Powering Digital Twins and Industrial AI with Knowledge Graphs
Industry40tv
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Powering Digital Twins and Industrial AI with Knowledge Graphs
561 просмотр · 1 г. назад
Industry40tv
14,1 тыс. подписчиков
561 просмотр · 1 г. назад
Powering Digital Twins and Industrial AI with Knowledge Graphs. João Dias-Ferreira
Head of AI, Knowledge Graphs & IoT - SCANIA, joins Kudzai Manditereza to discuss their strategy of leveraging Knowledge Graphs for digital transformation and how manufacturers can build a Knowledge Graph digital infrastructure for powering digital twins and industrial AI use cases. Learn why knowledge graphs are the future of smart manufacturing!
AI in Manufacturing Podcast with Kudzai Manditereza
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Connect With Me:
• LinkedIn: / kudzaimanditereza
• Website: https://www.industry40.tv/
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Listen to the episode here:
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Spotify - https://open.spotify.com/episode/2Xrc...
Apple - https://podcasts.apple.com/de/podcast...
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Guest - João Dias-Ferreira
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LinkedIn: / jo%c3%a3o-dias-ferreira-882a871a
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PODCAST SPONSORED BY
HiveMQ: https://www.hivemq.com/
OUTLINE
00:00 – Intro: AI in Manufacturing Podcast
02:40 – Data Management Challenges in Large Manufacturing Enterprises
05:35 – Central vs Decentralized Data Governance in Global Factories
07:45 – Why Scania Is Moving from Traditional Data Architectures to Knowledge Graphs
09:05 – Ontologies & Knowledge Graphs Explained for Manufacturing
13:00 – Unified Namespace vs Knowledge Graphs – How They Work Together
15:10 – IoT Integration & Standardization Challenges Across Factories
17:20 – Automating Asset Onboarding with Knowledge Graphs
22:55 – Data Modeling Standards: OPC UA & Asset Administration Shell (AAS)
26:50 – Why Automation Matters More Than Rigid Information Models
28:00 – Semantic Modeling & Scania’s Platform (ETL Orchestration via Knowledge Graphs)
32:15 – Knowledge Graphs as Infrastructure for Digital Twins & Industrial AI
36:50 – High-Impact AI Use Cases Enabled by Knowledge Graphs
40:20 – Business Value of Digital Twins Beyond 3D Visualization
44:40 – The Core Components of a Digital Twin: Data, Semantics & AI
48:40 – The Next-Gen Digital Twin: AI Agents & Autonomous Optimization
52:40 – What Industrial Software Vendors Should Build Next
55:25 – Future Outlook: Multi-Agent AI Systems for Manufacturing
56:15 – Closing Thoughts & Thanks
🎙️Podcast Info:
Apple Podcasts: https://apple.co/3lY5vhl
Spotify: https://spoti.fi/3748AXf
RSS: https://bit.ly/3vGkkuJ
Podcast website: https://www.industry40.tv/podcast/