Evidence map›Paper›PMID 37832520›Full record

ArticleChaos (Woodbury, N.Y.)2023

Synchronizing chaos using reservoir computing.

Amirhossein Nazerian, Chad Nathe, Joseph D Hart, Francesco Sorrentino

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Chaos (Woodbury, N.Y.), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Amirhossein NazerianMechanical Engineering Department, University of New Mexico, Albuquerque, New Mexico 87131, USA.ORCID 0000-0003-1280-2353
Chad NatheMechanical Engineering Department, University of New Mexico, Albuquerque, New Mexico 87131, USA.ORCID 0000-0002-9214-8680
Joseph D HartUS Naval Research Laboratory, Washington, DC 20375, USA.ORCID 0000-0002-9396-0574
Francesco SorrentinoMechanical Engineering Department, University of New Mexico, Albuquerque, New Mexico 87131, USA.ORCID 0000-0001-8899-1176

Funding

A Closed Loop Control System with Live Cells in the LoopR21EB028489 · NIBIB · UNIVERSITY OF NEW MEXICO · PI SORRENTINO, FRANCESCO · 2020 to 2022
$577k
NIBIB NIH HHS R21 EB028489
6 · The paper itself

Abstract

We attempt to achieve complete synchronization between a drive system unidirectionally coupled with a response system, under the assumption that limited knowledge on the states of the drive is available at the response. Machine-learning techniques have been previously implemented to estimate the states of a dynamical system from limited measurements. We consider situations in which knowledge of the non-measurable states of the drive system is needed in order for the response system to synchronize with the drive. We use a reservoir computer to estimate the non-measurable states of the drive system from its measured states and then employ these measured states to achieve complete synchronization of the response system with the drive.

Identifiers

PMID37832520
PMCPMC10576628

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.