Evidence map›Paper›PMID 41911233›Full record

ArticleJournal of synchrotron radiation2026

Time-resolved XPCS analysis across broad time-scales using multi-tau two-time correlations.

Fabio Brugnara, Marco Cammarata, Yuriy Chushkin, Irene Festi, Massimo Granata, David Hofman, Matteo Leonardi, Daniele Marzi, Denis Nabari, Angela Trapananti and 4 more

Abstract read
In one paragraph

Article in Journal of synchrotron radiation, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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

14 authors.

Fabio BrugnaraDepartment of Physics, University of Trento, Via Sommarive 14, 38123 Trento, Italy.
Marco CammarataESRF - The European Synchrotron, 71 avenue des Martyrs, 38000 Grenoble, France.ORCID 0000-0003-3013-1186
Yuriy ChushkinESRF - The European Synchrotron, 71 avenue des Martyrs, 38000 Grenoble, France.ORCID 0000-0003-2478-6063
Irene FestiDepartment of Physics, University of Trento, Via Sommarive 14, 38123 Trento, Italy.ORCID 0009-0000-7551-6843
Massimo GranataLaboratoire des Matériaux Avancés - IP2I, CNRS, Université Claude Bernard Lyon 1, 69100 Villeurbanne, France.ORCID 0000-0003-3275-1186
David HofmanLaboratoire des Matériaux Avancés - IP2I, CNRS, Université Claude Bernard Lyon 1, 69100 Villeurbanne, France.
Matteo LeonardiDepartment of Physics, University of Trento, Via Sommarive 14, 38123 Trento, Italy.ORCID 0000-0002-7641-0060
Daniele MarziDepartment of Physics, University of Trento, Via Sommarive 14, 38123 Trento, Italy.ORCID 0009-0006-8242-9119
Denis NabariDepartment of Physics, University of Trento, Via Sommarive 14, 38123 Trento, Italy.ORCID 0009-0006-8500-7624
Angela TrapanantiPhysics Division - School of Science and Technology, University of Camerino, Via Madonna delle Carceri 9, 62032 Camerino (MC), Italy.
Simone ZiglioDepartment of Physics, University of Trento, Via Sommarive 14, 38123 Trento, Italy.
Federico ZontoneESRF - The European Synchrotron, 71 avenue des Martyrs, 38000 Grenoble, France.
Marco ZanattaDepartment of Physics, University of Trento, Via Sommarive 14, 38123 Trento, Italy.
Giacomo BaldiDepartment of Physics, University of Trento, Via Sommarive 14, 38123 Trento, Italy.ORCID 0000-0001-8963-3362

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We present a multi-tau two-time correlation (MT-2TC) analysis for X-ray photon correlation spectroscopy that enables efficient analysis of large-scale, high-frame-rate datasets collected at modern synchrotron beamlines. The method combines the advantages of the multi-tau autocorrelation and two-time correlation approaches, maintaining sensitivity to non-stationary dynamics while reducing computational complexity and memory requirements from quadratic to linear scaling with the number of frames. This formulation not only improves processing efficiency but also extends the accessible correlation time range, allowing analysis over much broader time scales than conventional techniques. The algorithm is implemented in both dense and sparse data representations, allowing direct processing of sparsified photon-counting data from ultra-fast detectors. We demonstrate the performance of the MT-2TC scheme using experiments on a bulk GeO

Indexed as

multi-tau algorithmsynchrotron data analysisX-ray photon correlation spectroscopy

Identifiers

PMID41911233
PMCPMC13148614

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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.