Reliability and statistics in transportation and communication : selected papers from the 19th International Conference on Reliability and Statistics in Transportation and Communication, RelStat'19, 16-19 October 2019, Riga, Latvia /: selected papers from the 19th International Conference on Reliability and Statistics in Transportation and Communication, RelStat'19, 16-19 October 2019, Riga, Latvia. (©2020)

• Record Type: Book
• Other Titles: RelStat'19
• Further Information: Note: Igor Kabashkin, Irina Yatskiv, Olegas Prentkovskis, editors.
• Other Names: Kabashkin, Igor, 1954-; Yatskiv, Irina; Prentkovskis, Olegas; International Conference on Reliability and Statistics in Transportation and Communication, 19th
• 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 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 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 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) 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
• Publisher Details: Cham : Springer
• Publication Date: 2020
• Copyright Date: 2020
• Extent: 1 online resource (717 pages)
• Subjects: 380; Transportation -- Congresses; Communication and traffic -- Congresses; Communication and traffic; Transportation; Electronic books; Electronic books; Conference papers and proceedings
• Languages: English
• ISBNs: 9783030446109; 3030446107; 9783030446093; 3030446093; 9783030446116; 3030446115
• Notes: Note: Includes bibliographical references and author index.; Note: Print version record.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.