Continuous-Discrete Path Integral Filtering

نویسنده

  • Bhashyam Balaji
چکیده

A summary of the relationship between the Langevin equation, Fokker-PlanckKolmogorov forward equation (FPKfe) and the Feynman path integral descriptions of stochastic processes relevant for the solution of the continuous-discrete filtering problem is provided in this paper. The practical utility of the path integral formula is demonstrated via some nontrivial examples. Specifically, it is shown that the simplest approximation of the path integral formula for the fundamental solution of the FPKfe can be applied to solve nonlinear continuous-discrete filtering problems quite accurately. The Dirac-Feynman path integral filtering algorithm is quite simple, and is suitable for real-time implementation.

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

Universal Nonlinear Filtering Using Feynman Path Integrals II: The Continuous-Continuous Model with Additive Noise

Abstract: In this paper, the Feynman path integral formulation of the continuouscontinuous filtering problem is investigated for the case when the noise in the signal and measurement model is additive. It is shown that it leads to an independent and self-contained analysis and solution of the problem. A consequence of this analysis is Feynman path integral formula for the conditional probabilit...

متن کامل

A Linear Matrix Inequality Approach To Robust H//spl/sub infinity// Filtering - Signal Processing, IEEE Transactions on

In this paper, we consider the robust H1 filtering problem for a general class of uncertain linear systems described by the so-called integral quadratic constraints (IQC’s). This problem is important in many signal processing applications where noises, nonlinearity, quantization errors, time delays, and unmodeled dynamics can be naturally described by IQC’s. The main contribution of this paper ...

متن کامل

Euclidean Quantum Mechanics and Universal Nonlinear Filtering

An important problem in applied science is the continuous nonlinear filtering problem, i.e., the estimation of a Langevin state that is observed indirectly. In this paper, it is shown that Euclidean quantum mechanics is closely related to the continuous nonlinear filtering problem. The key is the configuration space Feynman path integral representation of the fundamental solution of a Fokker-Pl...

متن کامل

Markov Random Walk Representations with Continuous Distributions

Representations based on random walks can exploit discrete data distributions for cluster­ ing and classification. We extend such rep­ resentations from discrete to continuous dis­ tributions. Transition probabilities are now calculated using a diffusion equation with a diffusion coefficient that inversely depends on the data density. We relate this diffu­ sion equation to a path integral and d...

متن کامل

On the moments and distribution of discrete Choquet integrals from continuous distributions

We study the moments and the distribution of the discrete Choquet integral when regarded as a real function of a random sample drawn from a continuous distribution. Since the discrete Choquet integral includes weighted arithmetic means, ordered weighted averaging functions, and lattice polynomial functions as particular cases, our results encompass the corresponding results for these aggregatio...

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:
  • Entropy

دوره 11  شماره 

صفحات  -

تاریخ انتشار 2009