18: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 19 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

We are

+50021 10consultantsoffices countries

7,000developers & engineers

Page 19: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 20 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

… to 1000s of renewable in-feed

And accompany our customers

From few central power plants …

Page 20: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 21 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

… to data-driven predictive maintenance

From manual diagnostic-based maintenance …

And accompany our customers

Page 21: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 22 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

… to real time online monitoring

From periodic manual meter readings …

And accompany our customers

Page 22: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 23 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Main question for today

Page 23: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 24 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

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?

Page 24: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 25 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Big to smart data

Page 25: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 26 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Big data vs. smart data

2000s Big Data ResultArtificial

Intelligence

Page 26: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 27 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Big data vs. smart data

2000s

Today

Big Data ResultArtificial

Intelligence

Big Data

Domain

Knowhow

Page 27: Digital Transformation and IIOT at Siemens

© 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

Page 28: Digital Transformation and IIOT at Siemens

© 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

Page 29: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 30 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Big data vs. smart data

Skill #1: Work with the experts

Page 30: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 31 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

To be able to be a leading player in this field, Siemens has

transformed itself towards a software company

The cloud and the edge

Page 31: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 32 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Page 32: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 33 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Page 33: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 34 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

>

Page 34: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 35 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Page 35: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 36 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Skill #2: Select the right technology

Page 36: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 37 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Black Box vs. XAI

Page 37: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 38 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

“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"

Page 38: Digital Transformation and IIOT at Siemens

© 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,

Page 39: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 40 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Skill #3: Select the appropriate model

Page 40: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 41 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Let's put this to practice

Sand and Dust prediction

Page 41: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 42 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Page 42: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 43 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Page 43: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 44 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

Page 44: Digital Transformation and IIOT at Siemens

© Siemens 2020

2020-02-19Page 45 Dr. Patrick Riordan & Edward Kovanda / IOT Consulting

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?

Page 45: Digital Transformation and IIOT at Siemens

© Siemens 20XX

YYYY-MM-DDPage 46 Author / Department

Don’t forget

the experts

Have the end

user in mind

Sexy doesn't

always win

Page 46: Digital Transformation and IIOT at Siemens

© 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?"

Page 47: Digital Transformation and IIOT at Siemens

© Siemens 20XX

YYYY-MM-DDPage 48 Author / Department

Any questions?

Page 48: Digital Transformation and IIOT at Siemens

© Siemens 20XX

YYYY-MM-DDPage 49 Author / Department

Contact us!

Dr. Patrick Riordan

IoT Consulting

Digital Consulting

Data Analytics

[email protected]

Edward Kovanda

IoT Consulting

Digital Consulting

Data Analytics

[email protected]

siemens.com