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Openbaar
The secrets of a successful
IoT implementation
Johan van Rooij + Sam Straube
7 May 2019
1 The secrets of a successful IoT implementation 7-5-2019
Openbaar
• Introduction
• Trends and developments
(setting the scene)
• Case: Boon Edam
• The secrets of a successful IoT
implementation
• IoT and Data Science
• Q&A
Agenda
2 The secrets of a successful IoT implementation 7-5-2019
Openbaar
Introduction
3 The secrets of a successful IoT implementation 7-5-2019
Openbaar
Sam Straube
Data Architect @ Valid
4 The secrets of a successful IoT implementation 7-5-2019
• A long long time ago I started working within
the data domain.
• From applications, to databases to data
warehouses
• In the last 10 years also privacy and security
Channelinx Inc
Acquion
https://www.linkedin.com/in/sam-straube-365b4612
Openbaar
Dr. Johan van Rooij
Senior Data Scientist @ Valid
• PhD + MSc in computer science, MSc mathematics
• 7 year senior consultant ‘quantitative methods’ in
transportation and manufacturing
− ProRail, NS, ASML, Oceaneering, VolkerRail, many more…
− Planning optimisation, machine learning/deep learning,
building a search engine, teaching data science
− Many ‘innovative/risky’ projects
• Winner ‘Hendrik Lorentz Nederlandse Data Science
Prijs’ (2018)
• Assistant Professor @ Utrecht University
5 The secrets of a successful IoT implementation 7-5-2019
Openbaar
Trends and developments
(setting the scene)
7-5-2019The secrets of a successful IoT implementation6
Openbaar 7-5-2019The secrets of a successful IoT implementation7
Openbaar
Data-gedreven wereld
The secrets of a successful IoT implementation8 7-5-2019
Openbaar
Data-gedreven bedrijf
? The secrets of a successful IoT implementation9 7-5-2019
Openbaar
OPERATIONS
PEOPLE
PRODUCTSCUSTOMERS
INTELLIGENCE
DATA
Openbaar
• Privacy regulations
• Security
• Persistent silo thinking
• Lack of data integrity
• Having the right skills
• Lack of capacity to build custom solutions
• Identifying the right technology
Uitdagingen om data-gedreven te worden
The secrets of a successful IoT implementation11 7-5-2019
Openbaar
Data Platform
Moderne Data Platform
7-5-2019The secrets of a successful IoT implementation12
Openbaar
Case: Boon Edam
7-5-2019The secrets of a successful IoT implementation14
Openbaar
Praktijkimplementatie
Openbaar
De context
Powered by Boon Edam
7-5-2019The secrets of a successful IoT implementation16
Openbaar
Waar zijn devices?
7-5-2019The secrets of a successful IoT implementation17
Openbaar
Dashboard: inzichten en acties
7-5-2019The secrets of a successful IoT implementation18
Openbaar
Lessons Learned
19 The secrets of a successful IoT implementation 7-5-2019
• Minimal Viable product
• Data Quality
• Data History
• Legacy Software
• User Experience
• APIs
Openbaar
Microsoft is simplifying IoT
The secrets of a successful IoT implementation 7-5-2019
• Easier to build secure, scalable solutions from device to cloud
• Easier to provision devices at scale
• Easier to secure devices at scale
• Easier to manage devices at scale
• Easier to find insights from your IoT devices
• Easier to run cloud services on devices
• Easier to benefit from IoT
Openbaar The secrets of a successful IoT implementation 7-5-2019
Intelligent Cloud
Azure IoT Central
Azure IoT Solution Accelerators
Azure IoT Platform Services
Azure Digital Twin
Intelligent Edge
Azure IoT Edge
Device Catalog
Azure Sphere
Microsoft is simplifying IoT
Openbaar
Microsoft is simplifying IoT
The secrets of a successful IoT implementation 7-5-201922
Predictive Maintenance
Azure IoT Solution Accelerators
Openbaar
Microsoft is simplifying IoT
The secrets of a successful IoT implementation 7-5-201923
Azure IoT Solution Accelerators
Predictive Maintenance
Openbaar
Microsoft is simplifying IoT
The secrets of a successful IoT implementation 7-5-201924
Azure IoT Solution Accelerators
Predictive Maintenance
Openbaar
The secrets of a successful IoT implementation
7-5-2019The secrets of a successful IoT implementation25
Openbaar7-5-2019 The secrets of a successful IoT implementation 26
Openbaar27 The secrets of a successful IoT implementation 7-5-2019
Strategy
Your primary concern
IoT
Hardware & Infrastructure
Data platform
Insights
& Actions
Scalable Solutions Experiment/Pilot
New Business Models Applications (ideas)
Openbaar
It all starts with the right strategy
This is the hardest part, because it needs to fit your business exactly
Components of an IoT application:
