IEEE Transactions on Industrial Informatics · 2020 · 53 citations · 19 references
ComputingComputer ScienceCybersecurityArtificial IntelligenceAuthenticationUnmanned Aircraft SystemsBehavioral AuthenticationFlight Management SystemsAutomatic Identification SystemBehavior-based IdentificationBehavioral Data AnalysisBehavioral Data MonitoringIdentityIntelligent ControlLocation TrackingUnmanned Aerial Vehicle Security
Since unmanned aerial vehicles (UAVs) can be controlled remotely in the absence of a unified means of identity authentication, they are quite vulnerable for illegal control by unidentifiable users. Only by tracing the identity of UAV itself, or providing management to pilots, current UAV identity authentication mechanism is far from achieving “single machine for single person.” With the development of artificial intelligence, it is possible to achieve automatic UAV identification. Therefore, this article proposes a behavior-based intelligent UAV identification and security supervision. Based on location tracking and flying data acquisition provided by the airborne black box, the UAV's behavioral data are collected on real time. Then, a reliable identification of UAVs is completed through the behavioral modeling, and a warning is issued in the potential illegal cases. It provides the government with intelligent control and disposal decision basis for flying UAVs.
19
Lexiang Ye, Eamonn Keogh · 2009 · 963 citations
Classification of time series by shapelet transformation
Jon Hills, Jason Lines, Edgaras Baranauskas et al. · Data Mining and Knowledge Discovery · 2013 · 526 citations
Learning time-series shapelets
Josif Grabocka, Nicolas Schilling, Martin Wistuba et al. · 2014 · 459 citations
Robert R. Richardson, Christoph Birkl, Michael A. Osborne et al. · IEEE Transactions on Industrial Informatics · 2018 · 386 citations · Full text
Engineering, Chemical Engineering, Electrochemical Engineering +16
A Survey on Trajectory Data Mining: Techniques and Applications
Zhenni Feng, Yanmin Zhu · IEEE Access · 2016 · 250 citations · Full text