MohabWafaie / Study-of-the-Effects-of-Climate-Change-on-Crop-Yields
Prediction of crop yields based on climate variables using machine learning algorithms
☆14Updated last year
Alternatives and similar repositories for Study-of-the-Effects-of-Climate-Change-on-Crop-Yields:
Users that are interested in Study-of-the-Effects-of-Climate-Change-on-Crop-Yields are comparing it to the libraries listed below
- Spatial interpolation of point Tair data from private weather stations using a Random Forest model with satellite and other predictor dat…☆11Updated 3 years ago
- A tool which is capable of making predictions of cereal and potato yields for districts of the Slovak Republic.☆13Updated 3 years ago
- Crop Yield Prediction using Machine Learning☆51Updated 3 years ago
- The proposed system will be able to predict the crop yield production which will be useful to farmers for harvesting and storage. The sys…☆14Updated this week
- Prediction of whether a flood may occur or not, depending rainfall data, using machine learning algorithms☆40Updated 4 years ago
- Downscaling Oceanographic Satellite Data with Convolutional Neural Networks☆22Updated 4 years ago
- Prediction of Crop Yield for farmers based on weather, satellite data☆56Updated 6 years ago
- We aim to build an ML model that will predict the yield of a crop using time series analysis of remote sensing data.☆41Updated 2 years ago
- Code Repository for: "Multitask Learning for Estimating Power Plant Greenhouse Gas Emissions from Satellite Imagery" from NeurIPS 2021 Wo…☆30Updated 7 months ago
- Exploring the effect of COVID-19 in air pollution by using satellite data, with the sentinelsat and cartopy libraries.☆13Updated 4 years ago
- Workshop materials for EGU General Assembly 2021 sessions Spatio-temporal trend analysis of spatial climate data (temperature and rainfal…☆22Updated last year
- Crop yield prediction on remote sensing data using CNN☆26Updated 5 years ago
- Improved Daily SMAP Satellite Soil Moisture Prediction over China using deep learning model with transfer learning☆11Updated 3 years ago
- predict short & long term rainfall☆34Updated 6 years ago
- TensorFlow implementation of a Multi-Input ConvLSTM for predicting flood extent.☆17Updated 3 years ago
- Estimation of Air Pollution with Remote Sensing Data: Revealing Greenhouse Gas Emissions from Space, presented at Tackling Climate Change…☆25Updated 3 years ago
- To Bloom or Not to Bloom, a NASA International Space App Challenge☆7Updated last year
- LANDSAT Time Series Analysis for Multi-temporal Land Cover Classification using Machine Learning techniques in Python and GUI development…☆60Updated 3 years ago
- A statistical downscaling approach using ConvLSTMs.☆27Updated 3 years ago
- Hybrid physical-ML models (source code of "Soil Moisture Forecasting integrating Physical-based Model with Deep Learning", Advanced in A…☆15Updated last year
- Extension of ConvLSTM and Time-LSTM for irregularly spaced images, appropriate for Remote Sensing☆20Updated 4 years ago
- ☆35Updated 2 years ago
- Code for replicating "Machine learning methods for crop yield prediction and climate change impact assessment in agriculture", Environmen…☆19Updated 6 years ago
- Deep Learning Models for Wildfire Danger Forecasting☆67Updated 2 years ago
- A convolutional neural network that estimates the wind speed of a hurricane based on its satellite image☆28Updated 2 years ago
- Farm Scale Soil Moisture using Remote Sensing and Water Budget Products☆21Updated 10 months ago
- This repository contains my code for the "Crop Yield Prediction Using Deep Neural Networks" paper.☆46Updated 2 years ago
- Jupyter notebooks and Python code for analyzing air quality (fine particle, PM2.5)☆36Updated 3 years ago
- A library designed to implement deep learning algorisms to climate data for weather and climate prediction.☆20Updated 2 years ago
- From Sentinel 2 TOA reflectance to LAI☆21Updated 4 years ago