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[KDD 2024] CAFO: Feature-Centric Explanation on Time Series Classification

Jupyter Notebook 9 1 Updated Jun 17, 2024

proof of concept for a transformer-based time series prediction model

Python 1,263 239 Updated Feb 20, 2023

transformer/self-attention for Multidimensional time series forecasting 使用transformer架构实现多维时间预测

Jupyter Notebook 218 39 Updated Aug 21, 2023

A library of useful colormaps for the weather and climate community, with numerous color vision deficiency friendly options.

Python 44 6 Updated Aug 21, 2024

海上风场SCADA数据缺失智能修复

Jupyter Notebook 3 Updated May 12, 2019

智慧海洋建设初赛方案分享

Python 1 Updated Aug 1, 2020

2024DCIC光伏发电出力预测

Jupyter Notebook 9 2 Updated Mar 22, 2024

2020DCIC-智慧海洋建设算法赛方案分享,队伍名:抗毒救灾,成绩:初赛Rank7,复赛Rank12

Python 12 3 Updated May 24, 2020

本赛题要求选手基于风力海况气象数据、风机性能数据等,针对复杂多变气象和海况条件的深度耦合影响,提出海上风电出力预测模型,提升模型精度以及在工程应用中的可信度,为大规模风电接入下的能源安全可靠运行提供保障。A榜得分0.06490342,排名83;B榜得分0.06745705,排名55

Jupyter Notebook 11 2 Updated Mar 23, 2024

We extract actual SCADA data of a certain offshore wind farm and artificially remove some of the data, including but not limited to deleting all data of a certain time period, data of a certain tur…

Jupyter Notebook 41 7 Updated Jan 29, 2019

DCIC22数字中国22-海上船舶智能检测第二名方案

Python 33 4 Updated Jul 18, 2022

👁 2022年数字中国创新大赛 (DCIC 2022) 卫星应用赛题——海上船舶智能检测第三名解决方案

Python 48 10 Updated Sep 20, 2022

【天池】2020数字中国创新大赛数字政府赛道智慧海洋建设——复赛0.904融合模型

Python 41 16 Updated Jul 6, 2023

Meteorological data from radar and satellite sources often contain noise due to air turbulence and device manipulation, leading to inaccuracies in predictions. Mitigating with ANN & LSTM

Jupyter Notebook 1 Updated May 24, 2024

This LSTM network serves as a basis for a solar pv power output prediction paper i made back in april 2019.

Jupyter Notebook 15 6 Updated May 22, 2020

光伏功率预测。通过LSTM模型对历史气象和电力数据进行分析,预测未来短时内的光伏功率输出。

Jupyter Notebook 1 1 Updated Aug 29, 2024

电力部门-气象项目

Python 1 Updated Mar 2, 2023

Official PyTorch Code for ICLR24 Workshop Paper: PostRainBench

Python 19 1 Updated May 15, 2024

Official repository for CVPR24 Precognition Workshop Paper: VMRNN: Integrating Vision Mamba and LSTM for Efficient and Accurate Spatiotemporal Forecasting.

Python 88 6 Updated Apr 9, 2024

[CIKM'23] Official code for our paper "Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting".

Python 124 16 Updated Jan 22, 2024

Unofficial implementation of iTransformer - SOTA Time Series Forecasting using Attention networks, out of Tsinghua / Ant group

Python 416 34 Updated May 10, 2024
Python 3 Updated Sep 14, 2024
Python 8 1 Updated Jun 26, 2024

2024中国高校计算机大赛——大数据挑战赛第二名复现代码

Python 4 1 Updated Sep 14, 2024

PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation (《深度学习框架PyTorch:入门与实战》)

Jupyter Notebook 12,033 3,733 Updated Dec 24, 2023

小样本时序预测-以工业数据为例

Python 4 1 Updated Nov 11, 2021

Official implementation of the paper "Frequency-domain MLPs are More Effective Learners in Time Series Forecasting"

Python 123 21 Updated Mar 26, 2024
2 Updated May 24, 2024
34 1 Updated Dec 16, 2023
4 Updated Apr 15, 2024
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