Particle based confidence intervals

This paper deals with the problem of real time identification of the linear characteristics of the lin- ear system associated with a mechanical structure. More than the parameter itself, the algorithm presented here is interested in estimating the confidence intervals for the parameter of interest. The algorithm is based on the particular filtering theory, where statistical laws of hidden states are ap- proximated by some evolving particle collection.