Work

Machine Learning-Empowered Helical Intermediate-Period Fiber Grating for Operando Battery State of Charge Monitoring

Year: 2026

Type: conference-paper

Abstract: This paper proposes an intelligent sensing framework integrating a helical intermediate-period fiber grating with hybrid machine learning. Validated via lithium-ion battery SoC monitoring, the full-spectrum strategy achieves exceptional accuracy, reducing complexity and enhancing robustness.

Source: International Conference on Optical Communications and Networks (ICOCN)

DOI: 10.1109/icocn70692.2026.11656010

Authors: Yisheng Zhang, Junlan Zhong, Haiqing Lin, Zhewen Ding, Yan Liu, Chunlian Zhan, Yi Chen, Chunliu Zhao

Institution: China Jiliang University

Language: English

Topic: Advanced Fiber Optic Sensors

Subfield: Electrical and Electronic Engineering

Field: Engineering

Domain: Physical Sciences

SDG: Industry, innovation and infrastructure

Open Access status: hybrid

OpenAlex ID: W7203841071

FWCI:

Cites: 9

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Related to: 10