Evidence map›Paper›PMID 41977824›Full record

ArticleSensors (Basel, Switzerland)2026

Continuous Snow-Cover Monitoring and Avalanche Detection with a Novel Sensor Array Box.

Markus Hoffmann, Michael Brauner, Christian Rachoy, Thomas Dolleschal, Ingrid Reiweger

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.

Markus HoffmannHoffmann-Consult, 1230 Vienna, Austria.ORCID 0000-0003-2690-1192
Michael BraunerÖBB-Infrastruktur AG, 1020 Vienna, Austria.ORCID 0009-0007-6242-9418
Christian RachoyÖBB-Infrastruktur AG, 1020 Vienna, Austria.
Thomas DolleschalBLADESCAPE Airborne Services GmbH, 2320 Schwechat, Austria.
Ingrid ReiwegerInstitute of Mountain Risk Engineering, Department of Landscape, Water and Infrastructure, BOKU University of Natural Resources and Life Sciences, 1180 Vienna, Austria.ORCID 0000-0003-2364-5760

Funding

ÖBB Infrastruktur AG 7871916958
6 · The paper itself

Abstract

Snow avalanches pose a serious hazard in snow-covered, mountainous areas. In order to protect inhabited areas and infrastructure such as roads and railway lines, avalanche protection measures need to be taken. In addition to permanent, technical protection measures, temporary, organizational measures, which are based on risk assessments by local avalanche warning commissions, are utilized. These avalanche risk assessments rely on regional avalanche bulletins, weather forecasts, local expertise, and information on current snowpack conditions. Our research seeks to enhance knowledge of current snowpack and avalanche conditions by providing in situ monitoring of potential avalanche slopes. Therefore, we developed a novel sensor box array, peakr, consisting of multiple sensor units deployed by hand or by drone at key avalanche slope locations throughout the winter season. The sensors continuously measure temperature, humidity, position, and snowpack movement. Data are transmitted via LoRaWAN and GSM, stored locally, and accessed through a web platform. Automated analysis using a decision tree and event-detection algorithm triggers immediate alerts to responsible personnel via SMS and email. This paper presents an overview of the peakr sensor array and web platform, focusing on data analysis and avalanche events from the Arlberg ski resort in winter 2023/2024, supported by webcam time-lapse validation.

Indexed as

avalanche slopesevent detectionmonitoringrisk analysissystematic patterns

Identifiers

PMID41977824
PMCPMC13074794

What OpenQuestion holds

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LicenceCC BY
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.