Evidence map›Paper›PMID 37097967›Full record

ArticleChaos (Woodbury, N.Y.)2023

Reservoir computing with noise.

Chad Nathe, Chandra Pappu, Nicholas A Mecholsky, Joe Hart, Thomas Carroll, 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. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

6 authors.

Chad NatheMechanical Engineering Department, University of New Mexico, Albuquerque, New Mexico 87131, USA.ORCID 0000-0002-9214-8680
Chandra PappuElectrical, Computer and Biomedical Engineering Department, Union College, Schenectady, New York 12309, USA.ORCID 0000-0001-9901-133X
Nicholas A MecholskyDepartment of Physics and Vitreous State Laboratory, The Catholic University of America, Washington, DC 20064, USA.ORCID 0000-0002-8874-9723
Joe HartUS Naval Research Laboratory, Washington, DC 20375, USA.ORCID 0000-0002-9396-0574
Thomas CarrollUS Naval Research Laboratory, Washington, DC 20375, USA.ORCID 0000-0002-2371-2049
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

This paper investigates in detail the effects of measurement noise on the performance of reservoir computing. We focus on an application in which reservoir computers are used to learn the relationship between different state variables of a chaotic system. We recognize that noise can affect the training and testing phases differently. We find that the best performance of the reservoir is achieved when the strength of the noise that affects the input signal in the training phase equals the strength of the noise that affects the input signal in the testing phase. For all the cases we examined, we found that a good remedy to noise is to low-pass filter the input and the training/testing signals; this typically preserves the performance of the reservoir, while reducing the undesired effects of noise.

Identifiers

PMID37097967
PMCPMC10132850

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.