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SDformer:Fusing Series Decomposition for Superior Long-Term Time Series Forecasting

Jiayi Li Zihang Zhang Chao Zhang Jun Tang Shangce Gao

自动化学报（英文版）2026，Vol.13Issue(7)：1626-1641,16.

自动化学报（英文版）2026，Vol.13Issue(7)：1626-1641,16.DOI:10.1109/JAS.2025.125588

SDformer:Fusing Series Decomposition for Superior Long-Term Time Series Forecasting

Jiayi Li ¹Zihang Zhang ¹Chao Zhang ¹Jun Tang ²Shangce Gao¹

作者信息

1. Faculty of Engineering,University of Toyama,Toyama-shi 930-8555,Japan
2. Wicresoft Co.Ltd.,Bellevue,WA 98005,USA
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摘要

关键词

Index Terms—Long time series forecasting/time series decomposi-tion/time series forecasting/transformer

Key words

Index Terms—Long time series forecasting/time series decomposi-tion/time series forecasting/transformer

引用本文复制引用

Jiayi Li,Zihang Zhang,Chao Zhang,Jun Tang,Shangce Gao..SDformer:Fusing Series Decomposition for Superior Long-Term Time Series Forecasting[J].自动化学报（英文版）,2026,13(7):1626-1641,16.

基金项目

This work was partially supported by the Japan Society for the Promotion of Science(JSPS)KAKENHI(JP25K21298,JP25K03179)and Japan Science and Technology Agency(JST)Support for Pioneering Research Initiated by the Next Generation(SPRING)(JPMJSP2145). （JSPS）

自动化学报（英文版）

ISSN：2329-9266

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