Evidence map›Paper›PMID 42740239›Full record

ArticleSensors (Basel, Switzerland)2026

Development and Performance Analysis of a U-Shaped Fiber Optic Sensor for Soil Water Content Measurement.

Alireza Sabetimani, Rashid Bashir, Reza Rizvi

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
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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

3 authors.

Alireza SabetimaniLassonde School of Engineering, York University, Toronto, ON M3J 1P3, Canada.
Rashid BashirLassonde School of Engineering, York University, Toronto, ON M3J 1P3, Canada.ORCID 0000-0002-2089-7957
Reza RizviLassonde School of Engineering, York University, Toronto, ON M3J 1P3, Canada.

Funding

Natural Sciences and Engineering Research Council of Canada RGPIN-2026-06549
6 · The paper itself

Abstract

Accurate soil water content measurement is essential for irrigation management, soil water retention studies, and geotechnical monitoring. This study developed and evaluated a U-shaped silica fiber optic sensor for soil water content measurement using optical transmission responses at 500, 940, and 1450 nm wavelengths. The sensor was fabricated using a bent optical fiber coupled with LED light sources and a photodiode-based detection system. Laboratory tests were conducted on three soil samples under different gravimetric water content (GWC) levels, and the photodiode outputs were normalized to compare sensor behavior across wavelengths and soil types. Under each condition, five consecutive readings were obtained at three probe locations. The five readings were treated as technical repeats and first averaged at the location level, after which the three location responses were averaged to obtain one representative response for each soil water content condition. Linear, quadratic, cubic, and exponential forward models were compared, and the cubic model provided the strongest descriptive fit for the combined-soil dataset, particularly at 1450 nm (R2=0.8956, adjusted R2=0.8799, RMSE = 0.0717). For practical water-content estimation, separate direct inverse linear models were developed and evaluated using grouped leave-one-water-content-level-out cross-validation. The corresponding RMSE values were 3.41, 3.37, and 3.20 percentage points of GWC at 500, 940, and 1450 nm, respectively. The 1450 nm wavelength also showed the highest range-dependent sensitivity. Time-dependent measurements also showed repeatable response patterns during drying, demonstrating the sensor's ability to track water content redistribution. Overall, the developed U-shaped fiber optic sensor showed a measurable and repeatable response to soil water content variation and has potential as a simple optical sensing approach for soil water content monitoring.

Indexed as

gravimetric water contentoptical sensingphotodiode outputsoil moisture calibrationsoil water contentU-shaped fiber optic sensorwavelength response

Identifiers

PMID42740239
PMCPMC13567911

What OpenQuestion holds

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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.