Weather phenomena forecasting is undergoing a significant transformation with the latest research, introducing a AI-based to atmospheric prediction. The new study, published in IEEE Transactions on Geoscience and Remote Sensing, marks the pioneering use of GNSS tomography for ensemble forecasting, setting a new pathway in the field. Traditional troposphere models often struggle with low spatial resolution and irregular data distribution. By leveraging GNSS troposphere tomography, the study generates high-resolution, three-dimensional wet refractivity fields, effectively addressing these critical challenges. Unlike previous deterministic models, the research employs ensemble forecasting using Generative Adversarial Networks (GAN), enhancing predictive accuracy by generating realistic time series data and providing probability-based forecasts. At the core of the model are Long Short Time Memory (LSTM) networks, optimized with Genetic Algorithms (GA), ensuring robust predictive performance
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IGiG is pleased to invite you to a scientific seminar to be held in the IGIG library (100G) on June 27, 2024 from 9:00-10:00 a.m. The presentation, entitled "Photogrammetric techniques in civil engineering material testing" will be given by Prof. Dr. habil. Hans-Gerd Maas from TU Dresden.
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Traditional GNSS space-based and ground-based tropospheric estimates are conducted separately, which limits the horizontal and vertical resolution of tropospheric products. This study evaluates the first step toward an integrated model: the development of an effective 3D ray-tracing algorithm for satellite-to-satellite (radio occultation) path reconstruction. Using a new approach for calculating gradients and interpolating refractivities, the authors develop a new algorithm for simulation of radio-occultation (RO) paths.
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IGiG is pleased to invite you to a scientific seminar to be held in the IGIG library (100G) on May 23, 2024 from 9:00-10:00 a.m. The presentation, entitled "GNSS reflectometry applied to low-cost ground receivers" will be given by Dr. Andrea Gatti from Geomatics Research & Development (GReD), Lomazzo, Italy.
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INSTITUTE OF GEODESY AND GEOINFORMATICS
Wroclaw University of Environmental and Life Sciences Grunwaldzka 53 50-357 Wroclaw NIP: 896-000-53-54, REGON: 00000 18 67 Phone +48 71 3205617 Fax +48 71 3205617 e-mail: igig@upwr.edu.pl |