1. What to measure?
2. Connectivity
3. Data & Insights
4. Actions
5. Security
6. Monitoring & Support
28 The secrets of a successful IoT implementation 7-5-2019
Questions:
• Where in your business can
measurements result in added value?
• Alternative: where is additional insight
useful?
• Guiding principles: efficiency, quality,
user experience.
• Most do not start from new business
models. Let them be your point on the
horizon.
strongly
connected
‘Why’ and
‘What?’
Technical
‘How?’
Strategy
Your primary concern
Openbaar
What to measure?
What sensors are there?
1. Temperature
2. Weight
3. Pressure
4. Level sensors (lasers)
5. Speed / acceleration
6. Location (GPS)
7. Gas/Chemical sensors
8. Infrared sensors
9. Camera’s
10. Other optical sensors
11. Acoustic sensors
12. Vibration sensors
13. Humidity sensors
14. Proximity sensors
15. Gyroscope
16. …
29 The secrets of a successful IoT implementation 7-5-2019
IoT
Hardware & Infrastructure
Openbaar
Where do others start?
30 The secrets of a successful IoT implementation 7-5-2019
Scalable Solutions Experiment/Pilot
New Business Models Applications (ideas)
Strategy
Components of an IoT application:
1. What to measure?
2. Connectivity
3. Data & Insights
4. Actions
5. Security
6. Monitoring & Support
Openbaar
Security
Vital part of any IoT solution and strategy
This is where things can go painfully wrong
• Devices
− Hardware tampering/spoofing
− Remote hacking – your device in a botnet?
− Others tapping into your sensors?
− Security updates?
• Connections
• Data storage & access control
31 The secrets of a successful IoT implementation 7-5-2019
How to do things right:
• Use standardised ‘secure by design’
solution elements.
• Adhere to reference architectures.
Openbaar
Security
Standardised solutions are emerging: security by design
• Azure Sphere
• Azure IoT Hub
• Azure IoT Edge
7-5-2019The secrets of a successful IoT implementation32
Openbaar
Security a problem?
What do first movers use?
33 The secrets of a successful IoT implementation 7-5-2019
Openbaar
IoT and Data Science
7-5-2019The secrets of a successful IoT implementation35
Openbaar
Let us focus on one part for a moment…
36 Titel presentatie 4-7-2018
Insights
& Actions
Openbaar
Data Science….. Or Advanced Analytics?
Turning data into actions…
First four IoT
strategy
components:
1. What to
measure?
2. Connectivity
3. Data &
Insights
4. Actions
Openbaar
Data Science…..
38 Titel presentatie 4-7-2018
Computing
skills
Math &
Statistical
knowledge
Domain
expertise
Openbaar
Data Science and AI
39 Titel presentatie 4-7-2018
Data Science
Computing
skills
Math &
Statistical
knowledge
Domain
expertise
The math & statistics is what
is added to our conversation
Openbaar
Descriptive/Diagnostic Analytics For IoT
What happened, and why? Or with IoT: what is going on?
• Remote Monitoring
− GPS in transportation/delivery: who is where?
− Smart soccer stadium: current noise levels.
• Usage Statistics.
− Garbage containers: current fill level?
− Connected vending machines: inventory?
− Do my delivery vehicles follow smart routes?
