106 citations · 673 across the 38 of their papers we have counts for
3 papers · 1 filter
Persistent Homology of Coarse Grained State Space Networks
Audun D. Myers, Max M. Chumley, Firas A. Khasawneh +1
This work is dedicated to the topological analysis of complex transitional networks for dynamic state detection. Transitional networks are formed from time series data and they lev…
Topological Signal Processing using the Weighted Ordinal Partition Network
Audun Myers, Firas A. Khasawneh, Elizabeth Munch
One of the most important problems arising in time series analysis is that of bifurcation, or change point detection. That is, given a collection of time series over a varying para…
Chatter Classification in Turning Using Machine Learning and Topological Data Analysis
Firas A. Khasawneh, Elizabeth Munch, Jose A. Perea
Chatter identification and detection in machining processes has been an active area of research in the past two decades. Part of the challenge in studying chatter is that machining…