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A land use regression model for ambient ultrafine particles …
The final multivariable linear regression model explained 62% of the spatial variation in ambient UFP concentrations whereas the KRLS model explained 79% of the variance. The KRLS model performed slightly better than the linear regression model when evaluated using an external dataset (R(2)=0.58 vs. 0.55) or a cross-validation procedure (R(2)=0 ...
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Spatiotemporal land use regression models of fine, ultrafine, …
Spatiotemporal land use regression models of fine, ultrafine, and black carbon particulate matter in New Delhi, India Arvind Saraswat, Joshua S. Apte, Milind Kandlikar, Michael Brauer, Sarah B. Henderson, Julian D. Marshall
(PDF) A land use regression model for ambient ultrafine …
A land use regression model for ambient ultrafine particles in Montreal, Canada: A comparison of linear regression and a machine learning approach April 2016 Environmental Research 146:65-72
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Extending the spatial scale of land use regression
The problem of ultrafine particles (UFPs; PM 0.1) has been prevalent since the past decades. In addition to become easily inhaled by human respiratory system due to their ultrafine diameter (<100 nm), ambient UFPs possess various physicochemical properties which make it more toxic. These properties vary based on the emission …
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A hybrid model for estimating the number concentration of ultrafine …
Modeling is a cost-effective measure to estimate ultrafine particle (UFP) levels. Previous UFP estimates generally relied on land-use regression with insufficient temporal resolution. We carried out in-situ measurements for UFP in central Taiwan and developed a model incorporating satellite-based me …
A hybrid model for estimating the number concentration of ultrafine …
A hybrid model for estimating the number concentration of ultrafine particles based on machine learning algorithms in central Taiwan April 2023 Environment International 175(3):107937
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A hybrid model for estimating number concentrations of ultrafine …
DOI: 10.1289/isee.2022.p-0107 Corpus ID: 256185080; A hybrid model for estimating number concentrations of ultrafine particles in central Taiwan @article{Yang2022AHM, title={A hybrid model for estimating number concentrations of ultrafine particles in central Taiwan}, author={Li-Hao Yang and Wei-ting Chen and Chau-Ren Jung}, journal={ISEE …
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Concentrations of fine, ultrafine, and black carbon particles …
Concentrations of air pollutants from vehicles are elevated along roadways, indicating that human exposure in transportation microenvironments may not be adequately characterized by centrally located monitors. We report results from ∼180 h of real-time measurements of fine particle and black carbon mass concentration (PM 2.5, BC) and …
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