In zones where aerosol properties have been poorly characterized, satellite-based (MODIS) and ground-based (AERONET) aerosol optical depth (AOD) values typically differ. In this work, we use machine-learning based methods (artificial neural networks and support vector machines) to obtain corrected AOD values taken from MODIS in regions that are positioned far from AERONET stations. The method has been validated using several approaches. The area suitable for improvement covers 62% of the South American continent, and the degree of improvement compared to MODIS values, expressed in terms of the fraction of data within the MODIS error, was found to be 38% and 86% for the Terra and Aqua satellites, respectively. The results show absolute month...
Comparison of the aerosol optical depth values from two datasets, observed by satellite remote sensi...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
We present a method to correct aerosol optical depth (AOD) values taken from Collection 6 MODIS obse...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
In this work, the development of an artificial Neural Network for AEROsol retrieval (NNAero) is pres...
In this work, the development of an artificial Neural Network for AEROsol retrieval (NNAero) is pres...
In this work, the development of an artificial Neural Network for AEROsol retrieval (NNAero) is pres...
In this work, the development of an artificial Neural Network for AEROsol retrieval (NNAero) is pres...
support vector machines) are used to explore the reasons for a per-sistent bias between aerosol opti...
Comparison of the aerosol optical depth values from two datasets, observed by satellite remote sensi...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
We present a method to correct aerosol optical depth (AOD) values taken from Collection 6 MODIS obse...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
In this work, the development of an artificial Neural Network for AEROsol retrieval (NNAero) is pres...
In this work, the development of an artificial Neural Network for AEROsol retrieval (NNAero) is pres...
In this work, the development of an artificial Neural Network for AEROsol retrieval (NNAero) is pres...
In this work, the development of an artificial Neural Network for AEROsol retrieval (NNAero) is pres...
support vector machines) are used to explore the reasons for a per-sistent bias between aerosol opti...
Comparison of the aerosol optical depth values from two datasets, observed by satellite remote sensi...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...
Aerosol optical depth can be retrieved from measurements performed by Moderate Resolution Imaging Sp...