# Lightweight Attention CNN–BiLSTM Model with Contrastive Regularization and Explainable Time–Frequency Analysis for Bearing Fault Diagnosis

_Computers, Materials & Continua · Sherif Said, Emrah Aslan, Yıldırım Özüpak · 2026_

Canonical: https://diginpl.com/books/paper-cmc-2026-085769
Last updated: 2026-10-04

## Quick facts

- **Author:** Sherif Said; Emrah Aslan; Yıldırım Özüpak ([Crossref](https://doi.org/10.32604/cmc.2026.085769))
- **Published:** 2026 ([Crossref](https://doi.org/10.32604/cmc.2026.085769))
- **Publisher:** Tech Science Press ([Crossref](https://doi.org/10.32604/cmc.2026.085769))
- **Journal:** Computers, Materials & Continua ([Crossref](https://doi.org/10.32604/cmc.2026.085769))
- **DOI:** 10.32604/cmc.2026.085769 ([Crossref](https://doi.org/10.32604/cmc.2026.085769))

## Questions

**Who wrote Lightweight Attention CNN–BiLSTM Model with Contrastive Regularization and Explainable Time–Frequency Analysis for Bearing Fault Diagnosis?**  
Lightweight Attention CNN–BiLSTM Model with Contrastive Regularization and Explainable Time–Frequency Analysis for Bearing Fault Diagnosis was written by Sherif Said, Emrah Aslan, Yıldırım Özüpak.

**When was Lightweight Attention CNN–BiLSTM Model with Contrastive Regularization and Explainable Time–Frequency Analysis for Bearing Fault Diagnosis first published?**  
Lightweight Attention CNN–BiLSTM Model with Contrastive Regularization and Explainable Time–Frequency Analysis for Bearing Fault Diagnosis was first published in 2026.

## Sources

- [Publisher record (DOI, via Crossref)](https://doi.org/10.32604/cmc.2026.085769)

## Licence and attribution

Open-access publication. Read it free at the publisher: https://doi.org/10.32604/cmc.2026.085769.

## Cite this page

"Lightweight Attention CNN–BiLSTM Model with Contrastive Regularization and Explainable Time–Frequency Analysis for Bearing Fault Diagnosis". DigiNepal. Last updated 4 October 2026. https://diginpl.com/books/paper-cmc-2026-085769. Retrieved 9 November 2026.