And why too late? Traffic, or late departure?
• Process Mining.
− How do people/consumers use my device?
− Where are process bottlenecks?
• Process Quality Properties?
− Find statistical correlations between sensor measurements and quality.
40 The secrets of a successful IoT implementation 7-5-2019
Openbaar
Predictive Analytics for IoT
What will happen?
• Predictive Maintenace
− Airplane engines (rolls royce).
• Demand forecasting.
− Connected containers.
− Connected vending machines.
• Delay forecasting.
− Will my delivery be late?
• Diagnostics
− Connected healthcare.
− Semi-automated quality control.
41 The secrets of a successful IoT implementation 7-5-2019
0%
20%
40%
60%
80%
100%
120%
140%
ma di wo do vr za zo
Fill level container
Volume Full!
Openbaar
Prescriptive Analytics for IoT
What should I do?
• Prescriptive analytics is about optimising a (planning) puzzle.
− IoT can provide data inputs here.
42 The secrets of a successful IoT implementation 7-5-2019
• What taxi should go to the new customer?
• Planning of maintenance, using predictive
maintenance.
• Resupply planning, using demand
forecasting.
• Automatic replanning, using delay
forecasting.
Openbaar
Data Science/AI beyond analytics and IoT
Prebuild or Custom Data Science/AI models
• IoT often an enabler for AI or an alternative interface.
• Valid Hello
− Face recognition on automated BHV board.
• Full backend in the cloud.
− Smart speakers
− Smart thermostat
− Baby monitor / Al
− Talking dolls
− Etc…
43 The secrets of a successful IoT implementation 7-5-2019
Openbaar44 The secrets of a successful IoT implementation 7-5-2019
Strategy
Your primary concern
IoT
Hardware & Infrastructure
Data platform
Insights
& Actions
Scalable Solutions Experiment/Pilot
New Business Models Applications (ideas)
Openbaar
Q & A
7-5-2019The secrets of a successful IoT implementation45
Openbaar 7-5-2019The secrets of a successful IoT implementation46
Openbaar50 The secrets of a successful IoT implementation 7-5-2019

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190507 fex - presentatie - de geheimen van een succesvolle io t implementatie - valid

  • 1. Openbaar The secrets of a successful IoT implementation Johan van Rooij + Sam Straube 7 May 2019 1 The secrets of a successful IoT implementation 7-5-2019
  • 2. Openbaar • Introduction • Trends and developments (setting the scene) • Case: Boon Edam • The secrets of a successful IoT implementation • IoT and Data Science • Q&A Agenda 2 The secrets of a successful IoT implementation 7-5-2019
  • 3. Openbaar Introduction 3 The secrets of a successful IoT implementation 7-5-2019
  • 4. Openbaar Sam Straube Data Architect @ Valid 4 The secrets of a successful IoT implementation 7-5-2019 • A long long time ago I started working within the data domain. • From applications, to databases to data warehouses • In the last 10 years also privacy and security Channelinx Inc Acquion https://www.linkedin.com/in/sam-straube-365b4612
  • 5. Openbaar Dr. Johan van Rooij Senior Data Scientist @ Valid • PhD + MSc in computer science, MSc mathematics • 7 year senior consultant ‘quantitative methods’ in transportation and manufacturing − ProRail, NS, ASML, Oceaneering, VolkerRail, many more… − Planning optimisation, machine learning/deep learning, building a search engine, teaching data science − Many ‘innovative/risky’ projects • Winner ‘Hendrik Lorentz Nederlandse Data Science Prijs’ (2018) • Assistant Professor @ Utrecht University 5 The secrets of a successful IoT implementation 7-5-2019
  • 6. Openbaar Trends and developments (setting the scene) 7-5-2019The secrets of a successful IoT implementation6
  • 7. Openbaar 7-5-2019The secrets of a successful IoT implementation7
  • 8. Openbaar Data-gedreven wereld The secrets of a successful IoT implementation8 7-5-2019
  • 9. Openbaar Data-gedreven bedrijf ? The secrets of a successful IoT implementation9 7-5-2019
  • 11. Openbaar • Privacy regulations • Security • Persistent silo thinking • Lack of data integrity • Having the right skills • Lack of capacity to build custom solutions • Identifying the right technology Uitdagingen om data-gedreven te worden The secrets of a successful IoT implementation11 7-5-2019
