Confidence probability cooperation for multi-agent fiber Bragg grating intelligent health monitoring self-healing system

光纤布拉格光栅 结构健康监测 可靠性(半导体) 计算机科学 灵活性(工程) 传输(电信) 可靠性工程 光纤 机器学习 工程类 结构工程 统计 电信 数学 功率(物理) 物理 量子力学
作者
Xiaoli Zhang,Senlin Yang,Bianlian Zhang,Shaofei Dong
标识
DOI:10.1117/12.2617686
摘要

Fiber Bragg Grating (FBG) sensor has attracted considerable attention for intelligent health monitoring system, owing to advantages including resistance to electromagnetic interference, durability under extreme temperature and pressures, light weight, high transmission rate, small size and flexibility. However, the intelligent health monitoring system based on FBG sensor may carry the risk of transmission or sensing optical fiber fracture in the engineering application, the safety and reliability of intelligent health monitoring system will be reduced. For improving the security and reliability, the self-healing implementation of the intelligent health monitoring 25system based on confidence probability cooperation technology is investigated. The self-healing model of multi-agent FBG intelligent health monitoring system based on confidence probability is constructed firstly. Secondly, the optical fiber sensing function agent and system cooperative decision making agent with self-learning ability is defined. The progress of cooperative means between agents based on confidence probability is studied. Thirdly, for the non-participants of the fiber sensing function because of the low confidence probability, dynamic model modification method is studied, and the evaluation results of optical sensing function are modified dynamically. Correspondingly, the system cooperative decision making model is modified on account of its confidence probability. Thus the self-healing ability of the multi-agent FBG intelligent health monitoring system is implemented. Finally, taking the plane wing box test panel as subject, the multi-agent FBG intelligent health monitoring system based on confidence probability is verified and analyzed by experiment and simulation. The results indicate that the multi-agent technology based on confidence probability cooperation not only improves the self-learning ability, but also improves the monitoring accuracy of the FBG intelligent health monitoring system.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
张学米发布了新的文献求助10
1秒前
caigou发布了新的文献求助30
1秒前
李健的小迷弟应助意悟采纳,获得10
1秒前
陈sir发布了新的文献求助10
1秒前
1秒前
沉默的西牛完成签到,获得积分10
1秒前
科研通AI6.3应助无私凡之采纳,获得10
2秒前
CFD应助zch采纳,获得10
2秒前
3秒前
星辰大海应助lyj采纳,获得10
3秒前
故里发布了新的文献求助10
3秒前
4秒前
4秒前
QING关注了科研通微信公众号
6秒前
领导范儿应助大力的图图采纳,获得10
7秒前
Weilu完成签到 ,获得积分10
7秒前
我科研也通完成签到,获得积分10
7秒前
8秒前
9秒前
今后应助愉快书琴采纳,获得10
9秒前
yyy完成签到,获得积分10
9秒前
蟹鱼橙子发布了新的文献求助10
10秒前
彭康杰发布了新的文献求助10
10秒前
领导范儿应助一个小胖子采纳,获得10
11秒前
11秒前
加油冲完成签到,获得积分10
11秒前
852应助科研牛马徐某人采纳,获得10
11秒前
12秒前
12秒前
12秒前
12秒前
CFD应助谁问心愧采纳,获得10
14秒前
15秒前
HL完成签到,获得积分10
15秒前
15秒前
陈sir完成签到,获得积分10
16秒前
16秒前
自信芷文发布了新的文献求助10
16秒前
17秒前
17秒前
高分求助中
液晶指向矢仿真分析数据集 8888
GL 2 A method for assessing the in-place cleanability of food processing equipment, Fourth Edition, December 2023 3000
Invited Discussant 63O and 64O 1000
Ideology and Meaning-Making under the Putin Regime 750
Advanced Memory Technology 500
Petrology and Plate Tectonics 500
Writing Systems 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 计算机科学 化学工程 生物化学 物理 内科学 复合材料 催化作用 光电子学 物理化学 电极 细胞生物学 基因 遗传学
热门帖子
关注 科研通微信公众号,转发送积分 6862533
求助须知:如何正确求助?哪些是违规求助? 8565734
关于积分的说明 18214488
捐赠科研通 6229515
什么是DOI,文献DOI怎么找? 3048110
关于科研通互助平台的介绍 2048749
邀请新用户注册赠送积分活动 2025750