Artificial Intelligence for Digitising Industry - Applications
This book provides in-depth insights into use cases implementing artificial intelligence (AI) applications at the edge. It covers new ideas, concepts, research, and innovation to enable the development and deployment of AI, the industrial internet of things (IIoT), edge computing, and digital twin t...
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| Autor*in: |
Vermesan, Ovidiu [herausgeberIn] |
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| Format: |
E-Book |
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| Sprache: |
Unbestimmt |
| Erschienen: |
Erscheinungsort nicht ermittelbar: Taylor & Francis ; 2021 |
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| Rechteinformationen: |
Open Access Creative Commons ; by-nc/4.0 |
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| Umfang: |
1 Online-Ressource (430 p.) |
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| ISBN: |
978-1-003-33723-2 978-1-000-79431-1 978-87-7022-664-6 |
| Katalog-ID: |
1832231356 |
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| 520 | |a This book provides in-depth insights into use cases implementing artificial intelligence (AI) applications at the edge. It covers new ideas, concepts, research, and innovation to enable the development and deployment of AI, the industrial internet of things (IIoT), edge computing, and digital twin technologies in industrial environments. The work is based on the research results and activities of the AI4DI project, including an overview of industrial use cases, research, technological innovation, validation, and deployment. This book's sections build on the research, development, and innovative ideas elaborated for applications in five industries: automotive, semiconductor, industrial machinery, food and beverage, and transportation. The articles included under each of these five industrial sectors discuss AI-based methods, techniques, models, algorithms, and supporting technologies, such as IIoT, edge computing, digital twins, collaborative robots, silicon-born AI circuit concepts, neuromorphic architectures, and augmented intelligence, that are anticipating the development of Industry 5.0. Automotive applications cover use cases addressing AI-based solutions for inbound logistics and assembly process optimisation, autonomous reconfigurable battery systems, virtual AI training platforms for robot learning, autonomous mobile robotic agents, and predictive maintenance for machines on the level of a digital twin. AI-based technologies and applications in the semiconductor manufacturing industry address use cases related to AI-based failure modes and effects analysis assistants, neural networks for predicting critical 3D dimensions in MEMS inertial sensors, machine vision systems developed in the wafer inspection production line, semiconductor wafer fault classifications, automatic inspection of scanning electron microscope cross-section images for technology verification, anomaly detection on wire bond process trace data, and optical inspection. The use cases presented for machinery and industrial equipment industry applications cover topics related to wood machinery, with the perception of the surrounding environment and intelligent robot applications. AI, IIoT, and robotics solutions are highlighted for the food and beverage industry, presenting use cases addressing novel AI-based environmental monitoring; autonomous environment-aware, quality control systems for Champagne production; and production process optimisation and predictive maintenance for soybeans manufacturing. For the transportation sector, the use cases presented cover the mobility-as-a-service development of AI-based fleet management for supporting multimodal transport. This book highlights the significant technological challenges that AI application developments in industrial sectors are facing, presenting several research challenges and open issues that should guide future development for evolution towards an environment-friendly Industry 5.0. The challenges presented for AI-based applications in industrial environments include issues related to complexity, multidisciplinary and heterogeneity, convergence of AI with other technologies, energy consumption and efficiency, knowledge acquisition, reasoning with limited data, fusion of heterogeneous data, availability of reliable data sets, verification, validation, and testing for decision-making processes | ||
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9781003337232 978-1-003-33723-2 9781000794311 978-1-000-79431-1 9788770226646 978-87-7022-664-6 20.500.12854/94289 hdl (DE-627)1832231356 (DE-599)KEP083960767 (OCoLC)1366335666 (DOAB)94289 (EBP)083960767 DE-627 ger DE-627 rda und MBP bicssc PHDY bicssc TJK bicssc Artificial Intelligence for Digitising Industry - Applications [Erscheinungsort nicht ermittelbar] Taylor & Francis 2021 1 Online-Ressource (430 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star This book provides in-depth insights into use cases implementing artificial intelligence (AI) applications at the edge. It covers new ideas, concepts, research, and innovation to enable the development and deployment of AI, the industrial internet of things (IIoT), edge computing, and digital twin technologies in industrial environments. The work is based on the research results and activities of the AI4DI project, including an overview of industrial use cases, research, technological innovation, validation, and deployment. This book's sections build on the research, development, and innovative ideas elaborated for applications in five industries: automotive, semiconductor, industrial machinery, food and beverage, and transportation. The articles included under each of these five industrial sectors discuss AI-based methods, techniques, models, algorithms, and supporting technologies, such as IIoT, edge computing, digital twins, collaborative robots, silicon-born AI circuit concepts, neuromorphic architectures, and augmented intelligence, that are anticipating the development of Industry 5.0. Automotive applications cover use cases addressing AI-based solutions for inbound logistics and assembly process optimisation, autonomous reconfigurable battery systems, virtual AI training platforms for robot learning, autonomous mobile robotic agents, and predictive maintenance for machines on the level of a digital twin. AI-based technologies and applications in the semiconductor manufacturing industry address use cases related to AI-based failure modes and effects analysis assistants, neural networks for predicting critical 3D dimensions in MEMS inertial sensors, machine vision systems developed in the wafer inspection production line, semiconductor wafer fault classifications, automatic inspection of scanning electron microscope cross-section images for technology verification, anomaly detection on wire bond process trace data, and optical inspection. The use cases presented for machinery and industrial equipment industry applications cover topics related to wood machinery, with the perception of the surrounding environment and intelligent robot applications. AI, IIoT, and robotics solutions are highlighted for the food and beverage industry, presenting use cases addressing novel AI-based environmental monitoring; autonomous environment-aware, quality control systems for Champagne production; and production process optimisation and predictive maintenance for soybeans manufacturing. For the transportation sector, the use cases presented cover the mobility-as-a-service development of AI-based fleet management for supporting multimodal transport. This book highlights the significant technological challenges that AI application developments in industrial sectors are facing, presenting several research challenges and open issues that should guide future development for evolution towards an environment-friendly Industry 5.0. 