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QPCA-CLT Net: An Integrated CNN-LSTM-Transformer Framework with Progressive Dimensionality Reduction and Trend Smoothing for Enhanced Multivariate Time Series Forecasting

Crossref DOI link: https://doi.org/10.1007/s44196-026-01410-z

Published Online: 2026-06-05

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Boddu, Yuvaraja

Manimaran, A.

Balakrishnan, Arunkumar

Anbukkarasi, S.
Funding

Funding for this research was provided by:

Manipal Academy of Higher Education, Manipal
License Information

Text and Data Mining valid from 2026-06-05

Accepted Manuscript valid from 2026-06-05
More Information

Article History

Received: 11 November 2025

Revised: 16 May 2026

Accepted: 27 May 2026

First Online: 5 June 2026

Declarations

:

: The authors declare no competing interests.

: The authors declare that they have no conflicts of interest or competing interests.

: This article does not contain any studies with human participants or animals performed by any of the authors.

: Not applicable.

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