Dictionary learning in Extended Dynamic Mode Decomposition using a reservoir computer

Marvyn Gulina; Alexandre Mauroy

Dictionary learning in Extended Dynamic Mode Decomposition using a reservoir computer

Marvyn Gulina, Alexandre Mauroy (Promoteur)

Résultats de recherche: Contribution dans un livre/un catalogue/un rapport/dans les actes d'une conférence › Article dans les actes d'une conférence/un colloque

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Résumé

We aim at improving extended dynamic mode decomposition that allows to linearize nonlinear systems.
Indeed, the EDMD algorithm provides a finite-dimensional representation of the Koopman operator.
Finally, the reservoir computer is trained to produce an efficient dictionary

langue originale	Anglais
titre	Book of Abstracts
Sous-titre	38th Benelux Meeting on Systems and Control
rédacteurs en chef	Panos Patrinos, Ivan Markovsky, Wim Michiels, Jan Swevers, Steffen Waldherr
Editeur	KU Leuven
Pages	42
Nombre de pages	211
ISBN (imprimé)	9789082825954
Etat de la publication	Publié - 19 mars 2019

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abstractGulinaBM2019Accepted author manuscript, 92,4 KB

38th Benelux Meeting on Systems and Control
Marvyn Gulina (Orateur)
19 mars 2019 → 22 mars 2019
Activité: Participation ou organisation d'un événement › Participation à une conférence, un congrès

Contient cette citation

@inproceedings{4e5ce924cd0a49258570764d05b5099c,

title = "Dictionary learning in Extended Dynamic Mode Decomposition using a reservoir computer",

abstract = "We aim at improving extended dynamic mode decomposition that allows to linearize nonlinear systems.Indeed, the EDMD algorithm provides a finite-dimensional representation of the Koopman operator.Finally, the reservoir computer is trained to produce an efficient dictionary",

author = "Marvyn Gulina and Alexandre Mauroy",

year = "2019",

month = mar,

day = "19",

language = "English",

isbn = "9789082825954",

pages = "42",

editor = "Panos Patrinos and Ivan Markovsky and Wim Michiels and Jan Swevers and Steffen Waldherr",

booktitle = "Book of Abstracts",

publisher = "KU Leuven",

}

Dictionary learning in Extended Dynamic Mode Decomposition using a reservoir computer. / Gulina, Marvyn ; Mauroy, Alexandre (Promoteur).
Book of Abstracts : 38th Benelux Meeting on Systems and Control. Ed. / Panos Patrinos; Ivan Markovsky; Wim Michiels; Jan Swevers; Steffen Waldherr. KU Leuven, 2019. p. 42.

Résultats de recherche: Contribution dans un livre/un catalogue/un rapport/dans les actes d'une conférence › Article dans les actes d'une conférence/un colloque

TY - GEN

T1 - Dictionary learning in Extended Dynamic Mode Decomposition using a reservoir computer

AU - Gulina, Marvyn

A2 - Mauroy, Alexandre

A2 - Patrinos, Panos

A2 - Markovsky, Ivan

A2 - Michiels, Wim

A2 - Swevers, Jan

A2 - Waldherr, Steffen

PY - 2019/3/19

Y1 - 2019/3/19

N2 - We aim at improving extended dynamic mode decomposition that allows to linearize nonlinear systems.Indeed, the EDMD algorithm provides a finite-dimensional representation of the Koopman operator.Finally, the reservoir computer is trained to produce an efficient dictionary

AB - We aim at improving extended dynamic mode decomposition that allows to linearize nonlinear systems.Indeed, the EDMD algorithm provides a finite-dimensional representation of the Koopman operator.Finally, the reservoir computer is trained to produce an efficient dictionary

M3 - Conference contribution

SN - 9789082825954

SP - 42

BT - Book of Abstracts

PB - KU Leuven

ER -

Dictionary learning in Extended Dynamic Mode Decomposition using a reservoir computer

Résumé

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Empreinte digitale

Activités

38th Benelux Meeting on Systems and Control

Contient cette citation