Title :
Target perceivability and its applications
Author :
Ning Li ; Li, Ning
Author_Institution :
Dept. of Electr. Eng., New Orleans Univ., LA, USA
fDate :
11/1/2001 12:00:00 AM
Abstract :
A concept of target perceivability is introduced, which is related to such concepts as target existence and target observability. Its probability provides a basis for an integrated approach to track initiation, confirmation, termination, and refinement of track maintenance algorithms. This paper proposes the concepts of target perceivability and presents a recursion of its probability based on hidden Markov models (HMMs) and their applications to tracker analysis, development, and design, in particular, in the context of the probabilistic data association (PDA) method. Specifically, several important quantities and track life are analyzed; a perceivability-based probabilistic approach to track confirmation and termination is proposed; two versions of perceivability-based PDA trackers are presented. Simulation results are provided to demonstrate their performance
Keywords :
hidden Markov models; probability; target tracking; HMM; PDA method; clutter density estimation; hidden Markov models; probabilistic data association; probability recursion; simulation results; target existence; target observability; target perceivability; track confirmation; track initiation; track maintenance algorithms; track refinement; track termination; tracker analysis; tracker design; Hidden Markov models; Maintenance; Missiles; Object detection; Observability; Radar detection; Radar tracking; Sonar detection; State estimation; Target tracking;
Journal_Title :
Signal Processing, IEEE Transactions on