Probabilities of Successful Data Association for Tracking in the Plane when Using Maximum Likelihood Association Procedures,

Abstract

Data association is the determination of which subset of data contained in a larger set is related to a specific entity. The problem of data association is examined in an ocean surveillance environment in which the entities are vessels and the available data referring to the state of these vessels is either position, position and speed, or position, course, and speed. It is assumed that the vessels are uniformly and independently distributed over the ocean region of interest and that the total number of vessels in the region is known. For each data mix the maximum likelihood procedure for associating data referring to a particular vessel is given. Then a derivation is given for the probability that the data associated using this procedure actually refers to the state of the particular vessel. These probabilities are not only a function of the data mix available but also a function of the accuracies of the data and the number of vessels in the area of interest. (Author)

Document Details

Document Type
Technical Report
Publication Date
Feb 02, 1971
Accession Number
AD0720310

Entities

People

  • M. E. B. Owens

Organizations

  • United States Naval Research Laboratory

Tags

Communities of Interest

  • Ground and Sea Platforms

DTIC Thesaurus Topics

  • Accuracy
  • Data Association
  • Environment
  • Multitarget Tracking
  • Ocean Surveillance
  • Probability
  • Surveillance
  • Target Tracking

Fields of Study

  • Mathematics

Readers

  • Marine Hydrodynamics
  • Regression Analysis.
  • Sensor Fusion and Tracking Systems.