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Self-healing FBG sensor network fault-detection based on a multi-class SVM algorithm

delete2023-11-21
delete4
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OA
AI
胡
胡劲华 (Jinhua Hu) *
B
Boying Wang
K
Kangjian Di
J
Jun Zou
赵
赵继军 (Jijun Zhao)
DOI:10.1364/OE.509286delete
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摘要

摘要

En 中文
We propose a three-layer ring architecture with enhanced reconfigurable capabilities for fiber Bragg grating (FBG) sensor networks. The proposed network is capable of self-healing when three fiber links fail. In addition to self-healing, soft faults in the FBG sensors can be detected using a multi-classification support vector machine (multi-class SVM) algorithm. The detection accuracy reached 99%. Additionally, we used an artificial neural network (ANN) reliability estimation model to estimate the reliability of the FBG self-healing network. The results show that the ANN reliability analysis model can accurately estimate the reliability of the architecture at a reasonable cost.
Keyword:
SENSING SYSTEM
FIBER
ARCHITECTURE
PREDICTION

期刊

Optics Express 封面图
Optics Express
IF:
3.3
论文数:
6.1W
被引数:
14.3W

机构

H
Hebei University of Engineering
学者数:
3.3K
论文数: 2.1K
被引数: 2.7K
Z
zhejiang university
学者数:
17.7W
论文数: 12.1W
被引数: 152
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