ftle

Python package that takes advantage of Numba to efficiently implement a variety of coherent structure methods and analyze time-dependent dynamical systems.

A small sample of a volumetric Lagrangian Coherent Structure code for GPUs and CPUs leveraging Numba.

A research project investigating how LSTM training dynamics relate to dynamical stability and order–chaos transitions through Finite-Time Lyapunov Exponent (FTLE) analysis.

Derived oceanographic covariates for species distribution models, computed from gridded ocean data. Gradients, time integration, calendar lags, eddy kinetic energy, Lyapunov exponents, distances to fronts and shore, and region-scale transport and water-mass indices.