Artificial neural networks (the multilayer perceptron)—a review of applications in the atmospheric sciences
MW Gardner, SR Dorling - Atmospheric environment, 1998 - Elsevier
Artificial neural networks are appearing as useful alternatives to traditional statistical
modelling techniques in many scientific disciplines. This paper presents a general …
modelling techniques in many scientific disciplines. This paper presents a general …
A review of surface-based microwave and millimeter-wave radiometric remote sensing of the troposphere
ER Westwater, S Crewell… - URSI Radio Science …, 2004 - ieeexplore.ieee.org
Surface-based radiometric sensing of tropospheric parameters has a long history of
providing useful measurements of temperature, water vapor, and cloud liquid. In this review …
providing useful measurements of temperature, water vapor, and cloud liquid. In this review …
[HTML][HTML] One-day wave forecasts based on artificial neural networks
SN Londhe, V Panchang - Journal of Atmospheric and …, 2006 - journals.ametsoc.org
Sophisticated wave models like the Wave Model (WAM) and Simulating Waves Nearshore
(SWAN)/WAVEWATCH are used nowadays along with atmospheric models to produce …
(SWAN)/WAVEWATCH are used nowadays along with atmospheric models to produce …
A deep learning approach to improve the retrieval of temperature and humidity profiles from a ground-based microwave radiometer
The ground-based microwave radiometer (MWR) retrieves atmospheric profiles with a high
temporal resolution for temperature and humidity up to a height of 10 km. Such profiles are …
temporal resolution for temperature and humidity up to a height of 10 km. Such profiles are …
Low level jets over the southern North Sea
An extensive analysis of Low Level Jets (LLJs) over the Southern North Sea is presented.
The study is based on observational data from a wind LiDAR and a passive microwave …
The study is based on observational data from a wind LiDAR and a passive microwave …
An improved method combining ANN and 1D-Var for the retrieval of atmospheric temperature profiles from FY-4A/GIIRS hyperspectral data
P Huang, Q Guo, C Han, C Zhang, T Yang, S Huang - Remote Sensing, 2021 - mdpi.com
In our study, a retrieval method of temperature profiles is proposed which combines an
improved one-dimensional variational algorithm (1D-Var) and artificial neural network …
improved one-dimensional variational algorithm (1D-Var) and artificial neural network …
Retrieval of atmospheric temperature and humidity profiles over a tropical coastal station from ground-based Microwave Radiometer using deep learning technique
R Renju, CS Raju, R Swathi, VG Milan - Journal of Atmospheric and Solar …, 2023 - Elsevier
Ground-based multi-frequency microwave radiometer Profiler (Microwave Radiometer
Profiler-MRP) provides valuable information on the altitude distribution of atmospheric …
Profiler-MRP) provides valuable information on the altitude distribution of atmospheric …
Microwave radiometer for cloud carthography: A 22-channel ground-based microwave radiometer for atmospheric research
A 22-channel Microwave Radiometer for Cloud Carthography (MICCY) for the profiling of
tropospheric temperature, humidity, and cloud liquid water has been developed. The …
tropospheric temperature, humidity, and cloud liquid water has been developed. The …
Application of the deep neural network in retrieving the atmospheric temperature and humidity profiles from the Microwave Humidity and Temperature Sounder …
Q He, Z Wang, J Li - Sensors, 2021 - mdpi.com
The shallow neural network (SNN) is a popular algorithm in atmospheric parameters
retrieval from microwave remote sensing. However, the deep neural network (DNN) has a …
retrieval from microwave remote sensing. However, the deep neural network (DNN) has a …
A combined natural orthogonal functions/neural network technique for the radiometric estimation of atmospheric profiles
FD Frate, G Schiavon - Radio Science, 1998 - Wiley Online Library
An inversion technique is presented for retrieving vertical profiles of atmospheric
temperature and vapor from the brightness temperatures measured by a ground‐based …
temperature and vapor from the brightness temperatures measured by a ground‐based …