Probabilistic machine learning pipeline using topological descriptors for real-time state estimation of high-rate dynamic systems
High-rate systems are structures that undergo rapid changes, exhibiting dynamics that
evolve over short durations, often less than 100 ms. In this study, we propose a probabilistic …
evolve over short durations, often less than 100 ms. In this study, we propose a probabilistic …
Real-time state estimation using recurrent neural network and topological data analysis
A Razmarashooli, DAS Martinez… - … and Monitoring of …, 2024 - spiedigitallibrary.org
High-rate systems are defined as physical systems that undergo large perturbations, often
exceeding 100 g's, over very short durations, often less than 100 milliseconds. Examples …
exceeding 100 g's, over very short durations, often less than 100 milliseconds. Examples …
[PDF][PDF] Fast Topological Data Analysis Feature for Nonstationary Time Series
DAS Martinez, A Razmarashooli, YK Chua… - cse.sc.edu
Topological Data Analysis (TDA) combines methods from algebraic topology and modern
mathematics to provide features enabling the characterization of point clouds. Often, these …
mathematics to provide features enabling the characterization of point clouds. Often, these …