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Machine Learning Techniques For Space Weather

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Machine Learning Techniques for Space Weather

Machine Learning Techniques for Space Weather Book
Author : Enrico Camporeale,Simon Wing,Jay Johnson
Publisher : Elsevier
Release : 2018-05-31
ISBN : 0128117893
Language : En, Es, Fr & De

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Book Description :

Machine Learning Techniques for Space Weather provides a thorough and accessible presentation of machine learning techniques that can be employed by space weather professionals. Additionally, it presents an overview of real-world applications in space science to the machine learning community, offering a bridge between the fields. As this volume demonstrates, real advances in space weather can be gained using nontraditional approaches that take into account nonlinear and complex dynamics, including information theory, nonlinear auto-regression models, neural networks and clustering algorithms. Offering practical techniques for translating the huge amount of information hidden in data into useful knowledge that allows for better prediction, this book is a unique and important resource for space physicists, space weather professionals and computer scientists in related fields. Collects many representative non-traditional approaches to space weather into a single volume Covers, in an accessible way, the mathematical background that is not often explained in detail for space scientists Includes free software in the form of simple MATLAB® scripts that allow for replication of results in the book, also familiarizing readers with algorithms

The Dynamical Ionosphere

The Dynamical Ionosphere Book
Author : Massimo Materassi,Biagio Forte,Anthea J. Coster,Susan Skone
Publisher : Elsevier
Release : 2019-11-28
ISBN : 0128147830
Language : En, Es, Fr & De

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Book Description :

The Dynamical Ionosphere: A Systems Approach to Ionospheric Irregularity examines the Earth’s ionosphere as a dynamical system with signatures of complexity. The system is robust in its overall configuration, with smooth space-time patterns of daily, seasonal and Solar Cycle variability, but shows a hierarchy of interactions among its sub-systems, yielding apparent unpredictability, space-time irregularity, and turbulence. This interplay leads to the need for constructing realistic models of the average ionosphere, incorporating the increasing knowledge and predictability of high variability components, and for addressing the difficulty of dealing with the worst cases of ionospheric disturbances, all of which are addressed in this interdisciplinary book. Borrowing tools and techniques from classical and stochastic dynamics, information theory, signal processing, fluid dynamics and turbulence science, The Dynamical Ionosphere presents the state-of-the-art in dealing with irregularity, forecasting ionospheric threats, and theoretical interpretation of various ionospheric configurations. Presents studies addressing Earth’s ionosphere as a complex dynamical system, including irregularities and radio scintillation, ionospheric turbulence, nonlinear time series analysis, space-ionosphere connection, and space-time structures Utilizes interdisciplinary tools and techniques, such as those associated with stochastic dynamics, information theory, signal processing, fluid dynamics and turbulence science Offers new data-driven models for different ionospheric variability phenomena Provides a synoptic view of the state-of-the-art and most updated theoretical interpretation, results and data analysis tools of the "worst case" behavior in ionospheric configurations

Machine Learning and Data Mining in Aerospace Technology

Machine Learning and Data Mining in Aerospace Technology Book
Author : Aboul Ella Hassanien,Ashraf Darwish,Hesham El-Askary
Publisher : Springer
Release : 2019-07-02
ISBN : 3030202127
Language : En, Es, Fr & De

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Book Description :

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.

Intelligence Science and Big Data Engineering Big Data and Machine Learning Techniques

Intelligence Science and Big Data Engineering  Big Data and Machine Learning Techniques Book
Author : Xiaofei He,Xinbo Gao,Yanning Zhang,Zhi-Hua Zhou,Zhi-Yong Liu,Baochuan Fu,Fuyuan Hu,Zhancheng Zhang
Publisher : Springer
Release : 2015-10-13
ISBN : 3319238620
Language : En, Es, Fr & De

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Book Description :

The two-volume set LNCS 9242 + 9243 constitutes the proceedings of the 5th International Conference on Intelligence Science and Big Data Engineering, IScIDE 2015, held in Suzhou, China, in June 2015. The total of 126 papers presented in the proceedings was carefully reviewed and selected from 416 submissions. They deal with big data, neural networks, image processing, computer vision, pattern recognition and graphics, object detection, dimensionality reduction and manifold learning, unsupervised learning and clustering, anomaly detection, semi-supervised learning.

Soft Computing in Industrial Applications

Soft Computing in Industrial Applications Book
Author : Ashraf Saad,Erel Avineri,Keshav Dahal,Muhammad Sarfraz,Rajkumar Roy
Publisher : Springer Science & Business Media
Release : 2007-08-07
ISBN : 3540707069
Language : En, Es, Fr & De

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Book Description :

Here is a collection of papers presented at the 11th On-line World Conference on Soft Computing in Industrial Applications, held in September-October 2006. This carefully edited book provides a comprehensive overview of recent advances in the industrial applications of soft computing and covers a wide range of application areas, including data analysis and data mining, computer graphics, intelligent control, systems, pattern recognition, classifiers, as well as modeling optimization.

