Articles | Volume 22, issue 3
https://doi.org/10.5194/acp-22-1861-2022
https://doi.org/10.5194/acp-22-1861-2022
Research article
 | 
08 Feb 2022
Research article |  | 08 Feb 2022

Input-adaptive linear mixed-effects model for estimating alveolar lung-deposited surface area (LDSA) using multipollutant datasets

Pak Lun Fung, Martha A. Zaidan, Jarkko V. Niemi, Erkka Saukko, Hilkka Timonen, Anu Kousa, Joel Kuula, Topi Rönkkö, Ari Karppinen, Sasu Tarkoma, Markku Kulmala, Tuukka Petäjä, and Tareq Hussein

Related authors

Opinion: Insights into updating Ambient Air Quality Directive 2008/50/EC
Joel Kuula, Hilkka Timonen, Jarkko V. Niemi, Hanna E. Manninen, Topi Rönkkö, Tareq Hussein, Pak Lun Fung, Sasu Tarkoma, Mikko Laakso, Erkka Saukko, Aino Ovaska, Markku Kulmala, Ari Karppinen, Lasse Johansson, and Tuukka Petäjä
Atmos. Chem. Phys., 22, 4801–4808, https://doi.org/10.5194/acp-22-4801-2022,https://doi.org/10.5194/acp-22-4801-2022, 2022
Short summary
Data imputation in in situ-measured particle size distributions by means of neural networks
Pak Lun Fung, Martha Arbayani Zaidan, Ola Surakhi, Sasu Tarkoma, Tuukka Petäjä, and Tareq Hussein
Atmos. Meas. Tech., 14, 5535–5554, https://doi.org/10.5194/amt-14-5535-2021,https://doi.org/10.5194/amt-14-5535-2021, 2021
Short summary
Spatiotemporal variation and trends in equivalent black carbon in the Helsinki metropolitan area in Finland
Krista Luoma, Jarkko V. Niemi, Minna Aurela, Pak Lun Fung, Aku Helin, Tareq Hussein, Leena Kangas, Anu Kousa, Topi Rönkkö, Hilkka Timonen, Aki Virkkula, and Tuukka Petäjä
Atmos. Chem. Phys., 21, 1173–1189, https://doi.org/10.5194/acp-21-1173-2021,https://doi.org/10.5194/acp-21-1173-2021, 2021
Short summary
Observations of ozone depletion events in a Finnish boreal forest
Xuemeng Chen, Lauriane L. J. Quéléver, Pak L. Fung, Jutta Kesti, Matti P. Rissanen, Jaana Bäck, Petri Keronen, Heikki Junninen, Tuukka Petäjä, Veli-Matti Kerminen, and Markku Kulmala
Atmos. Chem. Phys., 18, 49–63, https://doi.org/10.5194/acp-18-49-2018,https://doi.org/10.5194/acp-18-49-2018, 2018
Short summary

Related subject area

Subject: Aerosols | Research Activity: Atmospheric Modelling and Data Analysis | Altitude Range: Troposphere | Science Focus: Physics (physical properties and processes)
Modeling impacts of dust mineralogy on fast climate response
Qianqian Song, Paul Ginoux, María Gonçalves Ageitos, Ron L. Miller, Vincenzo Obiso, and Carlos Pérez García-Pando
Atmos. Chem. Phys., 24, 7421–7446, https://doi.org/10.5194/acp-24-7421-2024,https://doi.org/10.5194/acp-24-7421-2024, 2024
Short summary
Uncertainties in laboratory-measured shortwave refractive indices of mineral dust aerosols and derived optical properties: a theoretical assessment
Senyi Kong, Zheng Wang, and Lei Bi
Atmos. Chem. Phys., 24, 6911–6935, https://doi.org/10.5194/acp-24-6911-2024,https://doi.org/10.5194/acp-24-6911-2024, 2024
Short summary
Diagnosing uncertainties in global biomass burning emission inventories and their impact on modeled air pollutants
Wenxuan Hua, Sijia Lou, Xin Huang, Lian Xue, Ke Ding, Zilin Wang, and Aijun Ding
Atmos. Chem. Phys., 24, 6787–6807, https://doi.org/10.5194/acp-24-6787-2024,https://doi.org/10.5194/acp-24-6787-2024, 2024
Short summary
Role of atmospheric aerosols in severe winter fog over the Indo-Gangetic Plain of India: a case study
Chandrakala Bharali, Mary Barth, Rajesh Kumar, Sachin D. Ghude, Vinayak Sinha, and Baerbel Sinha
Atmos. Chem. Phys., 24, 6635–6662, https://doi.org/10.5194/acp-24-6635-2024,https://doi.org/10.5194/acp-24-6635-2024, 2024
Short summary
Long-term variability in black carbon emissions constrained by gap-filled absorption aerosol optical depth and associated premature mortality in China
Wenxin Zhao, Yu Zhao, Yu Zheng, Dong Chen, Jinyuan Xin, Kaitao Li, Huizheng Che, Zhengqiang Li, Mingrui Ma, and Yun Hang
Atmos. Chem. Phys., 24, 6593–6612, https://doi.org/10.5194/acp-24-6593-2024,https://doi.org/10.5194/acp-24-6593-2024, 2024
Short summary

Cited articles

Albuquerque, P. C., Gomes, J. F., and Bordado, J. C.: Assessment of exposure to airborne ultrafine particles in the urban environment of Lisbon, Portugal, J. Air Waste Manage., 62, 373–380, https://doi.org/10.1080/10962247.2012.658957, 2012. 
Amanatidis, S., Maricq, M. M., Ntziachristos, L., and Samaras, Z.: Application of the dual Pegasor Particle Sensor to real-time measurement of motor vehicle exhaust PM, J. Aerosol Sci., 103, 93–104, https://doi.org/10.1016/j.jaerosci.2016.10.005, 2017. 
Anjilvel, S. and Asgharian, B.: A multiple-path model of particle deposition in the rat lung, Fund. Appl. Toxicol., 28, 41–50, https://doi.org/10.1006/faat.1995.1144, 1995. 
Asbach, C., Fissan, H., Stahlmecke, B., Kuhlbusch, T., and Pui, D.: Conceptual limitations and extensions of lung-deposited Nanoparticle Surface Area Monitor (NSAM), J. Nanopart. Res., 11, 101–109, https://doi.org/10.1007/s11051-008-9479-8, 2009. 
Asbach, C., Alexander, C., Clavaguera, S., Dahmann, D., Dozol, H., Faure, B., Fierz, M., Fontana, L., Iavicoli, I., Kaminski, H., MacCalman, L., Meyer-Plath, A., Simonow, B., van Tongeren, M., and Todea, A. M.: Review of measurement techniques and methods for assessing personal exposure to airborne nanomaterials in workplaces, Sci. Total Environ., 603, 793–806, https://doi.org/10.1016/j.scitotenv.2017.03.049, 2017. 
Download
Short summary
We developed an input-adaptive mixed-effects model, which was automatised to select the best combination of input variables, including up to three fixed effect variables and three time indictors as random effect variables. We tested the model to estimate lung-deposited surface area (LDSA), which correlates well with human health. The results show the inclusion of time indicators improved the sensitivity and the accuracy of the model so that it could serve as a network of virtual sensors.
Altmetrics
Final-revised paper
Preprint