  • 12. Openbaar Data Platform Moderne Data Platform 7-5-2019The secrets of a successful IoT implementation12
  • 13. Openbaar Case: Boon Edam 7-5-2019The secrets of a successful IoT implementation14
  • 15. Openbaar De context Powered by Boon Edam 7-5-2019The secrets of a successful IoT implementation16
  • 16. Openbaar Waar zijn devices? 7-5-2019The secrets of a successful IoT implementation17
  • 17. Openbaar Dashboard: inzichten en acties 7-5-2019The secrets of a successful IoT implementation18
  • 18. Openbaar Lessons Learned 19 The secrets of a successful IoT implementation 7-5-2019 • Minimal Viable product • Data Quality • Data History • Legacy Software • User Experience • APIs
  • 19. Openbaar Microsoft is simplifying IoT The secrets of a successful IoT implementation 7-5-2019 • Easier to build secure, scalable solutions from device to cloud • Easier to provision devices at scale • Easier to secure devices at scale • Easier to manage devices at scale • Easier to find insights from your IoT devices • Easier to run cloud services on devices • Easier to benefit from IoT
  • 20. Openbaar The secrets of a successful IoT implementation 7-5-2019 Intelligent Cloud Azure IoT Central Azure IoT Solution Accelerators Azure IoT Platform Services Azure Digital Twin Intelligent Edge Azure IoT Edge Device Catalog Azure Sphere Microsoft is simplifying IoT
  • 21. Openbaar Microsoft is simplifying IoT The secrets of a successful IoT implementation 7-5-201922 Predictive Maintenance Azure IoT Solution Accelerators
  • 22. Openbaar Microsoft is simplifying IoT The secrets of a successful IoT implementation 7-5-201923 Azure IoT Solution Accelerators Predictive Maintenance
  • 23. Openbaar Microsoft is simplifying IoT The secrets of a successful IoT implementation 7-5-201924 Azure IoT Solution Accelerators Predictive Maintenance
  • 24. Openbaar The secrets of a successful IoT implementation 7-5-2019The secrets of a successful IoT implementation25
  • 25. Openbaar7-5-2019 The secrets of a successful IoT implementation 26
  • 26. Openbaar27 The secrets of a successful IoT implementation 7-5-2019 Strategy Your primary concern IoT Hardware & Infrastructure Data platform Insights & Actions Scalable Solutions Experiment/Pilot New Business Models Applications (ideas)
  • 27. Openbaar It all starts with the right strategy This is the hardest part, because it needs to fit your business exactly Components of an IoT application: 1. What to measure? 2. Connectivity 3. Data & Insights 4. Actions 5. Security 6. Monitoring & Support 28 The secrets of a successful IoT implementation 7-5-2019 Questions: • Where in your business can measurements result in added value? • Alternative: where is additional insight useful? • Guiding principles: efficiency, quality, user experience. • Most do not start from new business models. Let them be your point on the horizon. strongly connected ‘Why’ and ‘What?’ Technical ‘How?’ Strategy Your primary concern
  • 28. Openbaar What to measure? What sensors are there? 1. Temperature 2. Weight 3. Pressure 4. Level sensors (lasers) 5. Speed / acceleration 6. Location (GPS) 7. Gas/Chemical sensors 8. Infrared sensors 9. Camera’s 10. Other optical sensors 11. Acoustic sensors 12. Vibration sensors 13. Humidity sensors 14. Proximity sensors 15. Gyroscope 16. … 29 The secrets of a successful IoT implementation 7-5-2019 IoT Hardware & Infrastructure
  • 29. Openbaar Where do others start? 30 The secrets of a successful IoT implementation 7-5-2019 Scalable Solutions Experiment/Pilot New Business Models Applications (ideas) Strategy Components of an IoT application: 1. What to measure? 2. Connectivity 3. Data & Insights 4. Actions 5. Security 6. Monitoring & Support
  • 30. Openbaar Security Vital part of any IoT solution and strategy This is where things can go painfully wrong • Devices − Hardware tampering/spoofing − Remote hacking – your device in a botnet? − Others tapping into your sensors? − Security updates? • Connections • Data storage & access control 31 The secrets of a successful IoT implementation 7-5-2019 How to do things right: • Use standardised ‘secure by design’ solution elements. • Adhere to reference architectures.