Space Weather Geospace Radiation Environment and Solar and Terrestrial Influence in the Middle Atmosphere

Space Weather  Geospace Radiation Environment  and Solar and Terrestrial Influence in the Middle Atmosphere Book
Author : Shinich Watari,Takahiro Obara,M. A.. Shea,W. E.. Ward
Publisher : Unknown
Release : 2008
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Space Weather Geospace Radiation Environment and Solar and Terrestrial Influence in the Middle Atmosphere book written by Shinich Watari,Takahiro Obara,M. A.. Shea,W. E.. Ward, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Spring Meeting

Spring Meeting Book
Author : American Geophysical Union. Meeting
Publisher : Unknown
Release : 2002
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Spring Meeting book written by American Geophysical Union. Meeting, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Machine Learning Techniques for Gait Biometric Recognition

Machine Learning Techniques for Gait Biometric Recognition Book
Author : James Eric Mason,Issa Traoré,Isaac Woungang
Publisher : Springer
Release : 2016-02-04
ISBN : 3319290886
Language : En, Es, Fr & De

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Book Description :

This book focuses on how machine learning techniques can be used to analyze and make use of one particular category of behavioral biometrics known as the gait biometric. A comprehensive Ground Reaction Force (GRF)-based Gait Biometrics Recognition framework is proposed and validated by experiments. In addition, an in-depth analysis of existing recognition techniques that are best suited for performing footstep GRF-based person recognition is also proposed, as well as a comparison of feature extractors, normalizers, and classifiers configurations that were never directly compared with one another in any previous GRF recognition research. Finally, a detailed theoretical overview of many existing machine learning techniques is presented, leading to a proposal of two novel data processing techniques developed specifically for the purpose of gait biometric recognition using GRF. This book · introduces novel machine-learning-based temporal normalization techniques · bridges research gaps concerning the effect of footwear and stepping speed on footstep GRF-based person recognition · provides detailed discussions of key research challenges and open research issues in gait biometrics recognition · compares biometrics systems trained and tested with the same footwear against those trained and tested with different footwear

Index to Theses with Abstracts Accepted for Higher Degrees by the Universities of Great Britain and Ireland and the Council for National Academic Awards

Index to Theses with Abstracts Accepted for Higher Degrees by the Universities of Great Britain and Ireland and the Council for National Academic Awards Book
Author : Anonim
Publisher : Unknown
Release : 2008
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Index to Theses with Abstracts Accepted for Higher Degrees by the Universities of Great Britain and Ireland and the Council for National Academic Awards book written by , available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Space Informatics for Grassland Sustainable Development

Space Informatics for Grassland Sustainable Development Book
Author : Anonim
Publisher : Unknown
Release : 1996
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Space Informatics for Grassland Sustainable Development book written by , available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

IGARSS 2002

IGARSS 2002 Book
Author : Anonim
Publisher : Unknown
Release : 2002
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

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Data Mining

Data Mining Book
Author : Ian H. Witten,Eibe Frank
Publisher : Elsevier
Release : 2005-07-13
ISBN : 9780080477022
Language : En, Es, Fr & De

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Book Description :

Data Mining, Second Edition, describes data mining techniques and shows how they work. The book is a major revision of the first edition that appeared in 1999. While the basic core remains the same, it has been updated to reflect the changes that have taken place over five years, and now has nearly double the references. The highlights of this new edition include thirty new technique sections; an enhanced Weka machine learning workbench, which now features an interactive interface; comprehensive information on neural networks; a new section on Bayesian networks; and much more. This text is designed for information systems practitioners, programmers, consultants, developers, information technology managers, specification writers as well as professors and students of graduate-level data mining and machine learning courses. Algorithmic methods at the heart of successful data mining—including tried and true techniques as well as leading edge methods Performance improvement techniques that work by transforming the input or output

Symposium Proceedings

Symposium Proceedings Book
Author : Anonim
Publisher : Unknown
Release : 2002
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

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Aerospace America

Aerospace America Book
Author : Anonim
Publisher : Unknown
Release : 2009
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

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An Adaptive 3D Cartesian Approach for the Parallel Computation of Inviscid Flow about Static and Dynamic Configurations

An Adaptive 3D Cartesian Approach for the Parallel Computation of Inviscid Flow about Static and Dynamic Configurations Book
Author : Jason Daniel Hunt
Publisher : Unknown
Release : 2004
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download An Adaptive 3D Cartesian Approach for the Parallel Computation of Inviscid Flow about Static and Dynamic Configurations book written by Jason Daniel Hunt, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Reinforcement Learning for Autonomous Vehicles

Reinforcement Learning for Autonomous Vehicles Book
Author : Jeffrey Roderick Norman Forbes
Publisher : Unknown
Release : 2002
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Reinforcement Learning for Autonomous Vehicles book written by Jeffrey Roderick Norman Forbes, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Library Information Science Abstracts

Library   Information Science Abstracts Book
Author : Anonim
Publisher : Unknown
Release : 2007
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

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IGARSS

IGARSS     Book
Author : Anonim
Publisher : Unknown
Release : 2002
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download IGARSS book written by , available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Meetings Abstracts January August 2006

Meetings Abstracts  January August 2006 Book
Author : Anonim
Publisher : Unknown
Release : 2006
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

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Intelligent Data Engineering and Automated Learning IDEAL 2020

Intelligent Data Engineering and Automated Learning     IDEAL 2020 Book
Author : Cesar Analide
Publisher : Springer Nature
Release : 2021-04-19
ISBN : 3030623653
Language : En, Es, Fr & De

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Book Description :

Download Intelligent Data Engineering and Automated Learning IDEAL 2020 book written by Cesar Analide, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.