Characterizing Indoor Black Carbon Dynamics in a Residential Environment: The Role of Human Activity and Ventilation Behavior

Understanding indoor black carbon (BC) dynamics is important for assessing human exposure and informing air quality management in residential settings. This study presents a high-resolution, multi-sensor dataset collected over 24 days in a semi-occupied home in Zagreb, Croatia, designed to character...

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Main Authors: Nikolina Račić, Sanja Frka, Ana Cvitešić Kušan, Valentino Petrić, Francesco Mureddu, Mario Lovrić
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Toxics
Subjects:
Online Access:https://www.mdpi.com/2305-6304/13/7/536
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author Nikolina Račić
Sanja Frka
Ana Cvitešić Kušan
Valentino Petrić
Francesco Mureddu
Mario Lovrić
author_facet Nikolina Račić
Sanja Frka
Ana Cvitešić Kušan
Valentino Petrić
Francesco Mureddu
Mario Lovrić
author_sort Nikolina Račić
collection DOAJ
description Understanding indoor black carbon (BC) dynamics is important for assessing human exposure and informing air quality management in residential settings. This study presents a high-resolution, multi-sensor dataset collected over 24 days in a semi-occupied home in Zagreb, Croatia, designed to characterize the temporal behavior and sources of indoor BC. Indoor BC concentrations were measured at 1 min resolution using a dual-spot aethalometer, with source apportionment into biomass burning and fossil fuel components. Complementary contextual data including motion detection, door and window states, and traffic activity were collected in parallel using smart sensors and annotated experimental logs. Across the monitoring period, daily mean BC concentrations ranged from 174.7 and 1053.1 ng/m<sup>3</sup> for biomass burning BC and between 53.2 and 880.3 ng/m<sup>3</sup> for fossil fuel component. Statistical analyses revealed significant increases in BC concentrations during direct combustion-related activities, including scented candle burning and gas burner use. Additional BC elevations were associated with mechanical heat sources and nearby vehicle traffic, particularly affecting the fossil fuel BC component. In contrast, non-combustion activities such as brief human presence exhibited minor or inconsistent effects on indoor BC levels. This study elucidates the primary role of combustion-based indoor activities in influencing short-term BC exposure and highlights the importance of synchronized, high-resolution datasets for indoor air quality research.
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spelling doaj-art-cb5e21796887440c8cab8e464e92df382025-08-20T03:56:49ZengMDPI AGToxics2305-63042025-06-0113753610.3390/toxics13070536Characterizing Indoor Black Carbon Dynamics in a Residential Environment: The Role of Human Activity and Ventilation BehaviorNikolina Račić0Sanja Frka1Ana Cvitešić Kušan2Valentino Petrić3Francesco Mureddu4Mario Lovrić5Institute for Medical Research and Occupational Health, 10000 Zagreb, CroatiaRuđer Bošković Institute, 10000 Zagreb, CroatiaRuđer Bošković Institute, 10000 Zagreb, CroatiaThe Lisbon Council, 1040 Brussels, BelgiumThe Lisbon Council, 1040 Brussels, BelgiumThe Lisbon Council, 1040 Brussels, BelgiumUnderstanding indoor black carbon (BC) dynamics is important for assessing human exposure and informing air quality management in residential settings. This study presents a high-resolution, multi-sensor dataset collected over 24 days in a semi-occupied home in Zagreb, Croatia, designed to characterize the temporal behavior and sources of indoor BC. Indoor BC concentrations were measured at 1 min resolution using a dual-spot aethalometer, with source apportionment into biomass burning and fossil fuel components. Complementary contextual data including motion detection, door and window states, and traffic activity were collected in parallel using smart sensors and annotated experimental logs. Across the monitoring period, daily mean BC concentrations ranged from 174.7 and 1053.1 ng/m<sup>3</sup> for biomass burning BC and between 53.2 and 880.3 ng/m<sup>3</sup> for fossil fuel component. Statistical analyses revealed significant increases in BC concentrations during direct combustion-related activities, including scented candle burning and gas burner use. Additional BC elevations were associated with mechanical heat sources and nearby vehicle traffic, particularly affecting the fossil fuel BC component. In contrast, non-combustion activities such as brief human presence exhibited minor or inconsistent effects on indoor BC levels. This study elucidates the primary role of combustion-based indoor activities in influencing short-term BC exposure and highlights the importance of synchronized, high-resolution datasets for indoor air quality research.https://www.mdpi.com/2305-6304/13/7/536air pollutionbiomass burningconcentrationsfossil fuelhomes
spellingShingle Nikolina Račić
Sanja Frka
Ana Cvitešić Kušan
Valentino Petrić
Francesco Mureddu
Mario Lovrić
Characterizing Indoor Black Carbon Dynamics in a Residential Environment: The Role of Human Activity and Ventilation Behavior
Toxics
air pollution
biomass burning
concentrations
fossil fuel
homes
title Characterizing Indoor Black Carbon Dynamics in a Residential Environment: The Role of Human Activity and Ventilation Behavior
title_full Characterizing Indoor Black Carbon Dynamics in a Residential Environment: The Role of Human Activity and Ventilation Behavior
title_fullStr Characterizing Indoor Black Carbon Dynamics in a Residential Environment: The Role of Human Activity and Ventilation Behavior
title_full_unstemmed Characterizing Indoor Black Carbon Dynamics in a Residential Environment: The Role of Human Activity and Ventilation Behavior
title_short Characterizing Indoor Black Carbon Dynamics in a Residential Environment: The Role of Human Activity and Ventilation Behavior
title_sort characterizing indoor black carbon dynamics in a residential environment the role of human activity and ventilation behavior
topic air pollution
biomass burning
concentrations
fossil fuel
homes
url https://www.mdpi.com/2305-6304/13/7/536
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