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9781003337232 978-1-003-33723-2 9781000794311 978-1-000-79431-1 9788770226646 978-87-7022-664-6 20.500.12854/94289 hdl (DE-627)1832231356 (DE-599)KEP083960767 (OCoLC)1366335666 (DOAB)94289 (EBP)083960767 DE-627 ger DE-627 rda und MBP bicssc PHDY bicssc TJK bicssc Artificial Intelligence for Digitising Industry - Applications [Erscheinungsort nicht ermittelbar] Taylor & Francis 2021 1 Online-Ressource (430 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star This book provides in-depth insights into use cases implementing artificial intelligence (AI) applications at the edge. It covers new ideas, concepts, research, and innovation to enable the development and deployment of AI, the industrial internet of things (IIoT), edge computing, and digital twin technologies in industrial environments. The work is based on the research results and activities of the AI4DI project, including an overview of industrial use cases, research, technological innovation, validation, and deployment. This book's sections build on the research, development, and innovative ideas elaborated for applications in five industries: automotive, semiconductor, industrial machinery, food and beverage, and transportation. The articles included under each of these five industrial sectors discuss AI-based methods, techniques, models, algorithms, and supporting technologies, such as IIoT, edge computing, digital twins, collaborative robots, silicon-born AI circuit concepts, neuromorphic architectures, and augmented intelligence, that are anticipating the development of Industry 5.0. Automotive applications cover use cases addressing AI-based solutions for inbound logistics and assembly process optimisation, autonomous reconfigurable battery systems, virtual AI training platforms for robot learning, autonomous mobile robotic agents, and predictive maintenance for machines on the level of a digital twin. AI-based technologies and applications in the semiconductor manufacturing industry address use cases related to AI-based failure modes and effects analysis assistants, neural networks for predicting critical 3D dimensions in MEMS inertial sensors, machine vision systems developed in the wafer inspection production line, semiconductor wafer fault classifications, automatic inspection of scanning electron microscope cross-section images for technology verification, anomaly detection on wire bond process trace data, and optical inspection. The use cases presented for machinery and industrial equipment industry applications cover topics related to wood machinery, with the perception of the surrounding environment and intelligent robot applications. AI, IIoT, and robotics solutions are highlighted for the food and beverage industry, presenting use cases addressing novel AI-based environmental monitoring; autonomous environment-aware, quality control systems for Champagne production; and production process optimisation and predictive maintenance for soybeans manufacturing. For the transportation sector, the use cases presented cover the mobility-as-a-service development of AI-based fleet management for supporting multimodal transport. This book highlights the significant technological challenges that AI application developments in industrial sectors are facing, presenting several research challenges and open issues that should guide future development for evolution towards an environment-friendly Industry 5.0. 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Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. 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Open Access z 01-02-23 130 01 0700 4260695754 OLR-DOAB z 01-02-23 131 01 3131 4466753423 OLR-OA-DOAB Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers. z 23-01-24 132 01 0959 4256146733 OLR-OAB Open Access x 31-01-23 136 01 3526 4257932295 OLR-DOAB z 01-02-23 147 01 3528 4261402491 OLR-DOAB frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 161 01 0960 4255727910 OLR-DOAB DOAB Directory of Open Access Books z 31-01-23 213 01 0551 4257362014 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 230 01 0552 4257621907 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 283 01 3283 4258384631 Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 285 01 0517 4260861069 OLR-DOAB z 01-02-23 293 01 3293 4255985103 OLR-DOAB DOAB Directory of Open Access Books z 31-01-23 370 01 4370 4257007036 OLR-FREE Kostenloser Zugriff z 01-02-23 635 01 3635 4510342365 OLR-DOAB Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 11-04-24 808 01 4808 4259533908 OLR-DOAB DOAB Directory of Open Access Books zg 01-02-23 2011 01 DE-16 4254552734 00 --%%-- --%%-- --%%-- --%%-- l01 29-01-23 2014 01 DE-90 4254840543 00 --%%-- --%%-- --%%-- --%%-- l01 30-01-23 2018 01 DE-31 4254552742 00 --%%-- --%%-- --%%-- n Der Zugriff ist kostenfrei möglich. l01 29-01-23 2034 01 DE-Rt2 4254552750 00 --%%-- eBook n n frei zugänglich l01 29-01-23 2037 01 DE-747 4344050665 00 --%%-- eBook OAPEN Foundation OpenAccess --%%-- n Im Internet frei verfügbar l01 27-06-23 2050 01 DE-Zi4 4254840551 00 --%%-- --%%-- --%%-- n Elektronischer Volltext - Open Access l01 30-01-23 2108 01 DE-991 4254552769 00 --%%-- eBook DOAB --%%-- n Elektronischer Volltext - Campuslizenz l01 29-01-23 2403 01 DE-LFER 425484056X 00 --%%-- --%%-- n --%%-- l01 30-01-23 20 01 0084 https://directory.doabooks.org/handle/20.500.12854/94289 22 01 0018 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/94289 23 01 0830 https://directory.doabooks.org/handle/20.500.12854/94289 24 01 0008 https://directory.doabooks.org/handle/20.500.12854/94289 30 01 0104 https://directory.doabooks.org/handle/20.500.12854/94289 31 01 0027 https://directory.doabooks.org/handle/20.500.12854/94289 40 01 0007 Volltext, Open Access https://directory.doabooks.org/handle/20.500.12854/94289 60 01 0705 https://directory.doabooks.org/handle/20.500.12854/94289 63 01 3401 E-Book https://directory.doabooks.org/handle/20.500.12854/94289 65 01 0003 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal 70 01 0089 https://directory.doabooks.org/handle/20.500.12854/94289 72 01 0035 https://directory.doabooks.org/handle/20.500.12854/94289 90 01 3090 https://directory.doabooks.org/handle/20.500.12854/94289 91 01 3091 https://directory.doabooks.org/handle/20.500.12854/94289 92 01 0033 https://directory.doabooks.org/handle/20.500.12854/94289 95 01 3095 https://directory.doabooks.org/handle/20.500.12854/94289 105 01 0841 https://directory.doabooks.org/handle/20.500.12854/94289 110 01 3110 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 130 01 0700 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 131 01 3131 https://directory.doabooks.org/handle/20.500.12854/94289 132 01 0959 https://directory.doabooks.org/handle/20.500.12854/94289 136 01 3526 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 147 01 3528 https://directory.doabooks.org/handle/20.500.12854/94289 161 01 0960 https://directory.doabooks.org/handle/20.500.12854/94289 LF 213 01 0551 https://directory.doabooks.org/handle/20.500.12854/94289 230 01 0552 https://directory.doabooks.org/handle/20.500.12854/94289 283 01 3283 https://directory.doabooks.org/handle/20.500.12854/94289 285 01 0517 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 293 01 3293 https://directory.doabooks.org/handle/20.500.12854/94289 LF 370 01 4370 https://directory.doabooks.org/handle/20.500.12854/94289 635 01 3635 https://directory.doabooks.org/handle/20.500.12854/94289 808 01 4808 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/94289 2011 01 DE-16 https://directory.doabooks.org/handle/20.500.12854/94289 2014 01 DE-90 Volltext frei verfügbar https://directory.doabooks.org/handle/20.500.12854/94289 2034 01 DE-Rt2 https://directory.doabooks.org/handle/20.500.12854/94289 2037 01 DE-747 https://directory.doabooks.org/handle/20.500.12854/94289 2050 01 DE-Zi4 https://directory.doabooks.org/handle/20.500.12854/94289 2108 01 DE-991 https://directory.doabooks.org/handle/20.500.12854/94289 2403 01 DE-LFER https://directory.doabooks.org/handle/20.500.12854/94289 31 01 0027 00 E-Book Open Access 132 01 0959 00 EBooks DOAB Open Access 20 01 0084 OLR-DOAB 22 01 0018 OLR-ZDB-94-OAB 23 01 0830 olr-doab 24 01 0008 OLR-doab 24 01 0008 olr-frei 30 01 0104 OLR-OAB 31 01 0027 OLR-DOAB 39 01 0547 OLR-ZDB-94-OAB 39 01 0547 LF 40 01 0007 OLR-DOAB 60 01 0705 OPENAccess 63 01 3401 E-Books LF GBV-DOAB 65 01 0003 OLR-DOAB 70 01 0089 OLR-DOAB-OA 72 01 0035 OLR-ZDB-94-OAB 90 01 3090 OLR-HILoapen 91 01 3091 OLR-DOAB 92 01 0033 OLR-Open Access DOAB 95 01 3095 OLR-OAB 105 01 0841 OLR-OAB 110 01 3110 OLR-DOAB 130 01 0700 OLR-DOAB 131 01 3131 OLR-OA-DOAB 132 01 0959 OLR-OAB 136 01 3526 OLR-DOAB 147 01 3528 OLR-DOAB 161 01 0960 OLR-DOAB 213 01 0551 OLR-DOAB 230 01 0552 OLR-DOAB 285 01 0517 OLR-DOAB 293 01 3293 OLR-DOAB 370 01 4370 OLR-FREE 370 01 4370 olr-ebook ZDB-94-OAB 635 01 3635 OLR-DOAB 808 01 4808 OLR-DOAB |
| allfields_unstemmed |
