Machine Learning and Data Mining in Aerospace Technology (1st ed. 2020) (Studies in Computational Intelligence #836)
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- Synopsis
- 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.
- Copyright:
- 2020
Book Details
- Book Quality:
- Publisher Quality
- ISBN-13:
- 9783030202125
- Related ISBNs:
- 9783030202118
- Publisher:
- Springer International Publishing
- Date of Addition:
- 07/19/19
- Copyrighted By:
- Springer Nature Switzerland AG
- Adult content:
- No
- Language:
- English
- Has Image Descriptions:
- No
- Categories:
- Nonfiction, Computers and Internet, Technology
- Submitted By:
- Bookshare Staff
- Usage Restrictions:
- This is a copyrighted book.
- Edited by:
- Aboul Ella Hassanien
- Edited by:
- Ashraf Darwish
- Edited by:
- Hesham El-Askary
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- by Aboul Ella Hassanien
- by Ashraf Darwish
- by Hesham El-Askary
- in Nonfiction
- in Computers and Internet
- in Technology