Topological Methods in Signal Processing

Ismar Volic
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Abstract

Abstract 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.
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信号处理中的拓扑方法
摘要本文综述了代数拓扑方法在信号处理中的应用。我们解释了简单配合物的(co)链配合物和(co)同调等概念和不变量如何用于深入了解信号的高阶相互作用。讨论从经典电路中的一些基本思想开始,继续讨论图和简单复合体上的信号,最后概述了层序理论以及层序上同调与信号处理之间的联系。
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