creating value by ai and big data: industrial applications ...€¦ · ai for factories 4.0 –g20...
TRANSCRIPT
![Page 1: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/1.jpg)
Creating value by AI and Big Data: Industrial Applications, Challenges and Outlooks
Oscar Lazaro (Innovalia) – [email protected]
IoT Week 2018, Bilbao, 4th-8th June 2018
![Page 2: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/2.jpg)
Industry 4.0 Big Data & AI Transformation
![Page 3: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/3.jpg)
AI for Factories 4.0 – G20
• AI is a key enabler for the next generation of smart manufacturing.
• It can lead to a disruption in• traditional workflows,• supply chains,• value creation, and• business models in manufacturing
and works towards empowering and expanding workforce expertise.
• AI for internet services to manufacturing will pave the way to the synergieticcollaboration between humans and robots in urban autonomos factoriesfor mass customization.
![Page 4: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/4.jpg)
![Page 5: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/5.jpg)
![Page 6: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/6.jpg)
BOOST 4.0 Big Data & AI Industrial Applications
![Page 7: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/7.jpg)
Data the AI fuel
![Page 8: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/8.jpg)
![Page 9: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/9.jpg)
AI for Factories 4.0 – G20 Industrial Applications
What is AI intended for in Factories 4.0?
1. Hybrid Teams of Human Workers and Collaborative Robots in Smart Factories
2. Deep Learning for State-based and Predictive Maintenance of Networked Production Machines and forUnderstanding Human Behaviors of Shop Floor Workers
3. Semantic Technologies for Worldwide Interoperability of Machine-to-Machine Communication in SmartFactories and Logistics
4. Human-Aware and Real-Time Production Planning & Scheduling for Multiagent Systems and Dynamic PlanRevision
5. Intelligent Industrial Assistance Systems for Human Workers: Proactive and Situation-Aware On-line Helpand Training on the Shop Floor
6. Trusted Industrial Data Exchange Hubs and Machine Learning for Industrial Process Mining
7. Active Digital Product Memories and Digital Twins for Intelligent Asset Tracking and Production Cockpits
8. Security Technologies for Intelligent Intrusion Detection and Penetration Testing for Smart factories
9. Long-Term Autonomy and Self-Learning as well as Self-Healing Capabilities of Industrial Components
![Page 10: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/10.jpg)
![Page 11: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/11.jpg)
![Page 12: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/12.jpg)
Smart Digital Engineering
Smart Planning
Smart Operations & Digital Workplace
Big Data/AI Factory 4.0 - Opportunities
![Page 13: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/13.jpg)
Smart Connected Production
Smart Maintenance & Service
Big Data/AI Factory 4.0 - Opportunities
![Page 14: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/14.jpg)
Industry 4.0 Big Data, AI & IoT
TransformationThe Algorithm
![Page 15: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/15.jpg)
Challenges for AI in manufacturing
Common standards and a free flowof industrial data in a secure andsafe (trusted) environment in Europeare a prerequisite for AI applications inFactories 4.0.
Complexity of machine learning mayreduce the justification forconsequential decisions to “thealgorithm made me do it”. Notacceptable in a healthy & safe Factory4.0 (human centered).
![Page 16: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/16.jpg)
• Transparency and trust of such Algorithmic Systems(data & algorithms) becoming competitivenessfactors for Data-driven economy ;
• Importance of remedying the information asymmetrybetween the producer of the digital service and itsconsumer, be it citizen or professional
• Dominant platforms on the market play arole of "prescriber” - rank
Challenges for AI in manufacturing
![Page 17: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/17.jpg)
• Transparent-by-design, auditable-by-design, fairness & non-discrimination-by-design.• Fact checking & information flow monitoring & Viz.• Causal discovery & digital evidences.• Deep model & architecture interpretability• AI reproducibility• Data provenance & usage monitoring
Challenges for AI in manufacturing
![Page 18: Creating value by AI and Big Data: Industrial Applications ...€¦ · AI for Factories 4.0 –G20 • AI is a key enabler for the next generation of smart manufacturing. • It can](https://reader034.vdocuments.mx/reader034/viewer/2022042121/5e9bcf199960e84a1025aae1/html5/thumbnails/18.jpg)
Thanks!Prof. Dr. Oscar Lazaro (INNOVALIA)
www.boost40.eu
boost4_0
www.linkedin.com/groups/12075988
Any questions?