A method, and program for implementing such method, for use in estimating
a conditional probability distribution of a current signal state and/or a
future signal state for a non-linear random dynamic signal process
includes providing sensor measurement data associated with the non-linear
random dynamic signal process. A filter operating on the sensor
measurement data by directly discretizing both amplitude and signal state
domain for an unnormalized or normalized conditional distribution
evolution equation is defined. The discretization of the signal state
domain results in creation of a grid comprising a plurality of cells and
the discretization in amplitude results in a distribution of particles
among the cells via a particle count for each cell.