9781003337232 978-1-003-33723-2 9781000794311 978-1-000-79431-1 9788770226646 978-87-7022-664-6 20.500.12854/94289 hdl (DE-627)1832231356 (DE-599)KEP083960767 (OCoLC)1366335666 (DOAB)94289 (EBP)083960767 DE-627 ger DE-627 rda und MBP bicssc PHDY bicssc TJK bicssc Artificial Intelligence for Digitising Industry - Applications [Erscheinungsort nicht ermittelbar] Taylor & Francis 2021 1 Online-Ressource (430 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star This book provides in-depth insights into use cases implementing artificial intelligence (AI) applications at the edge. It covers new ideas, concepts, research, and innovation to enable the development and deployment of AI, the industrial internet of things (IIoT), edge computing, and digital twin technologies in industrial environments. The work is based on the research results and activities of the AI4DI project, including an overview of industrial use cases, research, technological innovation, validation, and deployment. This book's sections build on the research, development, and innovative ideas elaborated for applications in five industries: automotive, semiconductor, industrial machinery, food and beverage, and transportation. The articles included under each of these five industrial sectors discuss AI-based methods, techniques, models, algorithms, and supporting technologies, such as IIoT, edge computing, digital twins, collaborative robots, silicon-born AI circuit concepts, neuromorphic architectures, and augmented intelligence, that are anticipating the development of Industry 5.0. Automotive applications cover use cases addressing AI-based solutions for inbound logistics and assembly process optimisation, autonomous reconfigurable battery systems, virtual AI training platforms for robot learning, autonomous mobile robotic agents, and predictive maintenance for machines on the level of a digital twin. AI-based technologies and applications in the semiconductor manufacturing industry address use cases related to AI-based failure modes and effects analysis assistants, neural networks for predicting critical 3D dimensions in MEMS inertial sensors, machine vision systems developed in the wafer inspection production line, semiconductor wafer fault classifications, automatic inspection of scanning electron microscope cross-section images for technology verification, anomaly detection on wire bond process trace data, and optical inspection. The use cases presented for machinery and industrial equipment industry applications cover topics related to wood machinery, with the perception of the surrounding environment and intelligent robot applications. AI, IIoT, and robotics solutions are highlighted for the food and beverage industry, presenting use cases addressing novel AI-based environmental monitoring; autonomous environment-aware, quality control systems for Champagne production; and production process optimisation and predictive maintenance for soybeans manufacturing. For the transportation sector, the use cases presented cover the mobility-as-a-service development of AI-based fleet management for supporting multimodal transport. This book highlights the significant technological challenges that AI application developments in industrial sectors are facing, presenting several research challenges and open issues that should guide future development for evolution towards an environment-friendly Industry 5.0. The challenges presented for AI-based applications in industrial environments include issues related to complexity, multidisciplinary and heterogeneity, convergence of AI with other technologies, energy consumption and efficiency, knowledge acquisition, reasoning with limited data, fusion of heterogeneous data, availability of reliable data sets, verification, validation, and testing for decision-making processes Creative Commons by-nc/4.0 cc English Health systems & services Energy Communications engineering / telecommunications Vermesan, Ovidiu herausgeberin edt https://directory.doabooks.org/handle/20.500.12854/94289 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4258545201 00 5:LIZFREI --%%-- --%%-- --%%-- k 01-02-23 20 01 0084 4259694944 OLR-DOAB z 01-02-23 22 01 0018 4258871575 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 01-02-23 23 01 0830 4259357433 olr-doab f z 01-02-23 24 01 0008 4260343378 OLR-doab z 01-02-23 30 01 0104 4259856138 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 01-02-23 31 01 0027 4259032127 OLR-DOAB z 01-02-23 39 01 0547 4260018701 OLR-ZDB-94-OAB ke 01-02-23 40 01 0007 4258711004 OLR-DOAB xsn 01-02-23 60 01 0705 427634865X OPENAccess Vervielfältigungen (z.B. 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Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 11-04-24 808 01 4808 4259533908 OLR-DOAB DOAB Directory of Open Access Books zg 01-02-23 2011 01 DE-16 4254552734 00 --%%-- --%%-- --%%-- --%%-- l01 29-01-23 2014 01 DE-90 4254840543 00 --%%-- --%%-- --%%-- --%%-- l01 30-01-23 2018 01 DE-31 4254552742 00 --%%-- --%%-- --%%-- n Der Zugriff ist kostenfrei möglich. l01 29-01-23 2034 01 DE-Rt2 4254552750 00 --%%-- eBook n n frei zugänglich l01 29-01-23 2037 01 DE-747 4344050665 00 --%%-- eBook OAPEN Foundation OpenAccess --%%-- n Im Internet frei verfügbar l01 27-06-23 2050 01 DE-Zi4 4254840551 00 --%%-- --%%-- --%%-- n Elektronischer Volltext - Open Access l01 30-01-23 2108 01 DE-991 4254552769 00 --%%-- eBook DOAB --%%-- n Elektronischer Volltext - Campuslizenz l01 29-01-23 2403 01 DE-LFER 425484056X 00 --%%-- --%%-- n --%%-- l01 30-01-23 20 01 0084 https://directory.doabooks.org/handle/20.500.12854/94289 22 01 0018 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/94289 23 01 0830 https://directory.doabooks.org/handle/20.500.12854/94289 24 01 0008 https://directory.doabooks.org/handle/20.500.12854/94289 30 01 0104 https://directory.doabooks.org/handle/20.500.12854/94289 31 01 0027 https://directory.doabooks.org/handle/20.500.12854/94289 40 01 0007 Volltext, Open Access https://directory.doabooks.org/handle/20.500.12854/94289 60 01 0705 https://directory.doabooks.org/handle/20.500.12854/94289 63 01 3401 E-Book https://directory.doabooks.org/handle/20.500.12854/94289 65 01 0003 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal 70 01 0089 https://directory.doabooks.org/handle/20.500.12854/94289 72 01 0035 https://directory.doabooks.org/handle/20.500.12854/94289 90 01 3090 https://directory.doabooks.org/handle/20.500.12854/94289 91 01 3091 https://directory.doabooks.org/handle/20.500.12854/94289 92 01 0033 https://directory.doabooks.org/handle/20.500.12854/94289 95 01 3095 https://directory.doabooks.org/handle/20.500.12854/94289 105 01 0841 https://directory.doabooks.org/handle/20.500.12854/94289 110 01 3110 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 130 01 0700 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 131 01 3131 https://directory.doabooks.org/handle/20.500.12854/94289 132 01 0959 https://directory.doabooks.org/handle/20.500.12854/94289 136 01 3526 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 147 01 3528 https://directory.doabooks.org/handle/20.500.12854/94289 161 01 0960 https://directory.doabooks.org/handle/20.500.12854/94289 LF 213 01 0551 https://directory.doabooks.org/handle/20.500.12854/94289 230 01 0552 https://directory.doabooks.org/handle/20.500.12854/94289 283 01 3283 https://directory.doabooks.org/handle/20.500.12854/94289 285 01 0517 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 293 01 3293 https://directory.doabooks.org/handle/20.500.12854/94289 LF 370 01 4370 https://directory.doabooks.org/handle/20.500.12854/94289 635 01 3635 https://directory.doabooks.org/handle/20.500.12854/94289 808 01 4808 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/94289 2011 01 DE-16 https://directory.doabooks.org/handle/20.500.12854/94289 2014 01 DE-90 Volltext frei verfügbar https://directory.doabooks.org/handle/20.500.12854/94289 2034 01 DE-Rt2 https://directory.doabooks.org/handle/20.500.12854/94289 2037 01 DE-747 https://directory.doabooks.org/handle/20.500.12854/94289 2050 01 DE-Zi4 https://directory.doabooks.org/handle/20.500.12854/94289 2108 01 DE-991 https://directory.doabooks.org/handle/20.500.12854/94289 2403 01 DE-LFER https://directory.doabooks.org/handle/20.500.12854/94289 31 01 0027 00 E-Book Open Access 132 01 0959 00 EBooks DOAB Open Access 20 01 0084 OLR-DOAB 22 01 0018 OLR-ZDB-94-OAB 23 01 0830 olr-doab 24 01 0008 OLR-doab 24 01 0008 olr-frei 30 01 0104 OLR-OAB 31 01 0027 OLR-DOAB 39 01 0547 OLR-ZDB-94-OAB 39 01 0547 LF 40 01 0007 OLR-DOAB 60 01 0705 OPENAccess 63 01 3401 E-Books LF GBV-DOAB 65 01 0003 OLR-DOAB 70 01 0089 OLR-DOAB-OA 72 01 0035 OLR-ZDB-94-OAB 90 01 3090 OLR-HILoapen 91 01 3091 OLR-DOAB 92 01 0033 OLR-Open Access DOAB 95 01 3095 OLR-OAB 105 01 0841 OLR-OAB 110 01 3110 OLR-DOAB 130 01 0700 OLR-DOAB 131 01 3131 OLR-OA-DOAB 132 01 0959 OLR-OAB 136 01 3526 OLR-DOAB 147 01 3528 OLR-DOAB 161 01 0960 OLR-DOAB 213 01 0551 OLR-DOAB 230 01 0552 OLR-DOAB 285 01 0517 OLR-DOAB 293 01 3293 OLR-DOAB 370 01 4370 OLR-FREE 370 01 4370 olr-ebook ZDB-94-OAB 635 01 3635 OLR-DOAB 808 01 4808 OLR-DOAB |
| allfieldsGer |
