Search Results - "Celis, Nathalia"
-
1
Design of a Forest Fire Early Alert System through a Deep 3D-CNN Structure and a WRF-CNN Bias Correction
Published in Sensors (Basel, Switzerland) (14-11-2022)“…Throughout the years, wildfires have negatively impacted ecological systems and urban areas. Hence, reinforcing territorial risk management strategies against…”
Get full text
Journal Article -
2
Validation of PM10 and PM2.5 early alert in Bogotá, Colombia, through the modeling software WRF-CHEM
Published in Environmental science and pollution research international (01-10-2020)“…Air quality data from Bogotá, Colombia, show high levels of particulate matter (PM), which often generate respiratory problems to the population and a high…”
Get full text
Journal Article -
3
Climate Change, Forest Fires, and Territorial Dynamics in the Amazon Rainforest: An Integrated Analysis for Mitigation Strategies
Published in ISPRS international journal of geo-information (01-10-2023)“…Recent times have witnessed wildfires causing harm to both ecological communities and urban–rural regions, underscoring the necessity to comprehend wildfire…”
Get full text
Journal Article -
4
A support vector machine model to forecast ground-level PM2.5 in a highly populated city with a complex terrain
Published in Air quality, atmosphere and health (01-03-2021)“…Physical models are essential to describe the behavior of pollutants especially in high latitudes, and they have been regarded as immensely precise. In the…”
Get full text
Journal Article -
5
Design of an early alert system for PM2.5 through a stochastic method and machine learning models
Published in Environmental science & policy (01-01-2022)“…In Latin America, the levels of pollution have risen considerably in the last few years. 2019, for example, had one of the largest numbers of air quality…”
Get full text
Journal Article -
6
Air pollution analysis in Northwestern South America: A new Lagrangian framework
Published in The Science of the total environment (01-01-2024)“…This study examines the spatiotemporal variations of PM2.5, PM10, SO2, O3, NO, and NO2 concentrations in Northwestern South America (NWSA). We assess the…”
Get full text
Journal Article -
7
Long short-term memory artificial neural network approach to forecast meteorology and PM2.5 local variables in Bogotá, Colombia
Published in Modeling earth systems and environment (01-09-2022)“…In places with complex topography, the reproduction of atmospheric dynamics is challenging and resource demanding. Recently, machine learning has been…”
Get full text
Journal Article -
8
Surface, satellite ozone variations in Northern South America during low anthropogenic emission conditions: a machine learning approach
Published in Air quality, atmosphere and health (01-04-2023)“…2020 presented the ideal conditions for studying the air quality response to several emission reductions due to the COVID-19 lockdowns. Numerous studies found…”
Get full text
Journal Article -
9
Validation of PM 10 and PM 2.5 early alert in Bogotá, Colombia, through the modeling software WRF-CHEM
Published in Environmental science and pollution research international (07-03-2020)“…Air quality data from Bogotá, Colombia, show high levels of particulate matter (PM), which often generate respiratory problems to the population and a high…”
Get full text
Journal Article -
10
Design of a 3D convolutional neural network model to forecast PM2.5 and O3 concentrations in Colombia
Published in 2021 Congreso Colombiano y Conferencia Internacional de Calidad de Aire y Salud Pública (CASAP) (03-11-2021)“…Here a 3D convolutional recurrent neural network performance to forecast PM 2.5 and O 3 at the different stages of the lockdown in Colombia are presented. The…”
Get full text
Conference Proceeding