Sampled observability of discrete heterogeneous ensembles from anonymized output measurements

Shen Zeng, Hideaki Ishii, Frank Allgöwer

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

3 Scopus citations

Abstract

We consider the problem of reconstructing the initial states of a group of heterogeneous LTI systems in the situation that output measurements of the subsystems are received at discrete time steps and in an anonymized manner. By the latter we refer to the fact that in each time step, the association of the output measurements of the subsystems and the subsystem that produced it is lost. Therefore, the output measurements at a given time step are called output snapshot, as they capture only the group's outputs as a whole. This setup is motivated by state estimation problems for populations of dynamical systems in which the output measurements of the subsystems are only given as statistics. We give a theoretical result concerning the number of measurement times needed in order to be able to uniquely reconstruct the initial states, and furthermore illustrate a practical method for state estimation under noisy output snapshots.

Original languageEnglish
Title of host publication54rd IEEE Conference on Decision and Control,CDC 2015
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages5683-5688
Number of pages6
ISBN (Electronic)9781479978861
DOIs
StatePublished - Feb 8 2015
Event54th IEEE Conference on Decision and Control, CDC 2015 - Osaka, Japan
Duration: Dec 15 2015Dec 18 2015

Publication series

NameProceedings of the IEEE Conference on Decision and Control
Volume54rd IEEE Conference on Decision and Control,CDC 2015
ISSN (Print)0743-1546
ISSN (Electronic)2576-2370

Conference

Conference54th IEEE Conference on Decision and Control, CDC 2015
Country/TerritoryJapan
CityOsaka
Period12/15/1512/18/15

Keywords

  • Observability
  • Sociology
  • State estimation
  • Statistics
  • Time measurement
  • Yttrium

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