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Contextual Tracking Approaches in Information Fusion

Blasch, Erik
•
Yang, Chun
•
García, Jesús
altro
Llinas, James
2016
  • book part

Abstract
Many information fusion solutions work well in the intended scenarios; but the applications, supporting data, and capabilities change over varying contexts. One example is weather data for electro-optical target trackers of which standards have evolved over decades. The operating conditions of technology changes, sensor/target variations, and the contextual environment can inhibit performance if not included in the initial systems design. In this chapter, we seek to define and categorize different types of contextual information. We describe five contextual information categories that support target tracking: (1) domain knowledge from a user to aid the information fusion process through selection, cueing, and analysis, (2) environment-to-hardware processing for sensor management, (3) known distribution of entities for situation/threat assessment, (4) historical traffic behavior for situation awareness patterns of life (POL), and (5) road information for target tracking and identification. Appropriate characterization and representation of contextual information is needed for future high-level information fusion designs to take advantage of the large data content available for a priori knowledge target tracking algorithm construction, implementation, and application.
DOI
10.1007/978-3-319-28971-7_4
WOS
WOS:000387776900005
Archivio
https://hdl.handle.net/11390/1107229
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85015238855
https://link.springer.com/chapter/10.1007/978-3-319-28971-7_4
Diritti
closed access
Soggetti
  • Context-aware trackin...

Web of Science© citazioni
4
Data di acquisizione
Mar 25, 2024
Visualizzazioni
6
Data di acquisizione
Apr 19, 2024
Vedi dettagli
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