In several remote sensing applications, multitarget detection/tracking (D/T) of the backscattered wavefields is a very demanding task. Wavefield signals, sampled by an array of sensors, can be described by an hidden Markov model (HMM). As a consequence, the time of delay (TOD) profiles for each of the wavefield (or target) can be estimated by any of the known methods for state-sequence estimation such as the Viterbi (VA) and the backward/forward (BFA) algorithms. Some assumptions, that arise in the wavefield separation problem, allow one to include some additional constraints that preserve the target/tracker association. When an improved resolution is required, the choice of the multitarget Viterbi algorithm (MVA) is mandatory even if its complexity increases exponentially.

Multitarget detection/tracking based on hidden Markov models

V Rampa;
2000

Abstract

In several remote sensing applications, multitarget detection/tracking (D/T) of the backscattered wavefields is a very demanding task. Wavefield signals, sampled by an array of sensors, can be described by an hidden Markov model (HMM). As a consequence, the time of delay (TOD) profiles for each of the wavefield (or target) can be estimated by any of the known methods for state-sequence estimation such as the Viterbi (VA) and the backward/forward (BFA) algorithms. Some assumptions, that arise in the wavefield separation problem, allow one to include some additional constraints that preserve the target/tracker association. When an improved resolution is required, the choice of the multitarget Viterbi algorithm (MVA) is mandatory even if its complexity increases exponentially.
2000
Istituto di Elettronica e di Ingegneria dell'Informazione e delle Telecomunicazioni - IEIIT
Inglese
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing 2000 (ICASSP '00)
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'00), 2000
5
3196
3199
4
0-7803-6293-4
http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=861217
IEEE - Institute of Electrical and Electronics Engineers
Piscataway, N.J.
STATI UNITI D'AMERICA
Sì, ma tipo non specificato
June 2000
Istanbul
1
none
M. Nicoli; V. Rampa; U. Spagnolini
273
info:eu-repo/semantics/conferenceObject
04 Contributo in convegno::04.01 Contributo in Atti di convegno
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/220787
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