美国工业物联网产业联盟IIC：工业物联网人工智能框架（2022年）.pdf
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Industrial IoT Artificial Intelligence Framework
2022-02-22
Authors
Wael William Diab, Alex Ferraro, Brad Klenz, Shi-Wan Lin,
Edy Liongosari, Wadih Elie Tannous, Bassam Zarkout.
Industrial IoT Artificial Intelligence Framework
IIC:PUB:IIAIF:V0.10:ID:2022
ii
CONTENTS
1 Industrial Artificial Intelligence .......................................................................................... 6
1.1 Industrial Internet of Things ................................................................................................. 6
1.2 Industrial Artificial Intelligence ............................................................................................ 6
1.3 Architecture Viewpoints ...................................................................................................... 7
2 Business Viewpoint ........................................................................................................... 8
2.1 Uncover Valuable Insights From Data Intensive Environments .............................................. 9
2.2 Enable Digital Transformation .............................................................................................. 9
2.3 Agent for Future-Proofing the Organization ........................................................................ 11
2.4 AI Adoption Readiness ....................................................................................................... 11
3 Usage Viewpoint ............................................................................................................. 12
3.1 Industrial AI Market........................................................................................................... 12
3.2 Usage Considerations ........................................................................................................ 13
3.3 Trustworthiness ................................................................................................................ 15
3.3.1 Security ............................................................................................................................. 16
3.3.2 Privacy ............................................................................................................................... 19
3.3.3 Confidentiality ................................................................................................................... 20
3.3.4 Explainability ..................................................................................................................... 21
3.3.5 Controllability ................................................................................................................... 21
3.4 Ethical and Societal Concerns ............................................................................................. 22
3.4.1 Ethics ................................................................................................................................. 22
3.4.2 Bias .................................................................................................................................... 23
3.4.3 Safety ................................................................................................................................ 24
3.5 Impact on Labor Force ....................................................................................................... 25
3.6 Regional and Industry-Specific Considerations .................................................................... 27
3.7 AI as a Force for Good ........................................................................................................ 27
4 Functional Viewpoint ...................................................................................................... 28
4.1 Architecture Objectives and Constraints ............................................................................. 28
4.2 Data Concerns ................................................................................................................... 29
4.3 Learning Techniques .......................................................................................................... 30
4.4 General Industrial AI Functional Architecture ..................................................................... 32
4.5 System of Systems Issues ................................................................................................... 34
4.6 Application Horizon of Industrial AI .................................................................................... 35
5 Implementation Viewpoint ............................................................................................. 36
5.1 Implementation Guidance ................................................................................................. 36
5.2 Implementation Considerations ......................................................................................... 37
5.2.1 Scope ................................................................................................................................. 37
5.2.2 Response Time .................................................................................................................. 37
5.2.3 Reliability .......................................................................................................................... 38
5.2.4 Bandwidth and Latency .................................................................................................... 38
5.2.5 Capacity ............................................................................................................................. 39
5.2.6 Security ............................................................................................................................. 39
5.2.7 Data Properties ................................................................................................................. 39
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