LEADER 05034nam 22006495 450 001 9910829580903321 005 20240326132116.0 010 $a3-031-46452-4 024 7 $a10.1007/978-3-031-46452-2 035 $a(CKB)30377626800041 035 $a(DE-He213)978-3-031-46452-2 035 $a(MiAaPQ)EBC31281834 035 $a(Au-PeEL)EBL31281834 035 $a(OCoLC)1422831888 035 $a(EXLCZ)9930377626800041 100 $a20240208d2024 u| 0 101 0 $aeng 135 $aur||||||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aArtificial Intelligence in Manufacturing $eEnabling Intelligent, Flexible and Cost-Effective Production Through AI /$fedited by John Soldatos 205 $a1st ed. 2024. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2024. 215 $a1 online resource (XXVII, 505 p. 175 illus., 153 illus. in color.) 311 08$a9783031464515 327 $aIntroduction -- Part I Architectures and Knowledge Modelling for AI in Manufacturing -- Reference Architecture for AI-based Industry 5.0 Applications -- Designing a Marketplace to Exchange AI Models for Industry 4.0 -- Domain Ontology Enrichment through Human-AI Interaction -- Survey of Knowledge Graphs in Industrial Settings -- From Knowledge to Wisdom: Leveraging Semantic Representations via Knowledge Graph Embeddings -- Advancing high value-added networked production through Decentralized Technical Intelligence -- Part II AI-based Digital Twins for Manufacturing Applications -- Digital-Twin enabled framework for training and deploying AI agents for production scheduling -- Digital Twin for Human Machine Interaction -- Learning-based Collaborative Digital Twins -- A Manufacturing Digital Twin Framework -- Part III Agent based Approaches for AI in Manufacturing -- Reinforcement Learning based approaches in manufacturing environments -- A participatory modelling approach to Agents in Industry using AAS -- 4.0 Holonic Multi-Agent Testbed Enabling Shared Production -- Application of a Multi agent system on production and scheduling optimization -- Integrating Knowledge to Conversational Agents for Worker Upskilling -- Part IV Trusted AI for Industry 5.0 Applications -- Wearable sensor-based human activity recognition for worker safety in manufacturing line -- Object detection for human-robot interaction and worker assistance systems -- Application of autoML, XAI and differential privacy method into manufacturing -- Anomaly Detection in Manufacturing -- Towards Industry 5.0 by incorporation of Trustworthy and Human-Centric approaches -- How AI changes human roles in Industry 5.0-enabled environments: Human in the AI loop via xAI and Active Learning for Manufacturing Quality Control -- Multi-Stakeholder Perspective on Human-AI Collaboration in Industry 5.0 -- Conclusion. 330 $aThis open access book presents a rich set of innovative solutions for artificial intelligence (AI) in manufacturing. The various chapters of the book provide a broad coverage of AI systems for state of the art flexible production lines including both cyber-physical production systems (Industry 4.0) and emerging trustworthy and human-centered manufacturing systems (Industry 5.0). From a technology perspective, the book addresses a wide range of AI paradigms such as deep learning, reinforcement learning, active learning, agent-based systems, explainable AI, industrial robots, and AI-based digital twins. Emphasis is put on system architectures and technologies that foster human-AI collaboration based on trusted interactions between workers and AI systems. From a manufacturing applications perspective, the book illustrates the deployment of these AI paradigms in a variety of use cases spanning production planning, quality control, anomaly detection, metrology, workers? training, supply chain management, as well as various production optimization scenarios. This is an open access book. 606 $aTelecommunication 606 $aArtificial intelligence 606 $aBig data 606 $aBlockchains (Databases) 606 $aBusiness information services 606 $aCommunications Engineering, Networks 606 $aArtificial Intelligence 606 $aBig Data 606 $aBlockchain 606 $aIT in Business 615 0$aTelecommunication. 615 0$aArtificial intelligence. 615 0$aBig data. 615 0$aBlockchains (Databases). 615 0$aBusiness information services. 615 14$aCommunications Engineering, Networks. 615 24$aArtificial Intelligence. 615 24$aBig Data. 615 24$aBlockchain. 615 24$aIT in Business. 676 $a621.382 702 $aSoldatos$b John$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910829580903321 996 $aArtificial Intelligence in Manufacturing$94168556 997 $aUNINA