  • 31. Openbaar Security Standardised solutions are emerging: security by design • Azure Sphere • Azure IoT Hub • Azure IoT Edge 7-5-2019The secrets of a successful IoT implementation32
  • 32. Openbaar Security a problem? What do first movers use? 33 The secrets of a successful IoT implementation 7-5-2019
  • 33. Openbaar IoT and Data Science 7-5-2019The secrets of a successful IoT implementation35
  • 34. Openbaar Let us focus on one part for a moment… 36 Titel presentatie 4-7-2018 Insights & Actions
  • 35. Openbaar Data Science….. Or Advanced Analytics? Turning data into actions… First four IoT strategy components: 1. What to measure? 2. Connectivity 3. Data & Insights 4. Actions
  • 36. Openbaar Data Science….. 38 Titel presentatie 4-7-2018 Computing skills Math & Statistical knowledge Domain expertise
  • 37. Openbaar Data Science and AI 39 Titel presentatie 4-7-2018 Data Science Computing skills Math & Statistical knowledge Domain expertise The math & statistics is what is added to our conversation
  • 38. Openbaar Descriptive/Diagnostic Analytics For IoT What happened, and why? Or with IoT: what is going on? • Remote Monitoring − GPS in transportation/delivery: who is where? − Smart soccer stadium: current noise levels. • Usage Statistics. − Garbage containers: current fill level? − Connected vending machines: inventory? − Do my delivery vehicles follow smart routes? And why too late? Traffic, or late departure? • Process Mining. − How do people/consumers use my device? − Where are process bottlenecks? • Process Quality Properties? − Find statistical correlations between sensor measurements and quality. 40 The secrets of a successful IoT implementation 7-5-2019
  • 39. Openbaar Predictive Analytics for IoT What will happen? • Predictive Maintenace − Airplane engines (rolls royce). • Demand forecasting. − Connected containers. − Connected vending machines. • Delay forecasting. − Will my delivery be late? • Diagnostics − Connected healthcare. − Semi-automated quality control. 41 The secrets of a successful IoT implementation 7-5-2019 0% 20% 40% 60% 80% 100% 120% 140% ma di wo do vr za zo Fill level container Volume Full!
  • 40. Openbaar Prescriptive Analytics for IoT What should I do? • Prescriptive analytics is about optimising a (planning) puzzle. − IoT can provide data inputs here. 42 The secrets of a successful IoT implementation 7-5-2019 • What taxi should go to the new customer? • Planning of maintenance, using predictive maintenance. • Resupply planning, using demand forecasting. • Automatic replanning, using delay forecasting.
  • 41. Openbaar Data Science/AI beyond analytics and IoT Prebuild or Custom Data Science/AI models • IoT often an enabler for AI or an alternative interface. • Valid Hello − Face recognition on automated BHV board. • Full backend in the cloud. − Smart speakers − Smart thermostat − Baby monitor / Al − Talking dolls − Etc… 43 The secrets of a successful IoT implementation 7-5-2019
  • 42. Openbaar44 The secrets of a successful IoT implementation 7-5-2019 Strategy Your primary concern IoT Hardware & Infrastructure Data platform Insights & Actions Scalable Solutions Experiment/Pilot New Business Models Applications (ideas)
  • 43. Openbaar Q & A 7-5-2019The secrets of a successful IoT implementation45
  • 44. Openbaar 7-5-2019The secrets of a successful IoT implementation46
  • 45. Openbaar50 The secrets of a successful IoT implementation 7-5-2019