Topological Methods in Signal Processing

Autor: Ismar Volić
Rok vydání: 2020
Zdroj: B&H Electrical Engineering. 14:14-25
ISSN: 2566-3151
DOI: 10.2478/bhee-2020-0002
Popis: This article gives an overview of the applications of algebraic topology methods in signal processing. We explain how the notions and invariants such as (co)chain complexes and (co)homology of simplicial complexes can be used to gain insight into higher-order interactions of signals. The discussion begins with some basic ideas in classical circuits, continues with signals over graphs and simplicial complexes, and culminates with an overview of sheaf theory and the connections between sheaf cohomology and signal processing.
Databáze: OpenAIRE