1. The State Key Laboratory of Mechanics and Control of Mechanical Structures, Nanjing University of Aeronautics and Astronautics, Nanjing, Jiangsu 210016, China
2. College of Physics and Electronic Engineering, Xinyang Normal University, Xinyang, Henan 464000, China
Abstract:For the fiber Bragg grating sensor network, how to increase the external load position identification precision of a certain aircraft wing box adopting to the support vector machine is an important problem. The influence degree of the position identification precision when partial optic fiber sensor failure in the network is analyzed and the fault-tolerant position identification algorithm based on the model reconstruct in terms of the failure condition is proposed.Meanwhile the load position identification precision before and after adopting to the model reconstruct position identification algorithm is compared in detail.The result indicates that the model reconstruct fault-tolerant identification algorithm can realize the self-repairing of the fiber Bragg grating sensor network effectively when partial sensor failure, and the reliability of the sensor network is improved.
[1]乔迎欣,黎剑华,贺跃光.光纤监测技术在土木工程中的应用现状及展望[J].南昌工程学院学报,2007,26(1):13-18.
[2]Bodan P, Bouvier C. Reusable Cryogenic Tank VHM Using Fiber Optic Distributed Sensing Technology [R]. NASA contractor report, NASA CR-208132,1998.
[3]孙亚杰,袁慎芳,王帮峰.极值理论在复合材料结构健康监测中的应用研究[J].宇航学报,2007,28(5):1366-1370.
[4]Tapanes E, Galea S C. Use of optical fiber sensors to detect and monitor damage in bonded composite repairs of cracked metallic composite [C]//Proceedings of ICCM-11, HuangJinHai Queensland, Australia,1997.
[5]陈治明,黄晓红,罗飞,等.基于混沌优化支持向量机的板形预测与优化[J].华南理工大学学报(自然科学版),2009,37(10):55-59.
[6]Vapnik V N.The Nature of Statistic Learning Theory[M].New York:Springer Verlag, 1995.
[7]邓乃扬,田英杰.数据挖掘中的新方法—支持向量机[M].北京:科学出版社,2004.
[8]沈志熙, 黄席樾,马笑潇.基于EMD多模态特征融合支持向量机的故障诊断[J].控制与决策,2009,24(6):889-893.
[9]白鹏.支持向量机理论及工程应用实例[M].西安:西安电子科技大学出版社,2008.
[10]Montanini R, Pirrotta S. A Temperature—Compensated Rotational Position Sensor Based on Fibre Bragg Gratings[J]. Sensors and Actuators A:Physical, 2006, 132(2):533-540.
[11]朱丹丹,李伟欣,李志全,等.分布式光纤光栅应变和温度同时测量系统[J].计量学报,2008,29(1):29-32.
[12]芦吉云,梁大开,张晓丽.基于支持向量回归机的机翼盒段结构健康监测研究[J].仪器仪表学报,2009,30(3):486-491.