Title :
Recursive filtering for two-dimensional random fields (Corresp.)
fDate :
1/1/1975 12:00:00 AM
Abstract :
A class of recursive filtering problems for random fields with a two-dimensional parameter is considered. After a brief introduction of two-parameter stochastic calculus, a class of Markovian random fields generated by stochastic integral equations is defined and considered. It is then shown that the problem of estimating such a Markovian field in additive white Gaussian noise can be reduced to a recursive formalism. If the random field is itself Gaussian, the recursive formalism reduces to a finite set of stochastic integral equations involving the conditional mean and covariance.
Keywords :
Filtering; Markov processes; Multidimensional signal processing; Recursive estimation; Stochastic processes; Additive white noise; Air traffic control; Filtering; Gaussian noise; H infinity control; Integral equations; Satellites; Stochastic resonance; Taylor series; Welding;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.1975.1055322