Title :
The nonlinear multi-target multi-bernoulli filter using polynomial interpolation
Author :
Yin, Jian Jun ; Zhang, Jian Qiu
Author_Institution :
Electron. Eng. Dept., Fudan Univ., Shanghai, China
Abstract :
We present a new multi-target filtering recursion for nonlinear models, termed as the central difference multi-target multi-Bernoulli (CD-MeMBer) filter. Provided that the state and measurement noises are Gaussian, Sterling´s polynomial interpolation formula is used in deriving the filter under the assumption that the initial prior multi-Bernoulli multi-target density is given and each probability density is comprised of a Gaussian sum. The tracking performances verify the effectiveness of the proposed CD-MeMBer filter.
Keywords :
filtering theory; interpolation; polynomials; Gaussian sum; Sterling polynomial interpolation formula; central difference multitarget multi-Bernoulli filter; multitarget filtering recursion; nonlinear model; nonlinear multitarget multi-Bernoulli filter; probability density; Filtering theory; Interpolation; Noise; Noise measurement; Polynomials; Target tracking; Multi-Target Multi-Bernoulli; Polynomial Interpolation; target tracking;
Conference_Titel :
Signal Processing (ICSP), 2010 IEEE 10th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-5897-4
DOI :
10.1109/ICOSP.2010.5656888