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airquality

Develop model to predict PM2.5 from satellite imaging data

aod-hybrid-paper

Code and Data repository for "Hybrid learning model for spatio-temporal forecasting of PM2.5 using aerosol optical depth"

aod-pm2.5

利用AOD估算PM2.5

aod-vs-pm2.5-prediction-methods

A major challenge involving pollution detection is to measure the average PM2.5 concentration over major metropolitan areas. One useful method for predicting PM2.5 over a relatively wide range are AOD measurements. Ensemble algorithms are more effective than linear algorithms for prediction. Pandas and scikit-learn were used for data analysis.

aodpm25_paper

Replicate analyses for AOD gap-filling and PM2.5 predictions

chinese-std-gb-t-7714-related-csl

GB/T 7714相关的csl以及Zotero使用技巧及教程。

da-tutorials

Course on data assimilation (DA)

data_assimilation

OCNG/ATMO 677 Geophysical Data Assimilation

gipmn

Codes for "A Structured Graph Neural Network for Improving the Numerical Weather Prediction of Rainfall"

github-slideshow

A robot powered training repository :robot:

gpt_api_free

Free ChatGPT API Key，免费ChatGPT API，支持GPT4 API（低价），ChatGPT国内可用免费转发API，直连无需代理。可以搭配ChatBox等软件/插件使用，极大降低接口使用成本。国内即可无限制畅快聊天。

graduation_project

遥感毕业设计TOA深度学习反演PM2.5

manim

Animation engine for explanatory math videos

predicting_pm2.5

Rei Bertoldi, Akhil Ghanta, Adrien Sy, Sarah Gill, Rohen Shah

rainfall-prediction

Rainfall prediction models (Linear and Logistic) trained on publicly available datasets from Austin, Texas

rainfall_prediction

Rainfall Prediction or Rainfall Forecasting via machine learning, such as SVR, LSTM, MLP, Seq2Seq, GBRT and XGBoost

sarima-lstm

建立SARIMA-LSTM混合模型预测时间序列问题。以PM2.5值为例，使用UCI公开的自2013年1月17日至2015年12月31日五大城市PM2.5小时检测数据，将数据按时间段划分，使用SARIMA过滤其线性趋势，再对过滤后的残差使用LSTM进行预测，最后对预测结果进行检验和分析。

st-causalconvnet

A spatiotemporal causal convolutional network for predicting PM2.5 concentrations.

wf-unet