Optical Cable Lifespan Prediction Method Based on Autoformer-Reference-Cited by-同舟云学术

Optical Cable Lifespan Prediction Method Based on Autoformer

Published:2024-07-19 Issue:14 Volume:14 Page:6286
ISSN:2076-3417
Container-title:Applied Sciences
language:en
Short-container-title:Applied Sciences

Author:

Niu Mengchao¹,Li Yuan¹^ORCID,Zhu Jiaye¹

Affiliation:

1. School of Computer Science, Central China Normal University, Wuhan 430079, China

Abstract

We proposed a novel method for predicting the service life of optical cables based on the Autoformer model combined with the calculation method. Leveraging historical weather data from Guangzhou and employing specific cable length calculation techniques, our study comprehensively considers factors impacting cable lifespan. Moreover, through comparative analysis with alternative deep learning models and parameter assessments, our method validates the superiority and stability of the Autoformer model in predicting cable lifespan, which can offer a more reliable approach for ensuring cable technology reliability and the management of associated industries.

Funder

Wuhan National Laboratory for Optoelectronics and China Southern Power Grid Company Co., Ltd.

Publisher

MDPI AG

Link

https://www.mdpi.com/2076-3417/14/14/6286/pdf

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