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020 _a9783031474446
_9978-3-031-47444-6
024 7 _a10.1007/978-3-031-47444-6
_2doi
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072 7 _aTGP
_2bicssc
072 7 _aTEC009060
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072 7 _aTGP
_2thema
100 1 _aAbonyi, János.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_968770
245 1 0 _aOntology-Based Development of Industry 4.0 and 5.0 Solutions for Smart Manufacturing and Production
_h[electronic resource] :
_bKnowledge Graph and Semantic Based Modeling and Optimization of Complex Systems /
_cby János Abonyi, László Nagy, Tamás Ruppert.
250 _a1st ed. 2024.
264 1 _aCham :
_bSpringer Nature Switzerland :
_bImprint: Springer,
_c2024.
300 _aXI, 271 p. 142 illus., 140 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSpringer Series in Advanced Manufacturing,
_x2196-1735
505 0 _aPart I Introduction and motivation of the book -- Introduction to the industrial application of semantic technologies -- Ontology-based modeling of a wire harness manufacturing processes -- Knowledge graph-based framework to support human-centered collaborative and ergonomic manufacturing in Industry 5.0 -- Part II Problem statement of network science-based process optimization -- Analytic hierarchy process and multilayer network-based method for assembly line balancing -- Efficient network community detection algorithm based on crossing minimization and bottom-up segmentation -- Hypergraph-based analysis of collaborative manufacturing -- Cookbook for semantic-based modeling and optimization of manufacturing systems -- Conclusion.
520 _aThis book presents a comprehensive framework for developing Industry 4.0 and 5.0 solutions through the use of ontology modeling and graph-based optimization techniques. With effective information management being critical to successful manufacturing processes, this book emphasizes the importance of adequate modeling and systematic analysis of interacting elements in the era of smart manufacturing. The book provides an extensive overview of semantic technologies and their potential to integrate with existing industrial standards, planning, and execution systems to provide efficient data processing and analysis. It also investigates the design of Industry 5.0 solutions and the need for problem-specific descriptions of production processes, operator skills and states, and sensor monitoring in intelligent spaces. The book proposes that ontology-based data can efficiently represent enterprise and manufacturing datasets. The book is divided into two parts: modelingand optimization. The semantic modeling part provides an overview of ontologies and knowledge graphs that can be used to create Industry 4.0 and 5.0 applications, with two detailed applications presented on a reproducible industrial case study. The optimization part of the book focuses on network science-based process optimization and presents various detailed applications, such as graph-based analytics, assembly line balancing, and community detection. The book is based on six key points: the need for horizontal and vertical integration in modern industry; the potential benefits of integrating semantic technologies into ERP and MES systems; the importance of optimization methods in Industry 4.0 and 5.0 concepts; the need to process large amounts of data while ensuring interoperability and re-usability factors; the potential for digital twin models to model smart factories, including big data access; and the need to integrate human factors in CPSs and provide adequate methods tofacilitate collaboration and support shop floor workers.
650 0 _aIndustrial engineering.
650 0 _aProduction engineering.
650 0 _aProduction management.
_967141
650 0 _aMathematical optimization.
_965522
650 0 _aSystem theory.
_966519
650 1 4 _aIndustrial and Production Engineering.
650 2 4 _aProduction.
_967142
650 2 4 _aOptimization.
_965528
650 2 4 _aComplex Systems.
_966520
700 1 _aNagy, László.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_968771
700 1 _aRuppert, Tamás.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_968772
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031474439
776 0 8 _iPrinted edition:
_z9783031474453
776 0 8 _iPrinted edition:
_z9783031474460
830 0 _aSpringer Series in Advanced Manufacturing,
_x2196-1735
_965855
856 4 0 _uhttps://doi.org/10.1007/978-3-031-47444-6
912 _aZDB-2-ENG
912 _aZDB-2-SXE
999 _c56965
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