Particle Approximation of the Intensity Measures of a Spatial Branching Point Process Arising in Multitarget Tracking

نویسندگان

  • François Caron
  • Pierre Del Moral
  • Arnaud Doucet
  • Michele Pace
چکیده

The aim of this paper is two-fold. First we analyze the sequence of intensity measures of a spatial branching point process arising in a multiple target tracking context. We study its stability properties, characterize its long time behavior and provide a series of weak Lipschitz type functional contraction inequalities. Second we design and analyze an original particle scheme to approximate numerically these intensity measures. Under appropriate regularity conditions, we obtain uniform and non asymptotic estimates and a functional central limit theorem. To the best of our knowledge, these are the first sharp theoretical results available for this class of spatial branching point processes.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Connections Between Multitarget Intensity Filters and Medical Imaging

The discussion of multitarget intensity tracking filters is greatly enlivened by exploring the close connections that exist between these filters and two medical imaging methods whose clinical use is well established. These connections arise because nonhomogeneous Poisson point processes (PPPs) play a central role in both applications as models of the spatial variability of the crucial quantity...

متن کامل

Approximation Algorithms for Data Association Problem Arising from Multitarget Tracking

In this paper, we discuss a data association problem arising from multitarget tracking. We formulate the problem as a multi-dimensional assignment problem and propose a polynomial time 1.8-approximation algorithm for simple case. We also propose a 3.7approximation algorithm for general cases.

متن کامل

Estimation of the Stress Intensity Factors for Surface Cracks in Spherical Electrode Particles Subject to Phase Separation

Experiments have frequently shown that phase separation in lithium-ion battery electrodes could lead to the formation of mechanical defects, hence causing capacity fading. The purpose of the present work has been to examine stress intensity factors for pre-existing surface cracks in spherical electrode particles during electrochemical deintercalation cycling using both analytical and numerical ...

متن کامل

Particle approximations of a class of branching distribution flows arising in multi-target tracking

We design a mean field and interacting particle interpretation of a class of spatial branching intensity models with spontaneous births arising in multiple-target tracking problems. In contrast to traditional Feynman-Kac type particle models, the transitions of these interacting particle systems depend on the current particle approximation of the total mass process. In the first part, we analyz...

متن کامل

Stochastic models and methods for multi-object tracking

The problem of multiple-object tracking consists in the recursive estimation of the state of several targets by using the information coming from an observation process. The objective of this thesis is to study the spatial branching processes and the measure-valued systems arising in multi-object tracking. We focus on a class of filters called Probability Hypothesis Density (PHD) filters by fir...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • SIAM J. Control and Optimization

دوره 49  شماره 

صفحات  -

تاریخ انتشار 2011