YX577's repositories
A-Beginner-Guide-to-Carry-out-Extreme-Value-Analysis-with-Codes-in-Python
A beginner's guide to carry out extreme value analysis, which consists of basic steps, multiple distribution fitting, confidential intervals, IDF/DDF, and a simple application of IDF information for roof drainage design. The guide mainly focuses on extreme rainfall analysis. However, the basic steps are also suitable for other climatic or hydrologic variables such as temperature, wind speed or runoff.
applegate_etal_2015_code_package
Materials for reproducing figures from Applegate et al. (2015, Climate Dynamics)
Artificial-Intelligence
A machine-learning application for short term day trading with prediction governed by linear Support Vector Machine (SVM) in python using scikit learn
CEEMDAN
for de-noising
Chen-2017-WRR
Tools and scripts for Water Resources Research (2017) paper
climate-analysis
Code used for the analysis and visualisation of climate data during my PhD
DA_and_ML_in_hydrology
"Data analysis and Machine learning in hydrology" course materials
GHCNpy
Package to import, analyze, and visualize data from the Global Historical Climatology Network - Daily (GHCN-D) Dataset 0
glmgen-workshop
R scripts for GLM based stochastic weather generation. Single-, multi-site, and gridded simulation.
GPM-Downscaling
Machine learning based methods for satellite precipitation downscaling
hydro-teaching-resources
Contains Jupyter Notebook tutorials and exercises used for teaching hydrology
lstm-flood-prediction
Applying LSTM on river water level data
Machine-Learning-Algorithms
A collection of ML Algorithms
Princeton-CEE306
Sample codes for the hydrology course offered at Princeton University
Qsynth
Synthetic streamflow generator with adjustable drought frequency
rhydro
Using R in Hydrology - EGU2017 Short Course
stockflow
simple system dynamics in python - wrapper around scipy odeint using stocks and flows