Spatial-temporal characterization of air pollutants using a hybrid deep learning/Kriging model incorporated with a weather normalization technique

Calibrations of Low-Cost Air Pollution Monitoring Sensors for CO, NO2, O3, and SO2

(2021) Pengfei Han et al.   SENSORS

Using a Land Use Regression Model with Machine Learning to Estimate Ground Level PM2.5

(2021) Pei-Yi Wong et al.   ENVIRONMENTAL POLLUTION

Chronic Exposure to PM2.5 Nitrate, Sulfate, and Ammonium Causes Respiratory System Impairments in Mice

(2021) Jushan Zhang et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Incorporating land-use regression into machine learning algorithms in estimating the spatial-temporal variation of carbon monoxide in Taiwan

(2021) Pei-Yi Wong et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Long-term evaluation and calibration of three types of low-cost PM2.5 sensors at different air quality monitoring stations

(2021) Gung-Hwa Hong et al.   JOURNAL OF AEROSOL SCIENCE

A machine learning model for predicting PM2.5 and nitrate concentrations based on long-term water-soluble inorganic salts datasets at a road site station

(2021) Guan-Yu Lin et al.   CHEMOSPHERE

Characterization of temporal PM2.5, nitrate, and sulfate using deep learning techniques

(2021) Guan-Yu Lin et al.   Atmospheric Pollution Research

Forecasting Air Quality in Taiwan by Using Machine Learning

(2020) Mike Lee et al.   Scientific Reports

Long-term Calibration Models to Estimate Ozone Concentrations with a Metal Oxide Sensor

(2020) Tofigh Sayahi et al.   ENVIRONMENTAL POLLUTION

Deep Learning for Prediction of the Air Quality Response to Emission Changes

(2020) Jia Xing et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Wintertime Particulate Matter Decrease Buffered by Unfavorable Chemical Processes Despite Emissions Reductions in China

(2020) Danny M. Leung et al.   GEOPHYSICAL RESEARCH LETTERS

The complex chemical effects of COVID-19 shutdowns on air quality

(2020) Jesse H. Kroll et al.   Nature Chemistry

Explore spatio-temporal PM2.5 features in northern Taiwan using machine learning techniques

(2020) Fi-John Chang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Significant changes in the chemical compositions and sources of PM2.5 in Wuhan since the city lockdown as COVID-19

(2020) Huang Zheng et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Long-term variations in PM2.5 concentrations under changing meteorological conditions in Taiwan

(2019) Fang-Yi Cheng et al.   Scientific Reports

An ensemble-based model of PM2.5 concentration across the contiguous United States with high spatiotemporal resolution

(2019) Qian Di et al.   ENVIRONMENT INTERNATIONAL

Nitrate dominates the chemical composition of PM2.5 during haze event in Beijing, China

(2019) Qingcheng Xu et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Assessing NO2 Concentration and Model Uncertainty with High Spatiotemporal Resolution across the Contiguous United States Using Ensemble Model Averaging

(2019) Qian Di et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

A hybrid kriging/land-use regression model with Asian culture-specific sources to assess NO2 spatial-temporal variations

(2019) Tsun-Hsuan Chen et al.   ENVIRONMENTAL POLLUTION

Long-term (2005–2015) trend analysis of PM2.5 precursor gas NO2 and SO2 concentrations in Taiwan

(2018) Chih-Sheng Lee et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Predicting PM 10 concentration in Seoul metropolitan subway stations using artificial neural network (ANN)

(2018) Sechan Park et al.   JOURNAL OF HAZARDOUS MATERIALS

Adaptive Deep Learning-based Air Quality Prediction Model Using the Most Relevant Spatial-Temporal Relations

(2018) Ping-Wei Soh et al.   IEEE Access

Ambient fine particulate pollution associated with diabetes mellitus among the elderly aged 50 years and older in China

(2018) Yin Yang et al.   ENVIRONMENTAL POLLUTION

A hybrid kriging/land-use regression model to assess PM2.5 spatial-temporal variability

(2018) Chih-Da Wu et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Space-time trends of PM2.5 constituents in the conterminous United States estimated by a machine learning approach, 2005–2015

(2018) Xia Meng et al.   ENVIRONMENT INTERNATIONAL

Sulfate–nitrate–ammonium as double salts in PM2.5: Direct observations and implications for haze events

(2018) Zhenli Sun et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Developing Land-Use Regression Models to Estimate PM2.5-Bound Compound Concentrations

(2018) Chin-Yu Hsu et al.   Remote Sensing

Using meteorological normalisation to detect interventions in air quality time series

(2018) Stuart K. Grange et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Long short-term memory - Fully connected (LSTM-FC) neural network for PM2.5 concentration prediction

(2018) Jiachen Zhao et al.   CHEMOSPHERE

Air Pollution and Mortality in the Medicare Population

(2017) Qian Di et al.   NEW ENGLAND JOURNAL OF MEDICINE

Ambient PM 2.5 in the residential area near industrial complexes: Spatiotemporal variation, source apportionment, and health impact

(2017) Chin-Yu Hsu et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Recursive neural network model for analysis and forecast of PM10 and PM2.5

(2017) Fabio Biancofiore et al.   Atmospheric Pollution Research

A hybrid prediction model for PM2.5 mass and components using a chemical transport model and land use regression

(2016) Qian Di et al.   ATMOSPHERIC ENVIRONMENT

Long-term exposure to elemental constituents of particulate matter and cardiovascular mortality in 19 European cohorts: Results from the ESCAPE and TRANSPHORM projects

(2014) Meng Wang et al.   ENVIRONMENT INTERNATIONAL

Global Chemical Composition of Ambient Fine Particulate Matter for Exposure Assessment

(2014) Sajeev Philip et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

A National Prediction Model for PM 2.5 Component Exposures and Measurement Error–Corrected Health Effect Inference

(2013) Silas Bergen et al.   ENVIRONMENTAL HEALTH PERSPECTIVES

Spatiotemporal variability of submicrometer particle number size distributions in an air quality management district

(2012) Li-Hao Young et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Semi-continuous measurement of water-soluble ions in PM2.5 in Jinan, China: Temporal variations and source apportionments

(2011) Xiaomei Gao et al.   ATMOSPHERIC ENVIRONMENT

Real-Time Methods for Estimating Organic Component Mass Concentrations from Aerosol Mass Spectrometer Data

(2010) N. L. Ng et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

A parallel plate wet denuder for acidic gas measurement

(2008) Chuen‐Jinn Tsai et al.   AICHE JOURNAL