Lyudmila Grigoryeva

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Title
Prof. Ph.D.
Last Name
Grigoryeva
First name
Lyudmila
Email
lyudmila.grigoryeva@unisg.ch
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Phone
+41 71 224 31 54

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    Item type:Publication,
    Cold-starting of reservoir systems in the forecasting of dynamical systems
    (2023-08-30)
    Lyudmila Grigoryeva  
    ;
    Hamzi, Boumediene
    ;
    Kemeth, Felix P.
    ;
    Kevrekidis, Yannis
    ;
    Manjunath, Gangadhara
    We show that under generic hypotheses, a map, called the starting map, can be defined on a short history of observations that maps to a unique initial condition in the reservoir space of an echo state network. The reservoir system's time series from that initial state can be used to run the system in autonomous mode. This map not only saves users from the long "washout" required but also helps forecast from any choice of a short history of the observations.
    Type:presentation
    URI:https://www.alexandria.unisg.ch/handle/20.500.14171/118331