230 citations · 298 across the 8 of their papers we have counts for
3 papers · 1 filter
Transferability of Operational Status Classification Models Among Different Wind Turbine Typesq
Z. Trstanova, A. Martinsson, C. Matthews +4
A detailed understanding of wind turbine performance status classification can improve operations and maintenance in the wind energy industry. Due to different engineering properti…
TATi-Thermodynamic Analytics ToolkIt: TensorFlow-based software for posterior sampling in machine learning applications
Frederik Heber, Zofia Trstanova, Benedict Leimkuhler
With the advent of GPU-assisted hardware and maturing high-efficiency software platforms such as TensorFlow and PyTorch, Bayesian posterior sampling for neural networks becomes pla…
Local and Global Perspectives on Diffusion Maps in the Analysis of Molecular Systems
Zofia Trstanova, Ben Leimkuhler, Tony Lelièvre
Diffusion maps approximate the generator of Langevin dynamics from simulation data. They afford a means of identifying the slowly-evolving principal modes of high-dimensional molec…