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Grace (Han) Liu's Projects

chaper1_uas_camatta icon chaper1_uas_camatta

This project is the first research chapter of my dissertation proposal. I will be exploring the feasibility of using UAS remote sensing data to estimate forage production of a topographically heterogeneous rangeland nearby Atascadero, CA.

chapter2_satelliterangeland icon chapter2_satelliterangeland

This repository contains codes for the second chapter of my dissertation, where I'm mapping forage production of California rangelands using remote sensing satellite and climate data.

miniproject_df-vis icon miniproject_df-vis

This project is aimed to 1) download Landsat and MODIS surface reflectance products, 2) implement an simple data fusion, 3) visualize the data fusion results, and 4) exam the statistical relationship between fused NDVI time series with ground measured biomass.

plotly-webpack icon plotly-webpack

Example repo for bundling plotly.js with webpack and browserify

rustici_suas_classification icon rustici_suas_classification

In this project, we implemented random forest classifications on post-fire and post-juniper cut rangelands in Northern California.

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