| Description |
1 online resource (xx, 740 pages) : illustrations (chiefly color) |
| Series |
Lecture notes in networks and systems, 2367-3389 ; volume 546 |
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Lecture notes in networks and systems ; v. 546. 2367-3389
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| Contents |
Intro -- Preface -- 6th International Conference on System-Integrated Intelligence (SysInt2022) -- General Chair -- Organizing Committee -- International Scientific Committee -- Technical Program Chairs -- Track and Special Session Chairs -- Organizers -- Sponsors -- Contents -- Artificial Intelligence -- Towards Challenges and Proposals for Integrating and Using Machine Learning Methods in Production Environments -- 1 Introduction -- 1.1 Motivation -- 2 General Overview -- 3 Identified Challenges and Proposals -- 3.1 Social Challenges and Human Factors -- 3.2 Sensors and Data Sources |
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3.3 Computational and Processing Capacity -- 3.4 Software Dependencies -- 3.5 Model Availability and System Failures -- 3.6 Adaptation of Business Processes and Model Adjustments -- 4 Summary and Conclusion -- References -- Autonomous Driving Based on Imitation and Active Inference -- 1 Introduction -- 2 Proposed Framework -- 2.1 Offline Learning Phase -- 2.2 Online Learning Phase -- 3 Experimental Evaluation -- 3.1 Offline Learning Phase -- 3.2 Online Learning Phase -- 4 Conclusion -- References -- Machine Learning Based Reconstruction of Process Forces -- 1 Introduction -- 2 Methods |
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2.1 Experimental Setup -- 2.2 Data Preprocessing -- 2.3 Algorithms and Model Training -- 3 Results -- 3.1 Data Complexity -- 3.2 Generalizability -- 3.3 Comparing MILLTAP700 and HSC30 -- 4 Summary and Conclusion -- References -- A Novel Rule-Based Modeling and Control Approach for the Optimization of Complex Water Distribution Networks -- 1 Introduction -- 2 Related Work -- 3 Rule Based Control -- 3.1 Modeling -- 3.2 Control -- 4 Results -- 5 Discussion -- References -- Graph-Based Segmentation and Markov Random Field for Covid-19 Infection in Lung CT Volumes -- 1 Introduction |
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2 Materials and Methods -- 2.1 Overview -- 2.2 Dataset -- 2.3 Lung Masking and Region Segmentation -- 2.4 Parametric Model Fitting -- 2.5 Markov Random Field Modelling -- 3 Results -- 4 Conclusion -- References -- Image Based Classification of Methods-Time Measurement Operations in Assembly Using Recurrent Neuronal Networks -- 1 Introduction -- 2 Classification of Assembly Operations -- 3 Experimental Design and Data Analysis -- 3.1 Architecture of the Neuronal Network -- 3.2 Analysis of the Data Set -- 3.3 Data Processing -- 4 Results -- 5 Summary -- References |
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Pervasive and Ubiquitous Intelligence -- FPGA-Based Road Crack Detection Using Deep Learning -- 1 Introduction -- 2 Dataset and Crack Detection Network Architecture -- 3 FPGA Implementation and Deployment -- 3.1 Implementation Results -- 4 Performance Analysis -- 4.1 Detection Accuracy -- 4.2 Throughput and Energy Efficiency -- 5 Conclusion -- References -- Simple Non Regressive Informed Machine Learning Model for Prescriptive Maintenance of Track Circuits in a Subway Environment -- 1 Introduction -- 2 Problem Formalization and Available Data -- 3 Simple Non Regressive Informed Data Driven Model |
| Summary |
This book reports on cutting-edge research and developments focusing on integrating intelligent functionalities into materials, components, systems and products. Gathering the proceedings of the 6th International Conference on System-Integrated Intelligence (SysInt 2022), held on September 7-9, in Genova, Italy, it offers a comprehensive, multidisciplinary and applied perspective on the state-of-the art and challenges in the field of intelligent, flexible and connected systems. The book covers advanced methods and applications relating to artificial, pervasive and ubiquitous intelligence, sensors, smart factory and logistics, structural health monitoring, as well as soft robotics, cognitive systems and human-machine interaction. Giving a special focus to artificial intelligence, it extensively reports on methods and algorithms for data-driven modeling, and agent-based data processing and planning. It aims at inspiring and fostering collaboration between researchers and professionals from the different fields of electrical, manufacturing and production engineering, and materials and computer sciences. |
| Notes |
International conference proceedings |
|
Includes author index |
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Online resource; title from PDF title page (SpringerLink, viewed September 15, 2022) |
| Subject |
Intelligent agents (Computer software) -- Congresses
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Computer integrated manufacturing systems -- Congresses
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Computer integrated manufacturing systems
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Intelligent agents (Computer software)
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Valle, Maurizio, editor.
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Lehmhus, Dirk, editor.
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Gianoglio, Christian, editor
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Ragusa, Edoardo, editor
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Seminara, Lucia, editor
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Bosse, Stefan, editor
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Ibrahim, Ali, editor
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Thoben, K.-D., editor.
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| ISBN |
9783031162817 |
|
3031162811 |
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