2 papers
nlin.CD2025
Deep Learning for Analyzing Chaotic Dynamics in Biological Time Series: Insights from Frog Heart Signals
Carmen Mayora-Cebollero, Flavio H. Fenton, Molly Halprin +3
The study of experimental data is a relevant task in several physical, chemical and biological applications. In particular, the analysis of chaotic dynamics in cardiac systems is c…
math.DS2024
Full Lyapunov Exponents spectrum with Deep Learning from single-variable time series
Carmen Mayora-Cebollero, Ana Mayora-Cebollero, Ãlvaro Lozano +1
In this article we study if a Deep Learning technique can be used to obtain an approximated value of the Lyapunov exponents of a dynamical system. Moreover, we want to know if Mach…