Wayside acoustic fault diagnosis of train bearing based on improved linear discriminant analysis

M Shi, X Liu, W Wei, Y Liu, F Liu, G Li - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
Train bearing is one of the key parts of a train wheel, and its fault diagnosis is crucial for train
safety. This paper proposes an Improved Linear Discriminant Analysis (ILDA) algorithm to …

Efficient topology-aware simplification of large triangulated terrains

Y Song, R Fellegara, F Iuricich… - Proceedings of the 29th …, 2021 - dl.acm.org
A common first step in the terrain processing pipeline of large Triangulated Irregular
Networks (TINs) is simplifying the TIN to make it manageable for further processing. The …

[HTML][HTML] Morse inequalities for the Koszul complex of multi-persistence

A Guidolin, C Landi - Journal of Pure and Applied Algebra, 2023 - Elsevier
In this paper, we define the homological Morse numbers of a filtered cell complex in terms of
relative homology of nested filtration pieces, and derive inequalities relating these numbers …

Multiparameter discrete Morse theory

G Brouillette, M Allili, T Kaczynski - Journal of Applied and Computational …, 2024 - Springer
The main objective of this paper is to extend Morse–Forman theory to vector-valued
functions. This is mostly motivated by the need to develop new tools and methods to …

Parallel Topology-aware Mesh Simplification on Terrain Trees

Y Song, R Fellegara, F Iuricich… - ACM Transactions on …, 2024 - dl.acm.org
We address the problem of performing a topology-aware simplification algorithm on a
compact and distributed data structure for triangle meshes, the Terrain trees. Topology …

Analyzing Multifiltering Functions Using Multiparameter Discrete Morse Theory

G Brouillette - arXiv preprint arXiv:2406.09537, 2024 - arxiv.org
A multiparameter filtration, or a multifiltration, may in many cases be seen as the collection of
sublevel sets of a vector function, which we call a multifiltering function. The main objective …

Combinatorial Regularity for Relatively Perfect Discrete Morse Gradient Vector Fields of ReLU Neural Networks

R Brooks, M Masden - arXiv preprint arXiv:2412.18005, 2024 - arxiv.org
One common function class in machine learning is the class of ReLU neural networks. ReLU
neural networks induce a piecewise linear decomposition of their input space called the …

Fast Computation of Neck-Like Features

H Abdelrahman, Y Tong - IEEE Transactions on Visualization …, 2022 - ieeexplore.ieee.org
Locating neck-like features, or locally narrow parts, of a surface is crucial in various
applications such as segmentation, shape analysis, path planning, and robotics. Topological …

Critical Point Extraction from Multivariate Functional Approximation

G Ma, D Lenz, T Peterka, H Guo… - 2024 IEEE Topological …, 2024 - computer.org
Advances in high-performance computing require new ways to represent large-scale
scientific data to support data storage, data transfers, and data analysis within scientific …

Level sets of weak-morse functions for triangular mesh slicing

D Mejia-Parra, O Ruiz-Salguero, C Cadavid, A Moreno… - Mathematics, 2020 - mdpi.com
In the context of CAD CAM CAE (Computer-Aided Design, Manufacturing and Engineering)
and Additive Manufacturing, the computation of level sets of closed 2-manifold triangular …