9781003337232 978-1-003-33723-2 9781000794311 978-1-000-79431-1 9788770226646 978-87-7022-664-6 20.500.12854/94289 hdl (DE-627)1832231356 (DE-599)KEP083960767 (OCoLC)1366335666 (DOAB)94289 (EBP)083960767 DE-627 ger DE-627 rda und MBP bicssc PHDY bicssc TJK bicssc Artificial Intelligence for Digitising Industry - Applications [Erscheinungsort nicht ermittelbar] Taylor & Francis 2021 1 Online-Ressource (430 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star This book provides in-depth insights into use cases implementing artificial intelligence (AI) applications at the edge. It covers new ideas, concepts, research, and innovation to enable the development and deployment of AI, the industrial internet of things (IIoT), edge computing, and digital twin technologies in industrial environments. The work is based on the research results and activities of the AI4DI project, including an overview of industrial use cases, research, technological innovation, validation, and deployment. This book's sections build on the research, development, and innovative ideas elaborated for applications in five industries: automotive, semiconductor, industrial machinery, food and beverage, and transportation. The articles included under each of these five industrial sectors discuss AI-based methods, techniques, models, algorithms, and supporting technologies, such as IIoT, edge computing, digital twins, collaborative robots, silicon-born AI circuit concepts, neuromorphic architectures, and augmented intelligence, that are anticipating the development of Industry 5.0. Automotive applications cover use cases addressing AI-based solutions for inbound logistics and assembly process optimisation, autonomous reconfigurable battery systems, virtual AI training platforms for robot learning, autonomous mobile robotic agents, and predictive maintenance for machines on the level of a digital twin. AI-based technologies and applications in the semiconductor manufacturing industry address use cases related to AI-based failure modes and effects analysis assistants, neural networks for predicting critical 3D dimensions in MEMS inertial sensors, machine vision systems developed in the wafer inspection production line, semiconductor wafer fault classifications, automatic inspection of scanning electron microscope cross-section images for technology verification, anomaly detection on wire bond process trace data, and optical inspection. The use cases presented for machinery and industrial equipment industry applications cover topics related to wood machinery, with the perception of the surrounding environment and intelligent robot applications. AI, IIoT, and robotics solutions are highlighted for the food and beverage industry, presenting use cases addressing novel AI-based environmental monitoring; autonomous environment-aware, quality control systems for Champagne production; and production process optimisation and predictive maintenance for soybeans manufacturing. For the transportation sector, the use cases presented cover the mobility-as-a-service development of AI-based fleet management for supporting multimodal transport. This book highlights the significant technological challenges that AI application developments in industrial sectors are facing, presenting several research challenges and open issues that should guide future development for evolution towards an environment-friendly Industry 5.0. The challenges presented for AI-based applications in industrial environments include issues related to complexity, multidisciplinary and heterogeneity, convergence of AI with other technologies, energy consumption and efficiency, knowledge acquisition, reasoning with limited data, fusion of heterogeneous data, availability of reliable data sets, verification, validation, and testing for decision-making processes Creative Commons by-nc/4.0 cc English Health systems & services Energy Communications engineering / telecommunications Vermesan, Ovidiu herausgeberin edt https://directory.doabooks.org/handle/20.500.12854/94289 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4258545201 00 5:LIZFREI --%%-- --%%-- --%%-- k 01-02-23 20 01 0084 4259694944 OLR-DOAB z 01-02-23 22 01 0018 4258871575 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 01-02-23 23 01 0830 4259357433 olr-doab f z 01-02-23 24 01 0008 4260343378 OLR-doab z 01-02-23 30 01 0104 4259856138 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 01-02-23 31 01 0027 4259032127 OLR-DOAB z 01-02-23 39 01 0547 4260018701 OLR-ZDB-94-OAB ke 01-02-23 40 01 0007 4258711004 OLR-DOAB xsn 01-02-23 60 01 0705 427634865X OPENAccess Vervielfältigungen (z.B. 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Open Access z 01-02-23 130 01 0700 4260695754 OLR-DOAB z 01-02-23 131 01 3131 4466753423 OLR-OA-DOAB Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers. z 23-01-24 132 01 0959 4256146733 OLR-OAB Open Access x 31-01-23 136 01 3526 4257932295 OLR-DOAB z 01-02-23 147 01 3528 4261402491 OLR-DOAB frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 161 01 0960 4255727910 OLR-DOAB DOAB Directory of Open Access Books z 31-01-23 213 01 0551 4257362014 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 230 01 0552 4257621907 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 283 01 3283 4258384631 Vervielfältigungen (z.B. 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Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 11-04-24 808 01 4808 4259533908 OLR-DOAB DOAB Directory of Open Access Books zg 01-02-23 2011 01 DE-16 4254552734 00 --%%-- --%%-- --%%-- --%%-- l01 29-01-23 2014 01 DE-90 4254840543 00 --%%-- --%%-- --%%-- --%%-- l01 30-01-23 2018 01 DE-31 4254552742 00 --%%-- --%%-- --%%-- n Der Zugriff ist kostenfrei möglich. l01 29-01-23 2034 01 DE-Rt2 4254552750 00 --%%-- eBook n n frei zugänglich l01 29-01-23 2037 01 DE-747 4344050665 00 --%%-- eBook OAPEN Foundation OpenAccess --%%-- n Im Internet frei verfügbar l01 27-06-23 2050 01 DE-Zi4 4254840551 00 --%%-- --%%-- --%%-- n Elektronischer Volltext - Open Access l01 30-01-23 2108 01 DE-991 4254552769 00 --%%-- eBook DOAB --%%-- n Elektronischer Volltext - Campuslizenz l01 29-01-23 2403 01 DE-LFER 425484056X 00 --%%-- --%%-- n --%%-- l01 30-01-23 20 01 0084 https://directory.doabooks.org/handle/20.500.12854/94289 22 01 0018 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/94289 23 01 0830 https://directory.doabooks.org/handle/20.500.12854/94289 24 01 0008 https://directory.doabooks.org/handle/20.500.12854/94289 30 01 0104 https://directory.doabooks.org/handle/20.500.12854/94289 31 01 0027 https://directory.doabooks.org/handle/20.500.12854/94289 40 01 0007 Volltext, Open Access https://directory.doabooks.org/handle/20.500.12854/94289 60 01 0705 https://directory.doabooks.org/handle/20.500.12854/94289 63 01 3401 E-Book https://directory.doabooks.org/handle/20.500.12854/94289 65 01 0003 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal 70 01 0089 https://directory.doabooks.org/handle/20.500.12854/94289 72 01 0035 https://directory.doabooks.org/handle/20.500.12854/94289 90 01 3090 https://directory.doabooks.org/handle/20.500.12854/94289 91 01 3091 https://directory.doabooks.org/handle/20.500.12854/94289 92 01 0033 https://directory.doabooks.org/handle/20.500.12854/94289 95 01 3095 https://directory.doabooks.org/handle/20.500.12854/94289 105 01 0841 https://directory.doabooks.org/handle/20.500.12854/94289 110 01 3110 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 130 01 0700 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 131 01 3131 https://directory.doabooks.org/handle/20.500.12854/94289 132 01 0959 https://directory.doabooks.org/handle/20.500.12854/94289 136 01 3526 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 147 01 3528 https://directory.doabooks.org/handle/20.500.12854/94289 161 01 0960 https://directory.doabooks.org/handle/20.500.12854/94289 LF 213 01 0551 https://directory.doabooks.org/handle/20.500.12854/94289 230 01 0552 https://directory.doabooks.org/handle/20.500.12854/94289 283 01 3283 https://directory.doabooks.org/handle/20.500.12854/94289 285 01 0517 Open Access https://directory.doabooks.org/handle/20.500.12854/94289 293 01 3293 https://directory.doabooks.org/handle/20.500.12854/94289 LF 370 01 4370 https://directory.doabooks.org/handle/20.500.12854/94289 635 01 3635 https://directory.doabooks.org/handle/20.500.12854/94289 808 01 4808 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/94289 2011 01 DE-16 https://directory.doabooks.org/handle/20.500.12854/94289 2014 01 DE-90 Volltext frei verfügbar https://directory.doabooks.org/handle/20.500.12854/94289 2034 01 DE-Rt2 https://directory.doabooks.org/handle/20.500.12854/94289 2037 01 DE-747 https://directory.doabooks.org/handle/20.500.12854/94289 2050 01 DE-Zi4 https://directory.doabooks.org/handle/20.500.12854/94289 2108 01 DE-991 https://directory.doabooks.org/handle/20.500.12854/94289 2403 01 DE-LFER https://directory.doabooks.org/handle/20.500.12854/94289 31 01 0027 00 E-Book Open Access 132 01 0959 00 EBooks DOAB Open Access 20 01 0084 OLR-DOAB 22 01 0018 OLR-ZDB-94-OAB 23 01 0830 olr-doab 24 01 0008 OLR-doab 24 01 0008 olr-frei 30 01 0104 OLR-OAB 31 01 0027 OLR-DOAB 39 01 0547 OLR-ZDB-94-OAB 39 01 0547 LF 40 01 0007 OLR-DOAB 60 01 0705 OPENAccess 63 01 3401 E-Books LF GBV-DOAB 65 01 0003 OLR-DOAB 70 01 0089 OLR-DOAB-OA 72 01 0035 OLR-ZDB-94-OAB 90 01 3090 OLR-HILoapen 91 01 3091 OLR-DOAB 92 01 0033 OLR-Open Access DOAB 95 01 3095 OLR-OAB 105 01 0841 OLR-OAB 110 01 3110 OLR-DOAB 130 01 0700 OLR-DOAB 131 01 3131 OLR-OA-DOAB 132 01 0959 OLR-OAB 136 01 3526 OLR-DOAB 147 01 3528 OLR-DOAB 161 01 0960 OLR-DOAB 213 01 0551 OLR-DOAB 230 01 0552 OLR-DOAB 285 01 0517 OLR-DOAB 293 01 3293 OLR-DOAB 370 01 4370 OLR-FREE 370 01 4370 olr-ebook ZDB-94-OAB 635 01 3635 OLR-DOAB 808 01 4808 OLR-DOAB |
