2026-07-072026-07-07http://salesiana.dossiersoluciones.com/handle/123456789/150519A noise-reduction algorithm for time-series of non-linear systems is presented. The algorithm smoothes the attractors in phase space using B-splines, allowing a more accurate measure of their dynamics. The algorithm is tested on numerical and experimental data. It is linear in complexity, and can be applied to embeddings of any dimension.18 pages. 5 figures. Additional software available from http://cs.smith.edu/~thiebaut/research/research.htmlChaotic Dynamicstext