IEEE - Aerospace and Electronic Systems - June 2022 - 1

Editors
Editor-in-Chief-Daniel W. O'Hagan,
Fraunhofer FHR, Germany
VP Publications-Lance Kaplan, U.S. Army
Research Laboratory, USA
AESS President-Mark Davis, Independent
Consultant, USA
Operations Manager, AESS-Amanda Osborn,
LLC, USA
Contributing Editors
Awards-Fulvio Gini, University ofPisa, Italy
Book Reviews Editor-Samuel Shapero, Georgia
Tech Research Institute, USA
Conferences-Braham Himed, Air Force Research
Laboratory, USA
Distinguished Lecturers & Tutorials-Alexander
Charlish, Fraunhofer Institutefor
Communication, Information Processing
and Ergonomics, Germany
Education-Alexander Charlish, Fraunhofer
Institutefor Communication, Information
Processing and Ergonomics, Germany
History-Hugh Griffiths, University College
London, UK
Student Research-Federico Lombardi,
University College London, UK
Technical Panels-Michael Braasch,
Ohio University, USA
Tutorials-W. Dale Blair, Georgia Tech Research
Institute, USA
Website Updates-Amanda Osborn, Conference
Catalysts, LLC, USA
Associate Editors and Areas of
Specialty
Scott Bawden-Energy Conversion Systems,
Arctic Submarine Laboratory, USA
Erik Blasch, US Air Force Research Lab (AFRL),
USA
Roberto Sabatini, RMIT University, Australia-
Avionics Systems
Stefan Brueggenwirth, Fraunhofer Institutefor
High Frequency Physics and Radar
Techniques FHR, Germany-AI and ML in
Aerospace
Dietrich Fraenken, Hensoldt Sensors, Germany-
Fusion and Signal Processing
Lyudmila Mihaylova, The University of
Sheffield, UK-Target Tracking
Mauro De Sanctis, University ofRome " Tor
Vergata, " Italy-Signal Processing and
Communications
Jason Gross, West Virginia University (WVU),
USA-Navigation, Positioning
Giancarmine Fasano, University ofNaples
Federico II, Italy-UnmannedAircraft Systems
Daniel O'Hagan, Fraunhofer Institutefor High
Frequency Physics and Radar Techniques
FHR, Germany-Radar Systems
Richard Linares, University ofMinnesota, USA-
Space Systems
Haiying Liu, DRS Technologies, Inc., USA-
Control and Robotic Systems
Michael Cardinale, Retired, USA-Electro-Optic
and Infrared Systems, Image Processing
Ruhai Wang, Lamar University, USA-Systems
Engineering
Marco Frasca, MBDA, Italy-Quantum
Technologies in Aerospace Systems
Christof Sch€upbach, Swiss Department of
Defense, Switzerland-Radar Systems
How to Reach Us
We welcome letters to the editor; but, we
reserve the right to edit for space, style, and
clarity. Include address and daytime phone
number with your correspondence.
E-mail: Daniel W. O'Hagan,
danieloha@gmail.com
Catherine Van Sciver,
c.vansciver@ieee.org
June 2022
COLUMNS
In This Issue -Technically . . . ......... ........ ......... ......... ........ ..... 3
EDITORIAL
From the Editors of the Special Issue on Current Applications and
Innovations of Artificial Intelligence and Machine Learning in Aerospace
S. Mohammed, R.-S. Chang, C. Ramos, T.-H. Kim . . . ......... ........ ......
FEATURE ARTICLES
Using MLSTM and Multioutput Convolutional LSTM Algorithms for
Detecting Anomalous Patterns in Streamed Data of Unmanned Aerial
Vehicles
A. Alos, Z. Dahrouj ....... ......... ........ ......... ......... ........ ......
GPS Spoofing Detection by Neural Network Machine Learning
S.C. Bose ........ ......... ......... ........ ......... ......... ........ .....
Cognitive Radio for Aeronautical Mobile Telemetry: A Machine
Learning-Based Approach
N. Nelson, E. Garcia, R. Harris, M. Rice .... ......... ......... ........ .....
Reinforcement-Learning-Based Task Planning for Self-Reconfiguration of
Cellular Satellites
Y. Zhang, W. Wang, P. Zhang, P. Huang . . . ......... ......... ........ .....
6
18
32
38
NEWS AND INFORMATION
AESS Senior Members Elevated in 2022 ..... ......... ......... ........ ..... 2
Aerospace & Electronic Systems Society Distinguished Lecturers .... .... 16
IEEE Aerospace & Electronic Systems Society Organization 2022 .... .... 17
Call for Papers ...... ......... ......... ........ ......... ......... ........ .... 48
AESS Meetings and Conferences .... ........ ......... ....
4
ISSN 0885-8985
Volume 37 Number 6
inside back cover
Publishers: Send books for reviewto Samuel Shapero, 407Angier PlaceNE,Atlanta,GA30308. Ifyou have questions,
contact Samuel bye-mail at samuel.shapero@gtri.gatech.edu.
Advertisers
If you are interested in advertising in the AESS SYSTEMS Magazine, please contact Anthony Land at Naylor
Associates at aland@naylor.com or Daniel W. O'Hagen at danieloha@gmail.com

IEEE - Aerospace and Electronic Systems - June 2022

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