Predicting Within-City Spatial Variations in Outdoor Ultrafine Particle and Black Carbon Concentrations in Bucaramanga, Colombia: A Hybrid Approach Using Open-Source Geographic Data and Digital Images

Outdoor ultrafine particles (UFP,

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Bibliographic Details
Published in:Environmental science & technology 2021-09, Vol.55 (18), p.12483-12492
Main Authors: Lloyd, Marshall, Carter, Ellison, Diaz, Florencio Guzman, Magara-Gomez, Kento Taro, Hong, Kris Y, Baumgartner, Jill, Herrera G, Víctor M, Weichenthal, Scott
Format: Article
Language:English
Subjects:
Artificial neural networks
Black carbon
Carbon
Digital imaging
Ecotoxicology and Public Health
Epidemiology
Error analysis
Land use
Neural networks
Regression analysis
Regression models
Satellite imagery
Spatial variations
Ultrafines
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Description
Summary:Outdoor ultrafine particles (UFP,
ISSN:0013-936X
1520-5851
DOI:10.1021/acs.est.1c01412