Huang Zeqin's Projects
Example plots for MIT climate change model uncertainty
code for simple models of the atmosphere and ocean
Simple grid-based reservoir model based on rule curve
Redução de Dimensionalidade com Decomposição de Valores Singulares, relações com PCA, eigenfaces, Clusterização, etc, etc
Repository for machine learning and remote sensing pipeline described in Kruitwagen, L., Story, K., Friedrich, J, et. al. (2019) , used to produce a global inventory of utility-scale solar photvoltaic generating stations.
codes for paper "Trends in persistent seasonal-scale atmospheric circulation patterns responsible for seasonal precipitation totals and occurrences of precipitation extremes over Canada" in Journal of Climate
A Python Library for Self Organizing Map (SOM)
Lecture notes and various items for a course on space-time analytics
Another package manager for HPC warriors.
ST-DBSCAN: Simple and effective tool for spatial-temporal clustering
Big Data project on Sustainable Development Goals (SDGs) - 3 Good Health and well being
Python scripts for caculating the Wave-Activity Flux derived by Takaya and Nakamura (JAS,2001)
A statistical-parametric model for assessing wind hazard from tropical cyclones
Code in the paper
Tidy interface to 'data.table'
PCMCI version 4.1
A collection of time series prediction methods: rnn, seq2seq, cnn, wavenet, transformer, unet, n-beats, gan, kalman-filter
This Looks Like That There: Interpretable neural networks for image tasks when location matters
A PyTorch 1.6 implementation of Layer-Wise Relevance Propagation (LRP).
Integrating various public data sets and using that data in zero-inflated neural networks to predict tornado property damages. Prediction maps and paper draft included.
Temporal Pattern Attention for Multivariate Time Series Forecasting
Data and code support the manuscript "Anthropogenic Activities and La Niña Events Contribute to the 2020~2022 Continuous Snow Drought in Asia’s Water Tower" by Zeqin Huang et al.
A repository including the code necessary to reproduce the results present in Immorlano et al. 2023, “Transferring climate change knowledge” submitted to Nature on September 21, 2023.
Software use instruction for "Counterfactual Analysis of Comorbidity Risk Factors in Alzheimer’s Disease and Related Dementias"
Codes Related to Urban-Precipitation Article
This repository contains data and code for counterfactual time series analysis of air pollutant concentrations in the United States.
Script to open and plot results from the UTrack global climatology
An R package for variable infiltration capacity (VIC) hydrological model
Python code to assist in familiarizing meteorologists with machine learning