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Št. zadetkov: 4
Machine-learning-driven reconstruction of organic aerosol sources across dense monitoring networks in Europe
Adrien Jouanny, Abhishek Upadhyay, Jianhui Jiang, Petros Vasilakos, Marta Via, Yun Cheng, Benjamin Flueckiger, Gaëlle Uzu, Jean-Luc Jaffrezo, Céline Voiron
Izvirni znanstveni članek
Oznake: source apportionment;machine learning;deep learning;Europe data set;spatial-temporal analysis;air quality;organic aerosols;
Fine particulate matter (PM) poses a major threat to public health, with organic aerosol (OA) being a key component. Major OA sources, hydrocarbon-like OA (HOA), biomass burning OA (BBOA), and oxygenated OA (OOA), have distinct health and environmental impacts. However, OA source apportionment ...
Leto: 2025 Vir: Repozitorij Univerze v Novi Gorici (RUNG)
Chemical sparsity in Bayesian receptor models for aerosol source apportionment
Marta Via, Jure Demšar, Yufang Hao, Manousos Ioannis Manousakas, Anton Rusanen, Jianhui Jiang, Stuart K. Grange, Jean-Luc Jaffrezo, Thuy Vy Dinh Ngoc, Griša Močnik
Izvirni znanstveni članek
Oznake: source apportionment;Bayesian Autocorrelated Matrix Factorisation;regularization;Positive Matrix Factorisation;
Aerosol source apportionment is a key tool for understanding the origins of atmospheric particulate matter and for guiding effective air quality management strategies. However, source apportionment techniques still struggle to properly separate highly correlated sources without relying on restrictiv ...
Leto: 2026 Vir: Univerza v Novi Gorici (UNG)
Models used in the BAMF+horseshoe manuscript
Marta Via, Jure Demšar, Yufang Hao, Manousos Ioannis Manousakas, Anton Rusanen, Jianhui Jiang, Stuart K. Grange, Jean-Luc Jaffrezo, Thuy Vy Dinh Ngoc, Griša Močnik
Raziskovalni podatki
Oznake: models;database;
Models used in the BAMF+horseshoe manuscript
Leto: 2026 Vir: Univerza v Novi Gorici (UNG)
Datasets used in the BAMF+horseshoe manuscripts
Marta Via, Jure Demšar, Manousos Ioannis Manousakas, Anton Rusanen, Jianhui Jiang, Stuart K. Grange, Jean-Luc Jaffrezo, Thuy Vy Dinh Ngoc, Gaëlle Uzu, Griša Močnik, Kaspar Rudolf Dällenbach
Raziskovalni podatki
Oznake: models;database;
Datasets used in the BAMF+horseshoe manuscripts
Leto: 2026 Vir: Univerza v Novi Gorici (UNG)
Št. zadetkov: 4
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