Evidence map›Paper›PMID 41516498›Full record

ArticleSensors (Basel, Switzerland)2025

An Open and Novel Low-Cost Terrestrial Laser Scanner Prototype for Forest Monitoring.

Jozef Výbošťok, Juliána Chudá, Daniel Tomčík, Dominik Gretsch, Julián Tomaštík, Michał Pełka, Janusz Bedkowski, Michal Skladan, Martin Mokroš

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. 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

9 authors.

Jozef VýbošťokDepartment of Forest Harvesting, Logistics and Ameliorations, Technical University in Zvolen, T. G. Masaryka 24, 96001 Zvolen, Slovakia.ORCID 0000-0002-0038-5911
Juliána ChudáDepartment of Forest Harvesting, Logistics and Ameliorations, Technical University in Zvolen, T. G. Masaryka 24, 96001 Zvolen, Slovakia.
Daniel TomčíkDepartment of Forest Harvesting, Logistics and Ameliorations, Technical University in Zvolen, T. G. Masaryka 24, 96001 Zvolen, Slovakia.ORCID 0009-0000-4409-1344
Dominik GretschDepartment of Forest Harvesting, Logistics and Ameliorations, Technical University in Zvolen, T. G. Masaryka 24, 96001 Zvolen, Slovakia.
Julián TomaštíkDepartment of Forest Resource Planning and Informatics, Technical University in Zvolen, T. G. Masaryka 24, 96001 Zvolen, Slovakia.ORCID 0000-0001-6691-8357
Michał PełkaInstitute of Fundamental Technological Research, Polish Academy of Science, ul. Pawi ńskiego 5B, 02-106 Warsaw, Poland.ORCID 0000-0003-4779-3880
Janusz BedkowskiInstitute of Fundamental Technological Research, Polish Academy of Science, ul. Pawi ńskiego 5B, 02-106 Warsaw, Poland.
Michal SkladanDepartment of Forest Harvesting, Logistics and Ameliorations, Technical University in Zvolen, T. G. Masaryka 24, 96001 Zvolen, Slovakia.
Martin MokrošDepartment of Geography, University College London, Gower Street, London WC1E 6BT, UK.ORCID 0000-0002-8559-5757

Funding

Ministry of Education of Slovak Republic VEGA 1/0604/24Recovery and Resilience Plan for Slovakia 09I03-03-V04-00341.Slovak Research and Development Agency VV-MVP-24-0412
6 · The paper itself

Abstract

Accurate and efficient forest inventory methods are crucial for monitoring forest ecosystems, assessing carbon stocks, and supporting sustainable forest management. Traditional field-based techniques, which rely on manual measurements such as diameter at breast height (DBH) and tree height (TH), remain labour-intensive and time-consuming. In this study, we introduce and validate a fully open-source, low-cost terrestrial laser scanning system (LCA-TLS) built from commercially available components and based on the Livox Avia sensor. With a total cost of €2050, the system responds to recent technological developments that have significantly reduced hardware expenses while retaining high data quality. This trend has created new opportunities for broadening access to high-resolution 3D data in ecological research. The performance of the LCA-TLS was assessed under controlled and field conditions and benchmarked against three reference devices: the RIEGL VZ-1000 terrestrial laser scanner, the Stonex X120GO handheld mobile laser scanner, and the iPhone 15 Pro Max structured-light device. The LCA-TLS achieved high accuracy for estimating DBH (RMSE: 1.50 cm) and TH (RMSE: 0.99 m), outperforming the iPhone and yielding results statistically comparable to the Stonex X120GO (DBH RMSE: 1.32 cm;

Indexed as

forestfunctional prototypeHMLSiPhonelow costTLS

Identifiers

PMID41516498
PMCPMC12787914

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.