A distributed set-membership estimator for linear systems considering multi-hop subspace decomposition

In this paper, a distributed set-membership estimator for linear full-coupled systems affected by bounded disturbances is presented. The estimator uses a multi-hop staircase decomposition, capturing the locally unobservable subspaces in a cascaded fashion with the information incoming from other age...

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Detalles Bibliográficos
Autores: Orihuela Espina, Diego Luis, Ierardi, Carmelina, Jurado Flores, Isabel
Tipo de recurso: artículo
Fecha de publicación:2020
País:España
Institución:Universidad Loyola Andalucía
Repositorio:Brújula
OAI Identifier:oai:repositorio.uloyola.es:20.500.12412/4899
Acceso en línea:https://hdl.handle.net/20.500.12412/4899
Access Level:acceso abierto
Palabra clave:Zonotopes
Multi-hop decomposition
Multi-agent systems
Linear system
Distributed set-membership estimation
Descripción
Sumario:In this paper, a distributed set-membership estimator for linear full-coupled systems affected by bounded disturbances is presented. The estimator uses a multi-hop staircase decomposition, capturing the locally unobservable subspaces in a cascaded fashion with the information incoming from other agents involved in the network. Each agent has to find different sets for each subspace, that are mathematically described by zonotopes. The observer gains that minimize the size of those sets, i.e. the estimation uncertainty, can be designed in independent distributed steps by means of simple algebraic equations. Simulations are given to compare the proposed solution with others in the field. An important benefit of the proposed structure is the reduction of the computational requirements with respect to existing solutions. © 2021 Elsevier Ltd