Toward Integrated Hospital IAQ Monitoring: Continuous Sensing and Targeted Chemical Characterization

Indoor air quality (IAQ) in healthcare environments is affected by dynamic interactions between occupancy, ventilation, operational activities, and indoor emission sources, which are not always captured through conventional punctual assessments. This study evaluated long-term IAQ dynamics in different hospital microenvironments using continuous low-cost sensor monitoring combined with targeted chemical characterization of volatile organic compounds (VOCs) and specific aldehydes. Continuous monitoring was conducted from June 2023 to December 2025, measuring CO2, PM2.5, PM10, formaldehyde (CH2O), temperature, relative humidity, and total VOCs (TVOC). A total of 1.79 million raw records were processed, generating 1.42 million indoor measurements and 264,311 hourly aggregated observations. Complementary VOC and aldehyde sampling campaigns supported the interpretation of pollutant specific temporal patterns. Results revealed differentiated and recurrent IAQ signatures across hospital areas. CO2 dynamics were mainly associated with occupancy and ventilation demand, whereas formaldehyde showed more persistent and seasonally dependent sensor patterns, compatible with the influence of indoor emission sources and ventilation heterogeneity. Targeted chemical characterization further identified area specific pollutant profiles associated with cleaning activities, laboratory processes, materials, and operational conditions. Importantly, recurrent periods were identified in which acceptable occupancy related CO2 conditions coincided with elevated chemical pollutant levels. These findings show how long-term multi-parameter monitoring can distinguish function and pollutant specific IAQ signatures that would remain obscured by aggregated or single parameter assessments, providing an evidence base for area specific monitoring strategies and future adaptive hospital IAQ management.

Authors

Institutions

Publication Details

Journal
Atmosphere
Published
2026-09-14
DOI
https://doi.org/10.3390/atmos17090895
Primary Topic
Indoor Air Quality and Microbial Exposure
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Toward Integrated Hospital IAQ Monitoring: Continuous Sensing and Targeted Chemical Characterization

Susana Viegas, Javier Diéguez‐Uribeondo, Silvia Suárez, Ferran Rodriguez et al.
Atmosphere
Indoor Air Quality and Microbial Exposure
article

Toward Integrated Hospital IAQ Monitoring: Continuous Sensing and Targeted Chemical Characterization

Susana Viegas, Javier Diéguez‐Uribeondo, Silvia Suárez, Ferran Rodriguez, José Fermoso, Carla Martins, Rubèn González, María Figols, Sandra Rodríguez-Sufuentes, Alberto Rodríguez, Manel Sanz, Clara Pérez-Setién, Felipe López
article en

Abstract

Indoor air quality (IAQ) in healthcare environments is affected by dynamic interactions between occupancy, ventilation, operational activities, and indoor emission sources, which are not always captured through conventional punctual assessments. This study evaluated long-term IAQ dynamics in different hospital microenvironments using continuous low-cost sensor monitoring combined with targeted chemical characterization of volatile organic compounds (VOCs) and specific aldehydes. Continuous monitoring was conducted from June 2023 to December 2025, measuring CO2, PM2.5, PM10, formaldehyde (CH2O), temperature, relative humidity, and total VOCs (TVOC). A total of 1.79 million raw records were processed, generating 1.42 million indoor measurements and 264,311 hourly aggregated observations. Complementary VOC and aldehyde sampling campaigns supported the interpretation of pollutant specific temporal patterns. Results revealed differentiated and recurrent IAQ signatures across hospital areas. CO2 dynamics were mainly associated with occupancy and ventilation demand, whereas formaldehyde showed more persistent and seasonally dependent sensor patterns, compatible with the influence of indoor emission sources and ventilation heterogeneity. Targeted chemical characterization further identified area specific pollutant profiles associated with cleaning activities, laboratory processes, materials, and operational conditions. Importantly, recurrent periods were identified in which acceptable occupancy related CO2 conditions coincided with elevated chemical pollutant levels. These findings show how long-term multi-parameter monitoring can distinguish function and pollutant specific IAQ signatures that would remain obscured by aggregated or single parameter assessments, providing an evidence base for area specific monitoring strategies and future adaptive hospital IAQ management.

AtmosphereVol. 17(9)
Universidad de Valladolid (ES), Hospital Clínic de Barcelona (ES), Real Jardín Botánico (ES), Fundació Clínic per a la Recerca Biomèdica (ES), Consorci Institut D'Investigacions Biomediques August Pi I Sunyer (ES), Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas (ES), Fundació de Recerca Clínic Barcelona-Institut d’Investigacions Biomèdiques August Pi i Sunyer (ES), Universidade Nova de Lisboa (PT)
Industry, innovation and infrastructure
Openalex Percentile: Top 11%
Indoor Air Quality and Microbial Exposure
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.