Julien Vachon
Université de Montréal
Audrey Smargiassi (UdeM) & Stéphane Buteau (INSPQ)
julien.vachon.1@umontreal.ca mail_outlineInterests and Expertise
Air pollution; Modelling; Machine learning; Land Use RegressionShort description of Project
My project is two-fold: 1) modelling ambient ultrafine particles in Quebec City by leveraging data from a year-long mobile monitoring campaign, in order to allow the conduct of health studies; 2) developing and comparing various statistical and machine learning approaches to determine which method is best suited for modelling such a pollutant with very high spatial contrast.
Short description of internship with partner
As part of my modelling of ambient ultrafine particles in Quebec City, we investigated if the use of more detailed predictors related to urban trees characteristics (e.g., tree height, crown volume, crown height, fraction of coniferous, etc.) was useful in generating more accurate predictions, when compared to using NDVI.
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