Machine Learning and Data Mining in Aerospace TechnologyКНИГИ » НАУКА И УЧЕБА
Название: Machine Learning and Data Mining in Aerospace Technology Автор: Hassanien F.E., Darwish A., El-Askary H. (ed.) Издательство: Springer Год: 2020 Формат: djvu Страниц: 236 Для сайта:Mirknig.su Размер: 10 mb Язык: английский
This book explores the main concepts, algorithms, and techniques of Machine Learning and data mining for aerospace technology. Satellites are the ‘eagle eyes’ that allow us to view massive areas of the Earth simultaneously, and can gather more data, more quickly, than tools on the ground. Consequently, the development of intelligent health monitoring systems for artificial satellites – which can determine satellites’ current status and predict their failure based on telemetry data – is one of the most important current issues in aerospace engineering.
This book is divided into three parts, the first of which discusses central problems in the health monitoring of artificial satellites, including tensor-based anomaly detection for satellite telemetry data and machine learning in satellite monitoring, as well as the design, implementation, and validation of satellite simulators. The second part addresses telemetry data analytics and mining problems, while the last part focuses on security issues in telemetry data.
Health Monitoring of Artificial Satellites Tensor-Based Anomaly Detection for Satellite Telemetry Data Machine Learning in Satellites Monitoring and Risk Challenges Formalization, Prediction and Recognition of Expert Evaluations of Telemetric Data of Artificial Satellites Based on Type-II Fuzzy Sets Intelligent Health Monitoring Systems for Space Missions Based on Data Mining Techniques Design, Implementation, and Validation of Satellite Simulator and Data Packets Analysis Telemetry Data Analytics and Security Issues in Telemetry Data Security Approaches in Machine Learning for Satellite Communication Machine Learning Techniques for IoT Intrusions Detection in Aerospace Cyber-Physical Systems.
Mining of Massive Datasets Название: Mining of Massive Datasets Автор: Leskovec J., Rajaraman A., Ullman J.D. Издательство: Stanford University Год: 2019 Формат: pdf Страниц:...
Extracting Knowledge From Opinion Mining Название: Extracting Knowledge From Opinion Mining Автор: Rashmi Agrawal, Neha Gupta Издательство: IGI Global Серия: Advances in Data Mining and...
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Machine Learning and Data Mining in Aerospace Technology 
