What characterizes industry and transport systems?
9
Edge computing is on the rise in many industries
10
Traditional way, we transfer everything to cloud
11
With Multi agent for large fleet
12
Analytics based on OT
13
Taxonomies and ontologies
14
TRANSFORMATIVE MAINTENANCE SOLUTIONS Integration & Application of Technologies
15
The challenge in Descriptive analytics
16
What is context awareness?
17
Railway context
18
Marine context
19
Diagnostic analytics
20
The challenge in Diagnostics analytics
21
Black Swan Losses
22
Data driven or model based?
23
The process of hybrid prediction
24
Predictive analytics:RUL prediction and simulation of scenarios
25
Prescriptive challenge: The digital butterfly effect
26
Is my ML model enough?
27
Need for complete datasets
28
Types of data analytics
Description:
Explore the transformative impact of industrial artificial intelligence on manufacturing, transportation, and supply chains in this 41-minute talk. Learn how AI technologies are leveraging vast amounts of data to optimize processes, predict failures, and revolutionize traditional operations and maintenance. Discover the potential for unprecedented savings, improved engineering efficiency, and enhanced safety through AI applications. Examine the challenges of implementing AI in industrial settings, including concerns about robustness and resilience. Delve into various decision-making models, from fully centralized to decentralized, and understand the rise of edge computing in industrial contexts. Investigate the importance of taxonomies, ontologies, and context awareness in different industrial scenarios. Compare data-driven and model-based approaches, and explore the process of hybrid prediction. Analyze the challenges in descriptive, diagnostic, predictive, and prescriptive analytics, including the concept of the "digital butterfly effect." Gain insights into the types of data analytics and the need for complete datasets to ensure effective AI implementation in industrial environments.
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Industrial Artificial Intelligence - From Automated Process to Cognitive Analytics