The paper describes a couple of methods solving the Cherenkov rings detecti
on and fitting problem connected with the analysis of RICH detector data. F
irst, a procedure of the global search for the rings and of their fitting i
s presented. It is based on the statistical methods and probabilistic model
s. Further, a more general problem of detection of point objects in the pla
ne is considered and the statistical moving window solution is proposed. Th
e paper also describes a procedure for the simulation of RICH detector data
.