首页
后端开发
Python
STConvS2S: 使用时空卷积网络进行天气预报

STConvS2S: 使用时空卷积网络进行天气预报

14 次浏览 0 条评论
rar
rar

STConvS2S：时空卷积序列到序列网络用于天气预报。该网络采用3D卷积神经网络（CNN）来处理时空数据的序列到序列任务。代码基于Python 3.6和PyTorch 1.0。要确保与实验相同的版本，请运行以下命令安装所需软件包：

cd config
./create-env.sh
rar
stconvs2s_时空卷积序列到序列网络以进行天气预报.rar 预估大小：95个文件
folder
stconvs2s_时空卷积序列到序列网络以进行天气预报 文件夹
file
使用说明.txt 319B
folder
stconvs2s_code 文件夹
folder
tool 文件夹
file
utils.py 8KB
folder
__init__.py 文件夹
file
loss.py 293B
file
dataset.py 2KB
file
train_evaluate.py 7KB
folder
image 文件夹
file
stconvs2s.png 466KB
file
main.py 5KB
folder
data 文件夹
folder
.gitkeep 文件夹
file
chirps_mask_land.npy 20KB
file
LICENSE 34KB
file
examples.md 1KB
folder
output 文件夹
folder
arima 文件夹
file
chirps-arima-step15.out 201KB
file
chirps-arima.out 202KB
file
cfsr-arima.out 111KB
file
cfsr-arima-step15.out 111KB
folder
full-dataset 文件夹
folder
results 文件夹
folder
ablation-stconvs2s-r-nochannelincrease 文件夹
file
cfsr-ablation-stconvs2s-r-nochannelincrease-step5-v4.out 850B
file
chirps-ablation-stconvs2s-r-nochannelincrease-step5-v4.out 843B
folder
ablation-stconvs2s-c-nochannelincrease 文件夹
file
chirps-ablation-stconvs2s-c-nochannelincrease-step5-v4.out 842B
file
cfsr-ablation-stconvs2s-c-nochannelincrease-step5-v4.out 850B
folder
ablation-stconvs2s-c-inverted 文件夹
file
cfsr-ablation-stconvs2s-c-inverted-step5-v4.out 831B
file
chirps-ablation-stconvs2s-c-inverted-step5-v4.out 823B
folder
enc-dec3d 文件夹
file
chirps-enc-dec3d-step5-v4.out 783B
file
cfsr-enc-dec3d-step5-v4.out 791B
folder
conv3d 文件夹
file
cfsr-conv3d-step5-v4.out 784B
file
chirps-conv3d-step5-v4.out 781B
folder
ablation-stconvs2s-notemporal 文件夹
file
cfsr-ablation-stconvs2s-notemporal-step5-v4.out 829B
file
chirps-ablation-stconvs2s-notemporal-step5-v4.out 826B
folder
mim 文件夹
file
chirps-mim-step15-v2.out 3KB
file
chirps-mim-step5-v2.out 2KB
file
cfsr-mim-step5-v4-parado.out 820B
file
cfsr-mim-step5-v4.out 2KB
folder
ablation-stconvs2s-r-notfactorized 文件夹
file
chirps-ablation-stconvs2s-r-notfactorized-step5-v4.out 836B
file
cfsr-ablation-stconvs2s-r-notfactorized-step5-v4.out 839B
folder
ablation-stconvs2s-nocausalconstraint 文件夹
file
cfsr-ablation-stconvs2s-nocausalconstraint-step5-v4.out 846B
file
chirps-ablation-stconvs2s-nocausalconstraint-step5-v4.out 841B
folder
conv2plus1d 文件夹
file
chirps-conv2plus1d-step5-v4.out 789B
file
cfsr-conv2plus1d-step5-v4.out 793B
folder
ablation-stconvs2s-r-inverted 文件夹
file
chirps-ablation-stconvs2s-r-inverted-step5-v4.out 825B
file
cfsr-ablation-stconvs2s-r-inverted-step5-v4.out 830B
folder
stconvs2s-c 文件夹
file
cfsr-stconvs2s-c-step5-v4.out 2KB
file
chirps-stconvs2s-c-step15-v4.out 4KB
file
chirps-stconvs2s-c-step5-v4.out 2KB
file
cfsr-stconvs2s-c-step15-v4.out 4KB
folder
stconvs2s-r 文件夹
file
chirps-stconvs2s-r-step5-v4.out 2KB
file
chirps-stconvs2s-r-step15-v4.out 4KB
file
cfsr-stconvs2s-r-step15-v4.out 4KB
file
cfsr-stconvs2s-r-step5-v4.out 2KB
folder
ablation-stconvs2s-c-notfactorized 文件夹
file
cfsr-ablation-stconvs2s-c-notfactorized-step5-v4.out 840B
file
chirps-ablation-stconvs2s-c-notfactorized-step5-v4.out 835B
folder
convlstm 文件夹
file
chips-convlstm-step5-v4.out 2KB
file
cfsr-convlstm-step5-v4.out 2KB
file
old-cfsr-convlstm-step5-v4.out 2KB
file
cfsr-convlstm-step15-v4.out 4KB
file
old-chips-convlstm-step5-v4.out 2KB
file
chips-convlstm-step15-v4.out 3KB
folder
predrnn 文件夹
file
cfsr-predrnn-step15-v2.out 4KB
file
old-chirps-predrnn-step5-v2.out 2KB
file
chirps-predrnn-step5-v2.out 2KB
file
chirps-predrnn-step15-v2.out 3KB
file
cfsr-predrnn-step5-v2.out 2KB
folder
.gitkeep 文件夹
file
ml_builder.py 9KB
file
arima.py 5KB
folder
model 文件夹
folder
__init__.py 文件夹
file
stconvs2s.py 3KB
file
generator_block.py 7KB
folder
baselines 文件夹
file
predrnn.py 5KB
file
__init__.py 634B
file
mim.py 12KB
file
conv2plus1d.py 7KB
file
encoder-decoder3d.py 3KB
file
conv3d.py 3KB
file
convlstm.py 6KB
file
temporal_block.py 5KB
folder
ablation 文件夹
file
__init__.py 634B
file
stconvs2s.py 11KB
file
temporal_block.py 11KB
file
spatial_block.py 4KB
file
spatial_block.py 2KB
file
.gitignore 75B
file
README.md 5KB
folder
notebooks 文件夹
file
run-notebooks.sh 1014B
file
notebook-builder.ipynb 8KB
folder
dropout-search 文件夹
file
run-notebooks-dropout-search.sh 1KB
folder
stconvs2s-c 文件夹
file
cfsr-step5-v4.ipynb 118KB
file
chirps-step5-v4.ipynb 122KB
folder
stconvs2s-r 文件夹
file
cfsr-step5-v4.ipynb 117KB
file
chirps-step5-v4.ipynb 109KB
file
settings.py 3KB
file
README.md 1KB
folder
config 文件夹
file
create-env.sh 589B
file
mail_config.ini 76B
file
environment.yml 259B
file
environment-freeze.yml 4KB
...
rar 文件大小：1.02MB