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

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

Jiayi Li;Zihang Zhang;Chao Zhang;Jun Tang;Shangce Gao

Faculty of Engineering,University of Toyama,Toyama-shi 930-8555,JapanFaculty of Engineering,University of Toyama,Toyama-shi 930-8555,JapanFaculty of Engineering,University of Toyama,Toyama-shi 930-8555,JapanWicresoft Co.Ltd.,Bellevue,WA 98005,USAFaculty of Engineering,University of Toyama,Toyama-shi 930-8555,Japan

Index Terms—Long time series forecastingtime series decomposi-tiontime series forecastingtransformer

Index Terms—Long time series forecastingtime series decomposi-tiontime series forecastingtransformer

《自动化学报(英文版)》 2026 (7)

1626-1641,16

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).

10.1109/JAS.2025.125588

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