| Description |
1 online resource (717 pages) |
| Series |
Lecture notes in networks and systems, 2367-3389 ; v. 117 |
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Lecture notes in networks and systems ; v. 117.
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| Contents |
Intro -- Preface -- Contents -- Vehicle Absolute Ego-Localization from Vision, Using Only Pre-existing Geo-Referenced Panoramas -- Abstract -- 1 Introduction -- 2 Related Work -- 3 Proposed Methods -- 3.1 Offline Pre-processing and Augmentation of StreetView Panoramas -- 3.2 Method 1: Image Keypoints, BoW, and Geometry -- 3.3 Method 2: Pose Regression by Convolutional Neural Network (CNN) -- 4 Experiments and Results -- 5 Conclusions and Perspectives -- Acknowledgements -- References -- Pairwise-Constrained Deep Document Clustering -- Abstract -- 1 Introduction -- 2 Related Work |
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3 Pairwise-Constrained Deep Document Clustering -- 3.1 Choice of Deep Clustering -- 4 Experiments -- 4.1 Variants of PCD2C -- 4.2 Baselines -- 4.3 Pairwise Constraints Selection -- 4.4 Architecture and Hyperparameter -- 5 Results -- 6 Conclusion -- Acknowledgement -- References -- Data Science in Transportation -- Combining LSTM Artificial Recurrent Neural Networks and Fractal Analysis for Inventory Dynamics Prediction -- Abstract -- 1 Introduction -- 2 Related Work and Novelty -- 3 Methodological Background -- 3.1 Multilayer LSTM Neural Networks -- 3.2 Hurst Exponent -- 3.3 Correlation Dimension |
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3.4 Sample Entropy -- 4 Inventory Control Models Under Consideration -- 5 Numerical Study -- 6 Conclusions -- References -- Economic Efficiency of Data-Driven Fault Diagnosis and Prognosis Techniques in Maintenance and Repair Organizations -- Abstract -- 1 Introduction -- 2 Gaps in Economic Analysis of Data-Driven Fault Diagnosis and Prognosis -- 3 Future Development -- 3.1 Direction for the Development of Macro Approach -- 3.2 Direction for the Development of Semi-macro Approach -- 3.3 Direction for the Development of Micro Approach -- 4 Conclusion -- References |
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Methodology for Calculating ETL Indicators in the Process of Implementation of Aircraft Maintenance Information Systems -- Abstract -- 1 Introduction -- 2 The Basic Definitions of the ETL Environment -- 2.1 Description of ETL Environment -- 2.2 The Specification of ETL -- 2.3 Log Message Description and Ranking -- 3 Methodology for Calculating Quantitative and Qualitative Indicators of ETL -- 4 Conclusion -- References -- Aircraft Lifecycle Digital Twin for Defects Prediction Accuracy Improvement -- Abstract -- 1 Introduction -- 2 Predictions Methods Review (Current State) |
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3 Aircraft Operational Lifecycle Digital Twin -- 4 Conclusion and Future Research -- References -- Intellectual Environment as an Inventory Management Decision Support System for Aviation Maintenance: Methodology -- Abstract -- 1 Introduction -- 2 Methodology -- 3 Results -- 4 Discussion -- References -- Defining the Proper Model for Aviation Spare Parts Forecast -- Abstract -- 1 Introduction -- 2 Literature Review -- 3 Methodology -- 4 Simulation Results -- 5 Conclusion -- References -- Make It Flat: Multidimensional Scaling of Citywide Traffic Data -- Abstract -- 1 Introduction |
| Summary |
This book reports on cutting-edge theories and methods for analyzing complex systems, such as transportation and communication networks and discusses multi-disciplinary approaches to dependability problems encountered when dealing with complex systems in practice. The book presents the most noteworthy methods and results discussed at the International Conference on Reliability and Statistics in Transportation and Communication (RelStat), which took place in Riga, Latvia on October 16 - 19, 2019. It spans a broad spectrum of topics, from mathematical models and design methodologies, to software engineering, data security and financial issues, as well as practical problems in technical systems, such as transportation and telecommunications, and in engineering education |
| Bibliography |
Includes bibliographical references and author index |
| Notes |
2 State of the Art |
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Print version record |
| Subject |
Transportation -- Congresses
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Communication and traffic -- Congresses
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Communication and traffic
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Transportation
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| Genre/Form |
Electronic books
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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 |
Kabashkin, Igor, 1954-
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Yatskiv, Irina.
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Prentkovskis, Olegas.
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| ISBN |
9783030446109 |
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3030446107 |
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9783030446093 |
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3030446093 |
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9783030446116 |
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3030446115 |
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