leizhang-geo / CNN-LSTM_for_DSM
Using CNN-LSTM deep learning model for digital soil mapping. This is the code for paper "Zhang et al. A CNN-LSTM model for soil organic carbon content prediction with long time series of MODIS-based phenological variables"
☆67Updated last year
Alternatives and similar repositories for CNN-LSTM_for_DSM:
Users that are interested in CNN-LSTM_for_DSM are comparing it to the libraries listed below
- Modis land surface temperature image downscaling using NDVI as a predictor with random forest regression☆19Updated 3 years ago
- Improved Daily SMAP Satellite Soil Moisture Prediction over China using deep learning model with transfer learning☆13Updated 3 years ago
- Google Earth Engine demo codes from the article "Monitoring Cropland Phenology on Google Earth Engine Using Gaussian Process Regression"☆20Updated 2 years ago
- The latest news about my work on GEE☆25Updated 9 months ago
- A scalable implimentation of HANTS for time sereis reconstruction in remote sensing on Google Earth Engine platform☆45Updated 7 months ago
- Crop yield prediction on remote sensing data using CNN☆25Updated 5 years ago
- ☆33Updated last year
- Assignment: Inverting Leaf Area Index (LAI) with MODIS data and ProSAIL model☆15Updated 3 years ago
- ☆53Updated 2 years ago
- Optimal Multivariate-stratification Geographical Detector model☆16Updated 5 months ago
- Presents an optimised Sentinel-1-based Soil Moisture estimation workflow on tilted topography with permanent vegetation cover☆13Updated 2 years ago
- A tool to downscale Landsat Land Surface Temperature to 10 m using Sentinel-2 data in GEE. Attachment for the article in Remote Sensing: …☆47Updated 9 months ago
- ☆41Updated 2 years ago
- Future reversal of warming-induced vegetation productivity increase in the Northern Lands☆13Updated 3 years ago
- A comprehensive workflow for calculating black, white, and blue sky albedos from the MODIS BRDF model parameters product (MCD43A1) using …☆26Updated 3 years ago
- The RUSLE model on Google Earth Engine☆24Updated 5 years ago
- Supplementary Material to my Remote Sensing publication 'Sentinel-1-Imagery-Based High-Resolution Water Cover Detection on Wetlands, Aide…☆31Updated 4 years ago
- ☆14Updated 2 years ago
- A Spatio-temporal Framework for Soil Property Prediction with Digital Soil Mapping (DSM)☆43Updated 7 months ago
- ☆31Updated 6 years ago
- Kernel vegetation indices and the kernel NDVI☆55Updated last year
- Mapping vegetation properties in Google Earth Engine using GPR models and the Sentinel-2 L1C product.☆20Updated 3 years ago
- Drought analysis with Google Earth Engine. (Compare SPEI with NDVI anomalies)☆49Updated 5 years ago
- ☆13Updated 2 years ago
- 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
- Sentinel-2 Crop Trait Retrieval Using Physiological and Phenological Priors from Field Phenotyping (Graf et al., 2023, RSE)☆23Updated last year
- Large-scale digital mapping of soil organic carbon content by using machine learning algorithms☆9Updated 6 years ago
- This repository includes biomass estimation workflows using remote sensing data including capacity building materials.☆11Updated last year
- ☆22Updated 4 years ago
- SMAP soil moisture downscaling☆12Updated last year