Title 3D imaging -- multidimensional signal processing and deep learning : images, augmented reality and information technologies. Volume 1 / Srikanta Patnaik, Roumen Kountchev, Yonghang Tai, Roumiana Kountcheva, editors

Published Singapore : Springer, 2023

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Description 1 online resource (297 p.) Series Smart Innovation, Systems and Technologies ; v. 349 Smart innovation, systems, and technologies ; 349. Contents Intro -- Preface -- Contents -- About the Editors -- 1 A Review of Temporal Network Analysis and Applications -- 1.1 Introduction -- 1.2 Modeling and Representations of Temporal Networks -- 1.3 Structural Properties and Statistical Characteristics -- 1.3.1 Temporal Motifs and Community Structures -- 1.3.2 Paths and Distances -- 1.3.3 Centrality Metrics -- 1.4 Application Analysis -- 1.4.1 Important Node Analysis -- 1.4.2 Link Prediction -- 1.4.3 Community Segmentation -- 1.4.4 Influence Maximization -- 1.4.5 Analysis Tools -- 1.5 The Future Outlook -- References 2 A Knowledge Representation Method for Hierarchical Diagnosis Decision-Making Under Uncertain Conditions -- 2.1 Introduction -- 2.2 Hierarchical Diagnosis Decision-Making Knowledge Classification -- 2.3 Hierarchical Diagnosis Decision-Making Knowledge Ontology Modeling -- 2.3.1 Hierarchical Diagnosis Decision-Making Knowledge Representation Model -- 2.3.2 Hierarchical Diagnosis Decision-Making Knowledge Representation Model -- 2.4 The Semantic Level of Hierarchical Diagnosis Decision-Making and Its Knowledge Relevance -- 2.4.1 Device Domain Ontology Semantics and Their Relationships 2.4.2 Process Domain Ontology Semantics and Their Relationships -- 2.4.3 Diagnostic Domain Ontology Semantics and Their Relationships -- 2.4.4 Maintenance Decision Domain Ontology Semantics and Their Relationships -- 2.5 Conclusions -- References -- 3 Research and Implementation of Hybrid Storage Method for Multi-source Heterogeneous Data of Electric Distribution Network -- 3.1 Introduction -- 3.2 Related Work -- 3.3 Research on the Method of Hybrid Storage Method for Multi-source Heterogeneous Data of Electric Distribution Network -- 3.3.1 Characteristics of Electric Distribution Network Data 3.3.2 Hybrid Storage Method for Multi-source Heterogeneous Data of Electric Distribution Network -- 3.4 Implementation of the Method of Hybrid Storage for Multi-source Heterogeneous Data of Electric Distribution Network -- 3.4.1 Design of Hybrid Storage Framework for Power Distribution Data -- 3.4.2 Implementation of Hybrid Storage Management System for Power Distribution Data -- 3.5 Application Results -- References -- 4 Research on Measuring Method of Ball Indentation Based on MATLAB Image Edge Detection -- 4.1 Introduction -- 4.2 Indentation Measurement -- 4.3 Edge Detection 4.4 Technical Scheme -- 4.4.1 Measurement Steps and Methods -- 4.4.2 Simulation Result -- 4.5 Concluding Remarks -- References -- 5 Multi-feature Extraction of Mineral Zone of Tabling Through Deep Semantic Segmentation -- 5.1 Introduction -- 5.2 Process and Method -- 5.2.1 Acquisition and Production of Datasets -- 5.2.2 Construction of Deep Segmentation Model -- 5.2.3 Training Results of Deep Segmentation Model -- 5.2.4 Evaluation of Prediction Results of Deep Semantic Segmentation Model -- 5.3 Multi-scale Geometric Feature Characterization and Extraction of Mineral Zone Summary This book presents high-quality research in the field of 3D imaging technology. The fourth edition of International Conference on 3D Imaging Technology (3DDIT-MSP&DL) continues the good traditions already established by the first three editions of the conference to provide a wide scientific forum for researchers, academia, and practitioners to exchange newest ideas and recent achievements in all aspects of image processing and analysis, together with their contemporary applications. The conference proceedings are published in two volumes. The main topics of the papers comprise famous trends as: 3D image representation, 3D image technology, 3D images and graphics, and computing and 3D information technology. In these proceedings, special attention is paid at the 3D tensor image representation, the 3D content generation technologies, big data analysis, and also deep learning, artificial intelligence, the 3D image analysis and video understanding, the 3D virtual and augmented reality, and many related areas. The first volume contains papers in 3D image processing, transforms, and technologies. The second volume is about computing and information technologies, computer images and graphics and related applications. The two volumes of the book cover a wide area of the aspects of the contemporary multidimensional imaging and the related future trends from data acquisition to real-world applications based on various techniques and theoretical approaches Notes 5.3.1 Multi-scale Feature Representation of Minera Zone Includes index Online resource; title from PDF title page (SpringerLink, viewed May 12, 2023) Subject Three-dimensional imaging -- Congresses Signal processing -- Congresses Deep learning (Machine learning) -- Congresses Deep learning (Machine learning) Signal processing Three-dimensional imaging Genre/Form proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Patnaik, Srikanta. Kountchev, Roumen. Tai, Yonghang Kountcheva, Roumiana ISBN 9789819912308 981991230X

Other Titles 3D IT-MSP&DL

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