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9781003337232 978-1-003-33723-2 9781000794311 978-1-000-79431-1 9788770226646 978-87-7022-664-6 20.500.12854/94289 hdl (DE-627)1832231356 (DE-599)KEP083960767 (OCoLC)1366335666 (DOAB)94289 (EBP)083960767 DE-627 ger DE-627 rda und MBP bicssc PHDY bicssc TJK bicssc Artificial Intelligence for Digitising Industry - Applications [Erscheinungsort nicht ermittelbar] Taylor & Francis 2021 1 Online-Ressource (430 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star This book provides in-depth insights into use cases implementing artificial intelligence (AI) applications at the edge. It covers new ideas, concepts, research, and innovation to enable the development and deployment of AI, the industrial internet of things (IIoT), edge computing, and digital twin technologies in industrial environments. The work is based on the research results and activities of the AI4DI project, including an overview of industrial use cases, research, technological innovation, validation, and deployment. This book's sections build on the research, development, and innovative ideas elaborated for applications in five industries: automotive, semiconductor, industrial machinery, food and beverage, and transportation. The articles included under each of these five industrial sectors discuss AI-based methods, techniques, models, algorithms, and supporting technologies, such as IIoT, edge computing, digital twins, collaborative robots, silicon-born AI circuit concepts, neuromorphic architectures, and augmented intelligence, that are anticipating the development of Industry 5.0. Automotive applications cover use cases addressing AI-based solutions for inbound logistics and assembly process optimisation, autonomous reconfigurable battery systems, virtual AI training platforms for robot learning, autonomous mobile robotic agents, and predictive maintenance for machines on the level of a digital twin. AI-based technologies and applications in the semiconductor manufacturing industry address use cases related to AI-based failure modes and effects analysis assistants, neural networks for predicting critical 3D dimensions in MEMS inertial sensors, machine vision systems developed in the wafer inspection production line, semiconductor wafer fault classifications, automatic inspection of scanning electron microscope cross-section images for technology verification, anomaly detection on wire bond process trace data, and optical inspection. The use cases presented for machinery and industrial equipment industry applications cover topics related to wood machinery, with the perception of the surrounding environment and intelligent robot applications. AI, IIoT, and robotics solutions are highlighted for the food and beverage industry, presenting use cases addressing novel AI-based environmental monitoring; autonomous environment-aware, quality control systems for Champagne production; and production process optimisation and predictive maintenance for soybeans manufacturing. For the transportation sector, the use cases presented cover the mobility-as-a-service development of AI-based fleet management for supporting multimodal transport. This book highlights the significant technological challenges that AI application developments in industrial sectors are facing, presenting several research challenges and open issues that should guide future development for evolution towards an environment-friendly Industry 5.0. The challenges presented for AI-based applications in industrial environments include issues related to complexity, multidisciplinary and heterogeneity, convergence of AI with other technologies, energy consumption and efficiency, knowledge acquisition, reasoning with limited data, fusion of heterogeneous data, availability of reliable data sets, verification, validation, and testing for decision-making processes Creative Commons by-nc/4.0 cc English Health systems & services Energy Communications engineering / telecommunications Vermesan, Ovidiu herausgeberin edt https://directory.doabooks.org/handle/20.500.12854/94289 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4258545201 00 5:LIZFREI --%%-- --%%-- --%%-- k 01-02-23 20 01 0084 4259694944 OLR-DOAB z 01-02-23 22 01 0018 4258871575 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 01-02-23 23 01 0830 4259357433 olr-doab f z 01-02-23 24 01 0008 4260343378 OLR-doab z 01-02-23 30 01 0104 4259856138 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 01-02-23 31 01 0027 4259032127 OLR-DOAB z 01-02-23 39 01 0547 4260018701 OLR-ZDB-94-OAB ke 01-02-23 40 01 0007 4258711004 OLR-DOAB xsn 01-02-23 60 01 0705 427634865X OPENAccess Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung z 24-02-23 63 01 3401 4261029170 E-Books LF GBV-DOAB z 01-02-23 65 01 0003 4261225069 OLR-DOAB Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden! z 01-02-23 70 01 0089 4259192701 OLR-DOAB-OA DOAB Directory of Open Access Books z 01-02-23 72 01 0035 4256332901 OLR-ZDB-94-OAB DOAB Directory of Open Access Books z 31-01-23 90 01 3090 4260180533 OLR-HILoapen z 01-02-23 91 01 3091 4256669949 OLR-DOAB DOAB Directory of Open Access Books z 01-02-23 92 01 0033 4258223921 OLR-Open Access DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. z 01-02-23 95 01 3095 4342614030 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 23-06-23 105 01 0841 4261575159 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-02-23 110 01 3110 4260507214 OLR-DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. 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code="a">GBV_ILN_2050</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">ISIL_DE-Zi4</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">GBV_ILN_2108</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">ISIL_DE-991</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">GBV_ILN_2403</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">ISIL_DE-LFER</subfield></datafield><datafield tag="951" ind1=" " ind2=" "><subfield code="a">BO</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">11</subfield><subfield code="1">01</subfield><subfield code="x">0001</subfield><subfield code="b">4258545201</subfield><subfield code="c">00</subfield><subfield code="f">5:LIZFREI</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">k</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">20</subfield><subfield code="1">01</subfield><subfield code="x">0084</subfield><subfield code="b">4259694944</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="b">4258871575</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zu</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield code="1">01</subfield><subfield code="x">0830</subfield><subfield code="b">4259357433</subfield><subfield code="h">olr-doab</subfield><subfield code="u">f</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="b">4260343378</subfield><subfield code="h">OLR-doab</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="b">4259856138</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Open Access, Directory of Open Access Books (DOAB)</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="b">4259032127</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">39</subfield><subfield code="1">01</subfield><subfield code="x">0547</subfield><subfield code="b">4260018701</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="y">ke</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield code="x">0007</subfield><subfield code="b">4258711004</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">xsn</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">60</subfield><subfield code="1">01</subfield><subfield code="x">0705</subfield><subfield code="b">427634865X</subfield><subfield code="h">OPENAccess</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots.