Saved in:
Bibliographic Details
Main Authors: Zhang, Chencheng, Yang, Hao, Cui, Shaoxuan, Jiang, Bin, Cao, Ming
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2405.18969
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1866912705545240576
author Zhang, Chencheng
Yang, Hao
Cui, Shaoxuan
Jiang, Bin
Cao, Ming
author_facet Zhang, Chencheng
Yang, Hao
Cui, Shaoxuan
Jiang, Bin
Cao, Ming
contents This paper studies observability for non-uniform hypergraphs with inputs and outputs. To capture higher-order interactions, we define a canonical non-homogeneous dynamical system with nonlinear outputs on hypergraphs. We then construct algebraic necessary and sufficient conditions based on polynomial ideals and varieties for global observability at an initial state of hypergraphs. An example is given to illustrate the proposed criteria for observability. Further, necessary and sufficient conditions for local observability are derived based on rank conditions of observability matrices, which provide a framework to study local observability for non-uniform hypergraphs. Finally, the similarity of observability for hypergraphs is proposed using similarity of tensors, which reveals the relation of observability between two hypergraphs and helps to check the observability intuitively.
format Preprint
id arxiv_https___arxiv_org_abs_2405_18969
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Global and local observability of hypergraphs
Zhang, Chencheng
Yang, Hao
Cui, Shaoxuan
Jiang, Bin
Cao, Ming
Systems and Control
This paper studies observability for non-uniform hypergraphs with inputs and outputs. To capture higher-order interactions, we define a canonical non-homogeneous dynamical system with nonlinear outputs on hypergraphs. We then construct algebraic necessary and sufficient conditions based on polynomial ideals and varieties for global observability at an initial state of hypergraphs. An example is given to illustrate the proposed criteria for observability. Further, necessary and sufficient conditions for local observability are derived based on rank conditions of observability matrices, which provide a framework to study local observability for non-uniform hypergraphs. Finally, the similarity of observability for hypergraphs is proposed using similarity of tensors, which reveals the relation of observability between two hypergraphs and helps to check the observability intuitively.
title Global and local observability of hypergraphs
topic Systems and Control
url https://arxiv.org/abs/2405.18969