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Customized
Digital Products
with Applied AI
#EDIdigitalBusiness
Dr.-Ing. Thomas Freudenmann, Heinrich Blatt © EDI GmbH – www.edi.gmbh
EDI hive Core Technology
Decision support by semantical linking of data and AI
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 2
Social life EDI solutions
EDI´s DNA: Semantic Web
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 3
EDI hive Hybrid Models
Data driven approach combined with expert knowledge
Expert knowledge
Measurement Data
Machine Learning (ML)
AI-based Hybrid Model
(incl. Business logic)
EDI hive AI-based Hybrid Models
Machine Learning toolbox for AI applications
Patented technology for formalization
and objectification of expert knowledge
and interfaces for integration of
simulation models
Support of standard formats and data
streaming through integration of
StreamPipes from FZI (HTTP, MQTT, OPC UA
etc.) to capture data with automated
semantical tagging and linking
AutoML with different ML-Algorithms (PCA,
Cross-Correlation, Clustering (Kmeans,
Hierarchical), Neural Networks, Hidden Markov
Model, Regression (Linear, Random Forest) with
specific metrics that indicate technically
relevant relationships and transparent
models
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 4
EDI hive IoT Framework
20.07.2022 5
EDI
Engineering Data Intelligence
- Data Driven Business Cases -
Fast Return on Invest (ROI)
DONE is better than perfect
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 7
EDI SCRUM 2.0
(Semi-) Automated EDI Scrum 2.0 (Focus: First Step)
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 8
Workshops Documentation
Data Analytics
20.07.2022 9
Use Case 1
Battery Monitoring
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 11
Battery Monitoring for UPS
Story Board
Current Situation:
Battery does not work in emergency case
Battery get replaced to soon
After installation
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 12
Battery Monitoring
Story Board
Situation with EDIs Business Solution
Service promises of battery supplier can be fulfilled at any time
EDI hive IoT Framework
20.07.2022 13
20.07.2022 14
Battery Monitoring for UPS
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 15
EDI
hive
IoT
Framework
Use Case 2
Well-Being Barometer for Seniors
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 17
https://www.wohlfuehl-barometer.de/en/home
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 18
Well-Being Barometer
Story Board
Current Situation:
Situation with Well-Being Barometer:
Well-Being Barometer for Seniors
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 19
Seniors
Caregiver
Relatives
20.07.2022 20
Well-Being Barometer for Seniors
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 21
EDI
hive
IoT
Framework
https://www.wohlfuehl-barometer.de
20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 22

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stackconf 2022: Sustainable and Safe use of Open Source: Well-being Barometer for Seniors

  • 1. Customized Digital Products with Applied AI #EDIdigitalBusiness Dr.-Ing. Thomas Freudenmann, Heinrich Blatt © EDI GmbH – www.edi.gmbh
  • 2. EDI hive Core Technology Decision support by semantical linking of data and AI 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 2 Social life EDI solutions EDI´s DNA: Semantic Web
  • 3. 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 3 EDI hive Hybrid Models Data driven approach combined with expert knowledge Expert knowledge Measurement Data Machine Learning (ML) AI-based Hybrid Model (incl. Business logic)
  • 4. EDI hive AI-based Hybrid Models Machine Learning toolbox for AI applications Patented technology for formalization and objectification of expert knowledge and interfaces for integration of simulation models Support of standard formats and data streaming through integration of StreamPipes from FZI (HTTP, MQTT, OPC UA etc.) to capture data with automated semantical tagging and linking AutoML with different ML-Algorithms (PCA, Cross-Correlation, Clustering (Kmeans, Hierarchical), Neural Networks, Hidden Markov Model, Regression (Linear, Random Forest) with specific metrics that indicate technically relevant relationships and transparent models 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 4
  • 5. EDI hive IoT Framework 20.07.2022 5
  • 6. EDI Engineering Data Intelligence - Data Driven Business Cases -
  • 7. Fast Return on Invest (ROI) DONE is better than perfect 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 7 EDI SCRUM 2.0
  • 8. (Semi-) Automated EDI Scrum 2.0 (Focus: First Step) 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 8 Workshops Documentation Data Analytics
  • 10. Use Case 1 Battery Monitoring
  • 11. 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 11 Battery Monitoring for UPS Story Board Current Situation: Battery does not work in emergency case Battery get replaced to soon After installation
  • 12. 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 12 Battery Monitoring Story Board Situation with EDIs Business Solution Service promises of battery supplier can be fulfilled at any time
  • 13. EDI hive IoT Framework 20.07.2022 13
  • 15. Battery Monitoring for UPS 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 15 EDI hive IoT Framework
  • 16. Use Case 2 Well-Being Barometer for Seniors
  • 17. 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 17 https://www.wohlfuehl-barometer.de/en/home
  • 18. 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 18 Well-Being Barometer Story Board Current Situation: Situation with Well-Being Barometer:
  • 19. Well-Being Barometer for Seniors 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 19 Seniors Caregiver Relatives
  • 21. Well-Being Barometer for Seniors 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 21 EDI hive IoT Framework https://www.wohlfuehl-barometer.de
  • 22. 20.07.2022 Customized Digital Products with Applied AI © EDI GmbH 22