Evidence map›Paper›PMID 42027798›Full record

ArticleHardwareX2026

ESPiezometer: ESP32-based field tool for installation and validation of piezometric sensors for groundwater level monitoring.

Armando Daniel Blanco-Jáquez, Diego Armando Martínez-Cruz, María Teresa Alarcón-Herrera, Ana Elizabeth Marín-Celestino, Luz I Valenzuela-García

Abstract read
In one paragraph

Article in HardwareX, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

5 authors.

Armando Daniel Blanco-JáquezSECIHTI - Centro de Investigación En Materiales Avanzados, Departamento de Ingeniería Sustentable, Calle CIMAV 110, Ejido Arroyo Seco, Durango 34147, Mexico.
Diego Armando Martínez-CruzSECIHTI - Centro de Investigación En Materiales Avanzados, Departamento de Ingeniería Sustentable, Calle CIMAV 110, Ejido Arroyo Seco, Durango 34147, Mexico.
María Teresa Alarcón-HerreraSECIHTI - Centro de Investigación En Materiales Avanzados, Departamento de Ingeniería Sustentable, Calle CIMAV 110, Ejido Arroyo Seco, Durango 34147, Mexico.
Ana Elizabeth Marín-CelestinoSECIHTI - Instituto Potosino de Investigación Científica Y Tecnológica, A.C. División de Geociencias Aplicadas, Camino a La Presa San José 2055, Col. Lomas 4ta Sección, San Luis Potosí 78216, Mexico.
Luz I Valenzuela-GarcíaSECIHTI - Centro de Investigación En Materiales Avanzados, Departamento de Ingeniería Sustentable, Calle CIMAV 110, Ejido Arroyo Seco, Durango 34147, Mexico.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Field installation of piezometric sensors often involves uncertainty regarding correct placement, sensor response, and agreement with manually measured static water levels. Commercial dataloggers provide high-resolution monitoring but do not offer installation-stage validation or open access to communication protocols. To address this gap, the ESPiezometer was developed as a low-cost, open-source device based on an ESP32-C3 microcontroller with RS485 Modbus communication, on-board water level calculation, temperature-based density correction, and Bluetooth Low Energy (BLE) integration for field data logging via an Android application. The hardware enables real-time verification of raw and corrected water level readings during deployment and allows immediate comparison with manual measurements. A custom PCB and 3D-printed enclosure were designed to facilitate reproducible assembly and portability. Field validation in a groundwater observation well (30-90 m depth range) demonstrated consistent communication integrity via CRC checks and measurement repeatability with a standard deviation below 0.03 m. After density correction, measurement error was reduced by 35-50% relative to manual reference levels. The obtained results demonstrate that the ESPiezometer can serve as a reliable companion instrument, reducing uncertainty during deployment and improving confidence in long-term groundwater monitoring campaigns.

Indexed as

ESP32Field validationGroundwater level monitoringLow-cost instrumentationPiezometric sensorRS-485 communication

Identifiers

PMID42027798
PMCPMC13101700

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.