Evidence map›Paper›PMID 38835972›Full record

ArticleSIAM journal on applied dynamical systems2023

Optimal phase-selective entrainment of heterogeneous oscillator ensembles.

Bharat Singhal, István Z Kiss, Jr-Shin Li

Abstract read
In one paragraph

Article in SIAM journal on applied dynamical systems, 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. Control of Oscillator Networks with Mean-Field Measurement: A Hybrid Open/Closed-Loop Approach.IEEE transactions on control systems technology : a publication of the IEEE Control Systems Society · 2026
    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

3 authors.

Bharat SinghalElectrical and Systems Engineering, Washington University in St. Louis, St. Louis, Missouri 63130, USA.
István Z KissDepartment of Chemistry, Saint Louis University, St. Louis, Missouri 63103, USA.
Jr-Shin LiElectrical and Systems Engineering, Washington University in St. Louis, St. Louis, Missouri 63130, USA.

Funding

Collaborative Research: Inferring Dynamic Topology to Decode and Control Spatiotemporal Structures in Complex NetworksR01GM131403 · NIGMS · WASHINGTON UNIVERSITY · PI LI, JR-SHIN · 2018 to 2021
$1.6M
NIGMS NIH HHS R01 GM131403
6 · The paper itself

Abstract

We develop a framework to design optimal entrainment signals that entrain an ensemble of heterogeneous nonlinear oscillators, described by phase models, at desired phases. We explicitly take into account heterogeneity in both oscillation frequency and the type of oscillators characterized by different Phase Response Curves. The central idea is to leverage the Fourier series representation of periodic functions to decode a phase-selective entrainment task into a quadratic program. We demonstrate our approach using a variety of phase models, where we entrain the oscillators into distinct phase patterns. Also, we show how the generalizability gained from our formulation enables us to meet a wide range of design objectives and constraints, such as minimum-power, fast entrainment, and charge-balanced controls.

Indexed as

34C1534C2937N2537N3592B25EntrainmentOscillatorsPhase modelSynchronization

Identifiers

PMID38835972
PMCPMC11149604

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Registered trials

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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.