激光与光电子学进展, 2014, 51 (6): 060605, 网络出版: 2014-05-26
基于多主体协作技术的光纤Bragg光栅传感器网络自修复实现
Self-Repairing of the Fiber Bragg Grating Sensors Based on the Multi-Agent Cooperation Technology
光纤光学 传感器 光纤Bragg 光栅 结构健康监测 多主体 自修复 fiber optics sensors fiber Bragg grating structural health monitoring multi-agent self-repairing
摘要
针对光纤布拉格光栅(FBG)传感器监测飞机机翼盒段试验件上的静态载荷,对多主体协作技术实现结构健康监测中光纤Bragg 光栅传感器网络的自修复性进行研究。当某个主体的光纤Bragg 光栅传感器发生故障时,首先,传感主体依据采集到的传感器信号利用支持向量回归机算法对外部载荷位置进行预测,然后系统协作主体对两个主体的预测结果进行协作,共同对故障传感器信号进行修复,最终获得损伤位置的识别结果。研究表明:多主体协作之后的损伤位置平均识别精度比单独采用任何一个主体的平均识别精度都高,可以对失效传感器信号进行一定的补偿、修复。
Abstract
In view of the Fiber Bragg Grating (FBG) sensor network monitoring the static loading on the aircraft wing box test piece, self-repairability of the FBG structural health monitoring system based on multi-agent technology is studied. When partial sensors signal can′t be acquired in certain agent, firstly, the support vector regression algorithm is used to predict the external loading damage position with the acquired sensor signals in each agent, and then the cooperative agent is used to cooperate each agent predicting result, so as to compensate the invalid sensor signals, thus the final predicting results are obtained for the structural health monitoring system. The research results indicate that the average predicting accuracy of the external loading position by the multi-agent technique is higher than that of any one agent, the invalid sensor signals can be compensated to some extent by the multi-agent technology.
张晓丽, 张斌, 梁大开, 余本海, 李冉, 曾捷, 范春凤. 基于多主体协作技术的光纤Bragg光栅传感器网络自修复实现[J]. 激光与光电子学进展, 2014, 51(6): 060605. Zhang Xiaoli, Zhang Bin, Liang Dakai, Yu Benhai, Li Ran, Zeng Jie, Fan Chunfeng. Self-Repairing of the Fiber Bragg Grating Sensors Based on the Multi-Agent Cooperation Technology[J]. Laser & Optoelectronics Progress, 2014, 51(6): 060605.