No. 67 (00188) Family name : Karimova Given name : Lyailya Affiliation : Institute of Mathematics, Almaty, Kazakhstan Abbreviation : E-mail address : chaos@math.kz Title : THE GENETIC ALGORITHM FOR A SIGNAL ENHANCEMENT Authors : L.Karimova,Y.Kuandykov, N.Makarenko Abstract : The paper is devoted to the problem of time series enhancement, which based on the analysis of local regularity. The model construction using this analysis does not require any a priori assumption on the structure of noise and functional relationship between original signal and noise. The signal itself may be nowhere differentiable with rapidly varying local regularity, what is overcame with the help of the new technique of increasing the local Holder regularity of the signal under research. A new signal with prescribed regularity is constructed using the genetic algorithm. This approach is applied to enhancement time series in the paleoclimatology, solar physics, dendrochronology, meteorology and hydrology.