Remote event detection and tracking using multiple heterogeneous satellite data fusion

Ashit Talukder, Shen Shyang Ho

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

We describe an automated remote cyclone detection and tracking approach using heterogeneous data from multiple satellites. Single Earth orbiting satellite has been used in the past to detect and track events such as cyclones but suffer from major drawbacks due to limited spatio-temporal coverage. Our novel approach addresses the challenges in using heterogeneous data from multiple data sources for knowledge discovery, tracking and mining of cyclones. Moreover, it offersbetter detection performance and spatio-temporal resolutions. Our solution is sufficiently powerful that it generalizes to multiple sensor measurement modalities. Our approach consists of: (i) feature extraction from each sensor measurement, (ii) an ensemble classifier for cyclone detection, and (iii) knowledge sharing between the different remote sensor measurements. Our extensive experimental results demonstrate (i) the superior performance of our cyclone detector compared to previous work on preprocessed historical data, (ii) stable performance of our cyclone detector when it is applied on different geographical regions (Western Pacific Ocean and the North Atlantic Ocean), (iii) meaningful knowledge derived from the cyclone detector output, and (iv) the performance quality of our automated cyclone detection and tracking solution closely match the cyclone best track information from the National Hurricane Center.

Original languageEnglish (US)
Title of host publicationOptical Pattern Recognition XX
DOIs
StatePublished - Jun 15 2009
EventOptical Pattern Recognition XX - Orlando, FL, United States
Duration: Apr 16 2009Apr 17 2009

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume7340
ISSN (Print)0277-786X

Other

OtherOptical Pattern Recognition XX
CountryUnited States
CityOrlando, FL
Period4/16/094/17/09

All Science Journal Classification (ASJC) codes

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

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