Evidence map›Paper›PMID 41471562›Full record

ReviewSensors (Basel, Switzerland)2025

Low-Cost Sensor Systems and IoT Technologies for Indoor Air Quality Monitoring: Instrumentation, Models, Implementation, and Perspectives for Validation.

Sérgio Ivan Lopes, Cezary Orłowski, Pedro T B S Branco, Kostas Karatzas, Guillermo Villena, John Saffell, Gonçalo Marques, Sofia I V Sousa, Fabian Lenartz, Benjamin Bergmans and 3 more

Abstract readReview
In one paragraph

Review in Sensors (Basel, Switzerland), 2025. 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

13 authors.

Sérgio Ivan LopesADiT-LAB-Applied Digital Transformation Laboratory, Polytechnic University of Viana Do Castelo, 4900-347 Viana Do Castelo, Portugal.ORCID 0000-0001-6944-7757
Cezary OrłowskiIBM Centre for Advanced Studies, Faculty of Computer Science and New Technologies, WSB University in Gdansk, 80-266 Gdansk, Poland.ORCID 0000-0001-7716-5522
Pedro T B S BrancoLEPABE, ALiCE, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal.ORCID 0000-0002-4163-0936
Kostas KaratzasEnvironmental Informatics Research Group, School of Mechanical Engineering, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.ORCID 0000-0002-1033-5985
Guillermo VillenaDepartment of Physical and Theoretical Chemistry, Faculty of Mathematics and Natural Sciences, University of Wuppertal, 42097 Wuppertal, Germany.ORCID 0000-0002-1867-1879
John SaffellNosmoTech Ltd., Cambridge CB3 0AZ, UK.ORCID 0000-0002-9844-2063
Gonçalo MarquesPolytechnic Institute of Coimbra, Technology and Management School of Oliveira Do Hospital, Rua General Santos Costa, 3400-124 Oliveira do Hospital, Portugal.ORCID 0000-0001-5834-6571
Sofia I V SousaLEPABE, ALiCE, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal.ORCID 0000-0002-4139-673X
Fabian LenartzISSEP-Institut Scientifique de Service Public, 4000 Liege, Belgium.ORCID 0000-0001-7650-6719
Benjamin BergmansISSEP-Institut Scientifique de Service Public, 4000 Liege, Belgium.ORCID 0000-0002-4324-449X
Alessandro BigiDepartment of Engineering 'Enzo Ferrari', University of Modena and Reggio Emilia, 41125 Modena, Italy.ORCID 0000-0002-1310-5296
Tamás PflanznerDepartment of Software Engineering, University of Szeged, 6725 Szeged, Hungary.
Mila Ródenas GarcíaEUPHORE Labs., Fundación Centro de Estudios Ambientales Del Mediterráneo (CEAM), 46980 Paterna, Valencia, Spain.ORCID 0000-0002-6136-3660

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In recent decades, significant efforts have been devoted to constructing energy-efficient buildings, providing comfortable indoor environments. However, measures such as enhanced airtightness, while reducing infiltration through the building envelope, might consequently reduce natural ventilation. This reduction is a critical concern because natural ventilation is an essential factor in controlling indoor air quality (IAQ), and its diminution could therefore worsen IAQ. Sick building syndrome has emerged as a term used to describe health hazards linked to the time spent indoors but with no particular cause. Since people spend most of their time indoors, the demand for continuous and real-time IAQ management to reduce human exposure to pollutants has increased considerably. In this context, low-cost sensors (LCS) for IAQ monitoring have become popular, driven by recent technological advancements and increased awareness regarding indoor air pollution and its negative health impacts. Although LCS do not meet the performance requirements of reference and regulatory equipment, they provide informative measurements, offering high-resolution monitoring, emission source identification, exposure mitigation, real-time IAQ assessment, and energy efficiency management. This perspective article proposes a general model for LCS systems (and subsystems) implementation and presents a prospective analysis of their strengths and limitations for IAQ management, reviews the literature regarding sensor system technologies, and offers design recommendations. It provides valuable insights for researchers and practitioners in the field of IAQ and discusses future trends.

Indexed as

Air Pollution, IndoorEnvironmental MonitoringInternet of ThingsHumansVentilationindoor air pollutionIoTlow-cost sensorsremote monitoringsensor systems

Identifiers

PMID41471562
PMCPMC12737076

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.