</subfield><subfield code="k">Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung</subfield><subfield code="y">z</subfield><subfield code="z">24-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">63</subfield><subfield code="1">01</subfield><subfield code="x">3401</subfield><subfield code="b">4261029170</subfield><subfield code="h">E-Books LF GBV-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="b">4261225069</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden!</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">70</subfield><subfield code="1">01</subfield><subfield code="x">0089</subfield><subfield code="b">4259192701</subfield><subfield code="h">OLR-DOAB-OA</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">72</subfield><subfield code="1">01</subfield><subfield code="x">0035</subfield><subfield code="b">4256332901</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">90</subfield><subfield code="1">01</subfield><subfield code="x">3090</subfield><subfield code="b">4260180533</subfield><subfield code="h">OLR-HILoapen</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">91</subfield><subfield code="1">01</subfield><subfield code="x">3091</subfield><subfield code="b">4256669949</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">92</subfield><subfield code="1">01</subfield><subfield code="x">0033</subfield><subfield code="b">4258223921</subfield><subfield code="h">OLR-Open Access DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">95</subfield><subfield code="1">01</subfield><subfield code="x">3095</subfield><subfield code="b">4342614030</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">23-06-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">105</subfield><subfield code="1">01</subfield><subfield code="x">0841</subfield><subfield code="b">4261575159</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">110</subfield><subfield code="1">01</subfield><subfield code="x">3110</subfield><subfield code="b">4260507214</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="k">Open Access</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">130</subfield><subfield code="1">01</subfield><subfield code="x">0700</subfield><subfield code="b">4260695754</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">131</subfield><subfield code="1">01</subfield><subfield code="x">3131</subfield><subfield code="b">4466753423</subfield><subfield code="h">OLR-OA-DOAB</subfield><subfield code="k">Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers.</subfield><subfield code="y">z</subfield><subfield code="z">23-01-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">132</subfield><subfield code="1">01</subfield><subfield code="x">0959</subfield><subfield code="b">4256146733</subfield><subfield code="h">OLR-OAB</subfield><subfield code="u">Open Access</subfield><subfield code="y">x</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">136</subfield><subfield code="1">01</subfield><subfield code="x">3526</subfield><subfield code="b">4257932295</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">147</subfield><subfield code="1">01</subfield><subfield code="x">3528</subfield><subfield code="b">4261402491</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">161</subfield><subfield code="1">01</subfield><subfield code="x">0960</subfield><subfield code="b">4255727910</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">213</subfield><subfield code="1">01</subfield><subfield code="x">0551</subfield><subfield code="b">4257362014</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">230</subfield><subfield code="1">01</subfield><subfield code="x">0552</subfield><subfield code="b">4257621907</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">283</subfield><subfield code="1">01</subfield><subfield code="x">3283</subfield><subfield code="b">4258384631</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">285</subfield><subfield code="1">01</subfield><subfield code="x">0517</subfield><subfield code="b">4260861069</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">293</subfield><subfield code="1">01</subfield><subfield code="x">3293</subfield><subfield code="b">4255985103</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">370</subfield><subfield code="1">01</subfield><subfield code="x">4370</subfield><subfield code="b">4257007036</subfield><subfield code="h">OLR-FREE</subfield><subfield code="k">Kostenloser Zugriff</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">635</subfield><subfield code="1">01</subfield><subfield code="x">3635</subfield><subfield code="b">4510342365</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">11-04-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">808</subfield><subfield code="1">01</subfield><subfield code="x">4808</subfield><subfield code="b">4259533908</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zg</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2011</subfield><subfield code="1">01</subfield><subfield code="x">DE-16</subfield><subfield code="b">4254552734</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2014</subfield><subfield code="1">01</subfield><subfield code="x">DE-90</subfield><subfield code="b">4254840543</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">30-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2018</subfield><subfield code="1">01</subfield><subfield code="x">DE-31</subfield><subfield code="b">4254552742</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Der Zugriff ist kostenfrei möglich.</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2034</subfield><subfield code="1">01</subfield><subfield code="x">DE-Rt2</subfield><subfield code="b">4254552750</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook</subfield><subfield code="e">n</subfield><subfield code="j">n</subfield><subfield code="k">frei zugänglich</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2037</subfield><subfield code="1">01</subfield><subfield code="x">DE-747</subfield><subfield code="b">4344050665</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook OAPEN Foundation OpenAccess</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Im Internet frei verfügbar</subfield><subfield code="y">l01</subfield><subfield code="z">27-06-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2050</subfield><subfield code="1">01</subfield><subfield code="x">DE-Zi4</subfield><subfield code="b">4254840551</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Open Access</subfield><subfield code="y">l01</subfield><subfield code="z">30-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2108</subfield><subfield code="1">01</subfield><subfield code="x">DE-991</subfield><subfield code="b">4254552769</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook DOAB</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Campuslizenz</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2403</subfield><subfield code="1">01</subfield><subfield code="x">DE-LFER</subfield><subfield code="b">425484056X</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">n</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">30-01-23</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">20</subfield><subfield code="1">01</subfield><subfield code="x">0084</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/94289</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="y">Volltextzugang</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/94289</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield 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Artificial Intelligence for Digitising Industry - Applications |
| abstract |
