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A lightweight, fast, advanced deep learning time series package for long and short-term forecast and missing value imputation of land surface variables.

Project description

Install

install

Quick Start

quick start
ealstm quick start

Data

data

Results

Long-term Forecasting

ltf results

Short-term Forecasting

stf results

Imputation

imputation results

Models

RNN-based

LSTM

lstm

EALSTM

ealstm

MLP-based

DLinear

dlinear

Transformer-based

iTransformer

itransformer

PatchTST

patchtst

CNN-based

TimesNet

timesnet

Project details


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