IIC Journal of Innovation 19th Edition The Role of Artificial Intelligence in Industry | Page 23

Design Considerations and Guidelines
CONTENTS
1 Overview ........................................................................................................................ 19
1.1
Introduction ...................................................................................................................... 19
1.2
Purpose ............................................................................................................................. 19
1.3
Scope ................................................................................................................................ 20
1.4
Structure ........................................................................................................................... 20
1.5
Audience ........................................................................................................................... 20
1.6
Use ................................................................................................................................... 20
1.7
Terms and Definitions ........................................................................................................ 20
2 Motivation ...................................................................................................................... 21
2.1
Product Failure Prediction ................................................................................................. 22
2.2
Auto-Labelling ................................................................................................................... 22
2.3
Product Optimization by Original Equipment Manufacturers ( OEM ).................................... 22
2.4
Product Quality Assessment .............................................................................................. 22
2.5
Design Considerations for FedL Enabled Smart-Manufacturing Ecosystem ........................... 23
3 Value of Collaborative-Ecosystem : Potential Business Models ......................................... 25
4 Guidelines for FedL Implementation in Smart Manufacturing .......................................... 26
4.1
Choice of Participatory Client ............................................................................................. 26
4.2
Choice of FedL Mode of Operation ..................................................................................... 27
4.3
Global Model Training Orchestration and Security Provisions ............................................. 29
5 Use Case Implementation ................................................................................................ 30 6 Conclusion ...................................................................................................................... 32 7 References ...................................................................................................................... 32 8 Acknowledgements ......................................................................................................... 34
FIGURES
Figure 2-1 : Ecosystems and Smart-Manufacturing Use Cases for Participants .......................................... 21 Figure 3-1 : Workflow of a FedL Ecosystem ................................................................................................. 23 Figure 5-1 : FedL Implementation Decision Model ...................................................................................... 28 Figure 6-1 : Use Case Design Architecture for Implementing FedL Solution ............................................... 32
TABLES
Table 5-1 : Possible Configurations for FedL Implementation and Required Technological Drivers ........... 29
18 March 2022