This book provides in-depth insights into use cases implementing artificial intelligence (AI) applications at the edge. It covers new ideas, concepts, research, and innovation to enable the development and deployment of AI, the industrial internet of things (IIoT), edge computing, and digital twin technologies in industrial environments. The work is based on the research results and activities of the AI4DI project, including an overview of industrial use cases, research, technological innovation, validation, and deployment. This book's sections build on the research, development, and innovative ideas elaborated for applications in five industries: automotive, semiconductor, industrial machinery, food and beverage, and transportation. The articles included under each of these five industrial sectors discuss AI-based methods, techniques, models, algorithms, and supporting technologies, such as IIoT, edge computing, digital twins, collaborative robots, silicon-born AI circuit concepts, neuromorphic architectures, and augmented intelligence, that are anticipating the development of Industry 5.0. Automotive applications cover use cases addressing AI-based solutions for inbound logistics and assembly process optimisation, autonomous reconfigurable battery systems, virtual AI training platforms for robot learning, autonomous mobile robotic agents, and predictive maintenance for machines on the level of a digital twin. AI-based technologies and applications in the semiconductor manufacturing industry address use cases related to AI-based failure modes and effects analysis assistants, neural networks for predicting critical 3D dimensions in MEMS inertial sensors, machine vision systems developed in the wafer inspection production line, semiconductor wafer fault classifications, automatic inspection of scanning electron microscope cross-section images for technology verification, anomaly detection on wire bond process trace data, and optical inspection. The use cases presented for machinery and industrial equipment industry applications cover topics related to wood machinery, with the perception of the surrounding environment and intelligent robot applications. AI, IIoT, and robotics solutions are highlighted for the food and beverage industry, presenting use cases addressing novel AI-based environmental monitoring; autonomous environment-aware, quality control systems for Champagne production; and production process optimisation and predictive maintenance for soybeans manufacturing. For the transportation sector, the use cases presented cover the mobility-as-a-service development of AI-based fleet management for supporting multimodal transport. This book highlights the significant technological challenges that AI application developments in industrial sectors are facing, presenting several research challenges and open issues that should guide future development for evolution towards an environment-friendly Industry 5.0. The challenges presented for AI-based applications in industrial environments include issues related to complexity, multidisciplinary and heterogeneity, convergence of AI with other technologies, energy consumption and efficiency, knowledge acquisition, reasoning with limited data, fusion of heterogeneous data, availability of reliable data sets, verification, validation, and testing for decision-making processes |
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This book provides in-depth insights into use cases implementing artificial intelligence (AI) applications at the edge. It covers new ideas, concepts, research, and innovation to enable the development and deployment of AI, the industrial internet of things (IIoT), edge computing, and digital twin technologies in industrial environments. The work is based on the research results and activities of the AI4DI project, including an overview of industrial use cases, research, technological innovation, validation, and deployment. This book's sections build on the research, development, and innovative ideas elaborated for applications in five industries: automotive, semiconductor, industrial machinery, food and beverage, and transportation. The articles included under each of these five industrial sectors discuss AI-based methods, techniques, models, algorithms, and supporting technologies, such as IIoT, edge computing, digital twins, collaborative robots, silicon-born AI circuit concepts, neuromorphic architectures, and augmented intelligence, that are anticipating the development of Industry 5.0. Automotive applications cover use cases addressing AI-based solutions for inbound logistics and assembly process optimisation, autonomous reconfigurable battery systems, virtual AI training platforms for robot learning, autonomous mobile robotic agents, and predictive maintenance for machines on the level of a digital twin. AI-based technologies and applications in the semiconductor manufacturing industry address use cases related to AI-based failure modes and effects analysis assistants, neural networks for predicting critical 3D dimensions in MEMS inertial sensors, machine vision systems developed in the wafer inspection production line, semiconductor wafer fault classifications, automatic inspection of scanning electron microscope cross-section images for technology verification, anomaly detection on wire bond process trace data, and optical inspection. The use cases presented for machinery and industrial equipment industry applications cover topics related to wood machinery, with the perception of the surrounding environment and intelligent robot applications. AI, IIoT, and robotics solutions are highlighted for the food and beverage industry, presenting use cases addressing novel AI-based environmental monitoring; autonomous environment-aware, quality control systems for Champagne production; and production process optimisation and predictive maintenance for soybeans manufacturing. For the transportation sector, the use cases presented cover the mobility-as-a-service development of AI-based fleet management for supporting multimodal transport. This book highlights the significant technological challenges that AI application developments in industrial sectors are facing, presenting several research challenges and open issues that should guide future development for evolution towards an environment-friendly Industry 5.0. The challenges presented for AI-based applications in industrial environments include issues related to complexity, multidisciplinary and heterogeneity, convergence of AI with other technologies, energy consumption and efficiency, knowledge acquisition, reasoning with limited data, fusion of heterogeneous data, availability of reliable data sets, verification, validation, and testing for decision-making processes |
| abstract_unstemmed |
This book provides in-depth insights into use cases implementing artificial intelligence (AI) applications at the edge. It covers new ideas, concepts, research, and innovation to enable the development and deployment of AI, the industrial internet of things (IIoT), edge computing, and digital twin technologies in industrial environments. The work is based on the research results and activities of the AI4DI project, including an overview of industrial use cases, research, technological innovation, validation, and deployment. This book's sections build on the research, development, and innovative ideas elaborated for applications in five industries: automotive, semiconductor, industrial machinery, food and beverage, and transportation. The articles included under each of these five industrial sectors discuss AI-based methods, techniques, models, algorithms, and supporting technologies, such as IIoT, edge computing, digital twins, collaborative robots, silicon-born AI circuit concepts, neuromorphic architectures, and augmented intelligence, that are anticipating the development of Industry 5.0. Automotive applications cover use cases addressing AI-based solutions for inbound logistics and assembly process optimisation, autonomous reconfigurable battery systems, virtual AI training platforms for robot learning, autonomous mobile robotic agents, and predictive maintenance for machines on the level of a digital twin. AI-based technologies and applications in the semiconductor manufacturing industry address use cases related to AI-based failure modes and effects analysis assistants, neural networks for predicting critical 3D dimensions in MEMS inertial sensors, machine vision systems developed in the wafer inspection production line, semiconductor wafer fault classifications, automatic inspection of scanning electron microscope cross-section images for technology verification, anomaly detection on wire bond process trace data, and optical inspection. The use cases presented for machinery and industrial equipment industry applications cover topics related to wood machinery, with the perception of the surrounding environment and intelligent robot applications. AI, IIoT, and robotics solutions are highlighted for the food and beverage industry, presenting use cases addressing novel AI-based environmental monitoring; autonomous environment-aware, quality control systems for Champagne production; and production process optimisation and predictive maintenance for soybeans manufacturing. For the transportation sector, the use cases presented cover the mobility-as-a-service development of AI-based fleet management for supporting multimodal transport. This book highlights the significant technological challenges that AI application developments in industrial sectors are facing, presenting several research challenges and open issues that should guide future development for evolution towards an environment-friendly Industry 5.0. The challenges presented for AI-based applications in industrial environments include issues related to complexity, multidisciplinary and heterogeneity, convergence of AI with other technologies, energy consumption and efficiency, knowledge acquisition, reasoning with limited data, fusion of heterogeneous data, availability of reliable data sets, verification, validation, and testing for decision-making processes |
