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020 _a9783031464515
020 _a9783031464522
_q(electronic bk.)
020 _a3031464524
_q(electronic bk.)
024 7 _a10.1007/978-3-031-46452-2
_2doi
035 _a(OCoLC)1422831888
_z(OCoLC)1424760601
_z(OCoLC)1425815646
_z(OCoLC)1427209813
_z(OCoLC)1427215956
_z(OCoLC)1428267681
_z(OCoLC)1439916885
_z(OCoLC)1452413361
_z(OCoLC)1456760223
_z(OCoLC)1472992840
_z(OCoLC)1485009211
_z(OCoLC)1506210526
_z(OCoLC)1535410714
_z(OCoLC)1537950059
_z(OCoLC)1561178559
035 9 _a(OCLCCM-CC)1422831888
040 _aGW5XE
_beng
_erda
_epn
_cGW5XE
_dSFB
_dUPM
_dOCLCO
_dEBLCP
_dOCLCO
_dN$T
_dOCLCQ
_dSXB
_dOCLCQ
041 _aeng
049 _aMAIN
050 4 _aTA347.A78
072 7 _aTJK
_2bicssc
072 7 _aTEC041000
_2bisacsh
072 7 _aTJK
_2thema
082 0 0 _223
245 0 0 _aArtificial intelligence in manufacturing :
_benabling intelligent, flexible and cost-effective production through AI /
_cJohn Soldatos, editor.
264 1 _aCham :
_bSpringer,
_c2024.
300 _a1 online resource (xxvii, 505 pages) :
_billustrations (some color)
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
500 _aIncludes index.
505 0 _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.
520 _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.
540 _aCreative Commons Attribution 4.0 International
_fCC BY 4.0
_uhttp://creativecommons.org/licenses/by/4.0/
588 0 _aOnline resource; title from PDF title page (SpringerLink, viewed February 21, 2024).
650 0 _aArtificial intelligence
_xIndustrial applications.
650 0 _aManufacturing processes
_xData processing.
650 0 _aTelecommunication.
_0http://id.loc.gov/authorities/subjects/sh85133270
650 0 _aArtificial intelligence.
_0http://id.loc.gov/authorities/subjects/sh85008180
650 0 _aBlockchains (Databases)
_0http://id.loc.gov/authorities/subjects/sh2016002790
650 0 _aBusiness information services.
_0http://id.loc.gov/authorities/subjects/sh85018267
655 4 _aElectronic books.
700 1 _aSoldatos, John,
_eeditor.
_1https://id.oclc.org/worldcat/entity/E39PCjyBrHhTg9rd7QVdMWqhHC
_0http://id.loc.gov/authorities/names/no2017048207
856 4 0 _uhttps://directory.doabooks.org/handle/20.500.12854/134120
_yFull text is available at the Directory of Open Access Books. Click here to view.
942 _2ddc
_cOA