Agro-meteorological Forecasting INDices
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Updated
Feb 1, 2024
Agro-meteorological Forecasting INDices
Remote Sensing data - Earth observation data
Python package to fetch, process and store numercial weather predictions from different providers.
This is the source code belonging to the Machine Learning and Artificial Intelligence challenge #25 of the ECMWF Summer of Weather Code 2020 programme. Goal of the challenge is to build an easy to use Conversational Virtual Assistant for ECMWF and C3S's users.
Download ERA5 data from ECMWF's CDS (climate data store). ERA5 is the fifth generation ECMWF reanalysis for the global climate and weather for the past 8 decades. Data is available from 1940 onwards.
Implemented RNN with LSTM to predict queries for retrieving weather data from the ECMWF. The study investigated data pre-processing, hyperparameter tuning, model, architecture and training. The model achieved 91% accuracy. The work will significantly reduce large data fetching latency from tape systems which are slow unlike disk drives
Contains information and resources for Copernicus Hackathon 2018 in Helsinki
Web app for displaying streamflow predictions using a GIS based interface (Forked from: https://github.com/CI-WATER/tethysapp-erfp_tool).
Runs streamflow forecasts using ECMWF predicted runoff and RAPID (Forked from: https://github.com/CI-WATER/erfp_data_process_ubuntu_aws).
ECMWF toolbox created with python
A simple bias correction of temperature, dew point, and 10m wind speeds for the GFS, HRRR, and ECMWF models for two US locations.
Making it far easier to read in and work with large volumes of climate model output from CMIP5/6
Interactive GUI (developed in Python) for calibration and conditional verification of numerical weather prediction model outputs.
GRIB interface for R using ECMWF ecCodes
Python package for downloading ECMWF reanalysis data and converting it into a time series format.
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