Evidence map›Paper›PMID 40603420›Full record

ArticleScientific reports2025

Numerical solution of nonlinear Schrödinger equation by a hybrid pseudospectral-variational quantum algorithm.

Nikolas Köcher, Hendrik Rose, Sachin S Bharadwaj, Jörg Schumacher, Stefan Schumacher

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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
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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

5 authors.

Nikolas KöcherDepartment of Physics and Center for Optoelectronics and Photonics Paderborn (CeOPP), Paderborn University, 33098, Paderborn, Germany. nikolas.koecher@uni-paderborn.de.
Hendrik RoseInstitute for Photonic Quantum Systems (PhoQS), Paderborn University, 33098, Paderborn, Germany.
Sachin S BharadwajTandon School of Engineering, New York University, New York City, NY, 11201, USA.
Jörg SchumacherTandon School of Engineering, New York University, New York City, NY, 11201, USA.
Stefan SchumacherDepartment of Physics and Center for Optoelectronics and Photonics Paderborn (CeOPP), Paderborn University, 33098, Paderborn, Germany.

Funding

European Commission 101052786
6 · The paper itself

Abstract

The time-dependent one-dimensional nonlinear Schrödinger equation (NLSE) is solved numerically by a hybrid pseudospectral-variational quantum algorithm that connects a pseudospectral step for the Hamiltonian term with a variational step for the nonlinear term. The Hamiltonian term is treated as an integrating factor by forward and backward Fourier transforms, which are here carried out classically. This split allows us to avoid higher-order time integration schemes, to apply a first-order explicit time stepping for the remaining nonlinear NLSE term in a variational algorithm block, and thus to avoid numerical instabilities. We demonstrate that the analytical solution is reproduced with a small root mean square error for a long time interval over which a nonlinear soliton propagates significantly forward in space while keeping its shape. We analyze the accuracy and complexity of the quantum algorithm, the expressibility of the ansatz circuit and compare it with classical approaches. Furthermore, we investigate the influence of algorithm parameters on the accuracy of the results, including the temporal step width and the depth of the quantum circuit.

Identifiers

PMID40603420
PMCPMC12222494

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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.