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code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">20</subfield><subfield code="1">01</subfield><subfield code="x">0084</subfield><subfield code="b">4259694944</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="b">4258871575</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zu</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield code="1">01</subfield><subfield code="x">0830</subfield><subfield code="b">4259357433</subfield><subfield code="h">olr-doab</subfield><subfield code="u">f</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="b">4260343378</subfield><subfield code="h">OLR-doab</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="b">4259856138</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Open Access, Directory of Open Access Books (DOAB)</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="b">4259032127</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">39</subfield><subfield code="1">01</subfield><subfield code="x">0547</subfield><subfield code="b">4260018701</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="y">ke</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield code="x">0007</subfield><subfield code="b">4258711004</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">xsn</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">60</subfield><subfield code="1">01</subfield><subfield code="x">0705</subfield><subfield code="b">427634865X</subfield><subfield code="h">OPENAccess</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots.</subfield><subfield code="k">Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung</subfield><subfield code="y">z</subfield><subfield code="z">24-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">63</subfield><subfield code="1">01</subfield><subfield code="x">3401</subfield><subfield code="b">4261029170</subfield><subfield code="h">E-Books LF GBV-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="b">4261225069</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden!</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">70</subfield><subfield code="1">01</subfield><subfield code="x">0089</subfield><subfield code="b">4259192701</subfield><subfield code="h">OLR-DOAB-OA</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">72</subfield><subfield code="1">01</subfield><subfield code="x">0035</subfield><subfield code="b">4256332901</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">90</subfield><subfield code="1">01</subfield><subfield code="x">3090</subfield><subfield code="b">4260180533</subfield><subfield code="h">OLR-HILoapen</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">91</subfield><subfield code="1">01</subfield><subfield code="x">3091</subfield><subfield code="b">4256669949</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">92</subfield><subfield code="1">01</subfield><subfield code="x">0033</subfield><subfield code="b">4258223921</subfield><subfield code="h">OLR-Open Access DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">95</subfield><subfield code="1">01</subfield><subfield code="x">3095</subfield><subfield code="b">4342614030</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">23-06-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">105</subfield><subfield code="1">01</subfield><subfield code="x">0841</subfield><subfield code="b">4261575159</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">110</subfield><subfield code="1">01</subfield><subfield code="x">3110</subfield><subfield code="b">4260507214</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="k">Open Access</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">130</subfield><subfield code="1">01</subfield><subfield code="x">0700</subfield><subfield code="b">4260695754</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">131</subfield><subfield code="1">01</subfield><subfield code="x">3131</subfield><subfield code="b">4466753423</subfield><subfield code="h">OLR-OA-DOAB</subfield><subfield code="k">Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers.</subfield><subfield code="y">z</subfield><subfield code="z">23-01-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">132</subfield><subfield code="1">01</subfield><subfield code="x">0959</subfield><subfield code="b">4256146733</subfield><subfield code="h">OLR-OAB</subfield><subfield code="u">Open Access</subfield><subfield code="y">x</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">136</subfield><subfield code="1">01</subfield><subfield code="x">3526</subfield><subfield code="b">4257932295</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">147</subfield><subfield code="1">01</subfield><subfield code="x">3528</subfield><subfield code="b">4261402491</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">161</subfield><subfield code="1">01</subfield><subfield code="x">0960</subfield><subfield code="b">4255727910</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">213</subfield><subfield code="1">01</subfield><subfield code="x">0551</subfield><subfield code="b">4257362014</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">230</subfield><subfield code="1">01</subfield><subfield code="x">0552</subfield><subfield code="b">4257621907</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">283</subfield><subfield code="1">01</subfield><subfield code="x">3283</subfield><subfield code="b">4258384631</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">285</subfield><subfield code="1">01</subfield><subfield code="x">0517</subfield><subfield code="b">4260861069</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">293</subfield><subfield code="1">01</subfield><subfield code="x">3293</subfield><subfield code="b">4255985103</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">370</subfield><subfield code="1">01</subfield><subfield code="x">4370</subfield><subfield code="b">4257007036</subfield><subfield code="h">OLR-FREE</subfield><subfield code="k">Kostenloser Zugriff</subfield><subfield code="y">z</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">635</subfield><subfield code="1">01</subfield><subfield code="x">3635</subfield><subfield code="b">4510342365</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">11-04-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">808</subfield><subfield code="1">01</subfield><subfield code="x">4808</subfield><subfield code="b">4259533908</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zg</subfield><subfield code="z">01-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2011</subfield><subfield code="1">01</subfield><subfield code="x">DE-16</subfield><subfield code="b">4254552734</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2014</subfield><subfield code="1">01</subfield><subfield code="x">DE-90</subfield><subfield code="b">4254840543</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">30-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2018</subfield><subfield code="1">01</subfield><subfield code="x">DE-31</subfield><subfield code="b">4254552742</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Der Zugriff ist kostenfrei möglich.</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2034</subfield><subfield code="1">01</subfield><subfield code="x">DE-Rt2</subfield><subfield code="b">4254552750</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook</subfield><subfield code="e">n</subfield><subfield code="j">n</subfield><subfield code="k">frei zugänglich</subfield><subfield code="y">l01</subfield><subfield code="z">29-01-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2037</subfield><subfield code="1">01</subfield><subfield code="x">DE-747</subfield><subfield code="b">4344050665</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook OAPEN Foundation OpenAccess</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Im Internet frei verfügbar</subfield><subfield code="y">l01</subfield><subfield code="z">27-06-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2050</subfield><subfield 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