Evidence map›Paper›PMID 41157429›Full record

ArticleSensors (Basel, Switzerland)2025

Contributions to the Development of Fire Detection and Intervention Capabilities Using an Indoor Air Quality IoT Monitoring System.

Radu Nicolae Pietraru, Adriana Olteanu, Maximilian Nicolae, Robert-Alexandru Crăciun

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

4 authors.

Radu Nicolae PietraruFaculty of Automation and Computers, National University of Science and Technology Politehnica Bucharest, 060042 București, Romania.ORCID 0000-0002-6986-5163
Adriana OlteanuFaculty of Automation and Computers, National University of Science and Technology Politehnica Bucharest, 060042 București, Romania.ORCID 0000-0002-7057-7281
Maximilian NicolaeFaculty of Automation and Computers, National University of Science and Technology Politehnica Bucharest, 060042 București, Romania.ORCID 0000-0001-9928-0660
Robert-Alexandru CrăciunFaculty of Automation and Computers, National University of Science and Technology Politehnica Bucharest, 060042 București, Romania.ORCID 0000-0001-9937-5790

Funding

National University of Science and Technology 564 Politehnica Bucharest ARUT 2023 research contract no. 26/09.10.2023
6 · The paper itself

Abstract

This paper presents a method for functionally extending an IoT indoor air quality monitoring network by adding a cloud-level fire detection logic component. The proposed method does not aim to replace traditional fire detection systems at this stage of research, but to propose a solution for the development of fire detection capabilities and to improve the support provided to firefighting teams by providing a geospatial representation of the building in which a fire occurs. The proposed solution is based on a series of laboratory tests that demonstrated that air quality sensors can successfully detect the effects caused by an ignition event of common materials and can differentiate fire events from other events that can generate false-positive alarms by classic detection systems. The research involved five laboratory combustion tests based on the measurement of temperature, humidity, PM2.5 particle concentration, volatile organic compound index, and nitrogen oxide index. Following the tests, a warning mechanism and geospatial representation were designed using a system with ten IoT sensors to monitor the indoor air quality in a building on our university's campus.

Indexed as

digital twinenvironmental quality and resiliencefire detectiongeospatial dashboardindoor air qualityIoT monitoringsmart campus

Identifiers

PMID41157429
PMCPMC12568056

What OpenQuestion holds

Textmetadata
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.