Evidence map›Paper›PMID 42197764›Full record

ArticleSensors (Basel, Switzerland)2026

Kramers-Kronig Diagnostic of Humidity-Induced Non-Idealities in Nanostructured Silica Capacitors.

Bremnen Véliz, Sendey Vera, Sandra Bermejo, Albert Orpella, Manuel Domínguez-Pumar

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. 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

5 authors.

Bremnen VélizElectronics and Automation Department, Faculty of Systems and Telecommunications, Universidad Estatal Península de Santa Elena, La Libertad 240204, Ecuador.
Sendey VeraElectronics and Automation Department, Faculty of Systems and Telecommunications, Universidad Estatal Península de Santa Elena, La Libertad 240204, Ecuador.
Sandra BermejoMNT Group, Electronic Engineering Department, Universitat Politécnica de Catalunya, North Campus, 08034 Barcelona, Spain.ORCID 0000-0003-1660-0273
Albert OrpellaMNT Group, Electronic Engineering Department, Universitat Politécnica de Catalunya, North Campus, 08034 Barcelona, Spain.ORCID 0000-0003-2726-5861
Manuel Domínguez-PumarMNT Group, Electronic Engineering Department, Universitat Politécnica de Catalunya, North Campus, 08034 Barcelona, Spain.ORCID 0000-0001-5439-7953

Funding

Government of Spain CPP2023-010559Government of Spain PID2024-161247OB-C32INCYT (government of Ecuador) CUP91870000.0000.390370
6 · The paper itself

Abstract

Metal-insulator-metal capacitors based on electrosprayed silica nanoparticles exhibit exceptionally high effective permittivity. However, their dielectric response is highly sensitive to ambient humidity, which can compromise data reliability. This study analyzes impedance characteristics of two silica nanoparticle-based MIM capacitors: (i) one measured under ambient conditions (0.1 Hz to 2 MHz) at 100/500 mV, and (ii) another under controlled relative humidity (RH) (40%, 70% and 90%) at 500 mV. Impedance consistency is rigorously assessed via Kramers-Kronig (KK) transforms. The first capacitor shows excellent KK consistency for real part Z' (NRMSE = 3.3%), compatible with linear time-invariant assumptions. The second capacitor exhibits strong humidity-dependence deviations; NRMSE for Z' rises from 14.5% at 40% RH to 141.2% at 90% RH, indicating linearity/causality breakdown from moisture-induced ionic conduction and interfacial polarization. These findings demonstrate that while increased humidity amplifies the effective dielectric response, it simultaneously introduces non-idealities that invalidate standard KK assumptions. Due to inherent microstructural variability between devices, humidity-dependent conclusions are derived from controlled intra-device analysis. Transmission Line Modeling confirms moisture enhances ionic network connectivity. Thus, KK analysis serves as a sensitive probe of environmental effects on nanostructured dielectrics, offering a framework to diagnose non-ideal behavior without a priori equivalent circuit models.

Indexed as

electronic and ionic conductionhumidity dependenceKramers-Kronigmetal-insulator-metal capacitornanostructured silica

Identifiers

PMID42197764
PMCPMC13210968

What OpenQuestion holds

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LicenceCC BY
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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.