基于数据挖掘技术的可调激光器断点检测
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摘要
可调激光器工作过程中难免发生断点,传统方法存在可调激光器断点检测错误率高,而且检测时间长等难题,为了获得理想的可调激光器断点检测效果,提出了基于数据挖掘技术的可调激光器断点检测方法。首先对可调激光器断点检测当前研究成果进行分析,找到当前可调激光器断点检测效果差的原因,然后建立可调激光器断点检测原理,采集可调激光器断点检测特征,最后根据可调激光器断点检测特征,采用数据挖掘技术建立可调激光器断点检测模型,在Matlab 2012平台上进行了可调激光器断点检测仿真模拟测试,可调激光器断点检测的检测正确率高达95%以上,可调激光器断点的误检率小于传统可调激光器断点检测方法,验证了本文可调激光器断点检测方法的优势。
The breakpoint is unavoidable in the process of tunable laser operation. The traditional method has some problems,such as high error rate and long detection time. In order to obtain the ideal detection effect of tunable laser breakpoint,a method of tunable laser breakpoint detection based on data mining technology is proposed. Firstly,the current research results of adjustable laser breakpoint detection are analyzed to find out the reasons for the poor detection effect of the current adjustable laser breakpoint detection. Then the principle of adjustable laser breakpoint detection is established to collect the detection characteristics of the adjustable laser breakpoint. Finally,according to the detection characteristics of the adjustable laser breakpoint,the data mining technology is adopted. The model of adjustable laser breakpoint detection is established. The simulation test of adjustable laser breakpoint detection is carried out on the platform of Matlab 2012. The correct detection rate of adjustable laser breakpoint detection is up to 95%,and the error detection rate of adjustable laser breakpoint detection is less than that of traditional adjustable laser breakpoint detection method,it has advantages of point detection method.
The breakpoint is unavoidable in the process of tunable laser operation. The traditional method has some problems,such as high error rate and long detection time. In order to obtain the ideal detection effect of tunable laser breakpoint,a method of tunable laser breakpoint detection based on data mining technology is proposed. Firstly,the current research results of adjustable laser breakpoint detection are analyzed to find out the reasons for the poor detection effect of the current adjustable laser breakpoint detection. Then the principle of adjustable laser breakpoint detection is established to collect the detection characteristics of the adjustable laser breakpoint. Finally,according to the detection characteristics of the adjustable laser breakpoint,the data mining technology is adopted. The model of adjustable laser breakpoint detection is established. The simulation test of adjustable laser breakpoint detection is carried out on the platform of Matlab 2012. The correct detection rate of adjustable laser breakpoint detection is up to 95%,and the error detection rate of adjustable laser breakpoint detection is less than that of traditional adjustable laser breakpoint detection method,it has advantages of point detection method.
引文
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[14]王娜,王安帮,张明江,等.利用可调谐的混沌Fabry-Perot激光器实现波分复用无源光网络的断点检测[J].光子学报,2012,41(11):1279-1285.
[15]张政,曹益平,沈志康,等.基于故障树的氧碘化学激光器故障分析[J].强激光与粒子束,2011,23(12):3321-3324.
[16]李彬,江朝阳,张耀兵.大功率CO_2激光器的常见故障分析及处理方法[J].化学工程与装备,2011,7(2):122-124,77.
[17]王立华.通信电缆断点故障自动检测报警电路的设计[J].自动化仪表,2010,31(12):58-60,64.
[2]戎瑞.激光器可靠性预计[J].激光与红外,1977,22(12):11-30.
[3]韩程阵,杨延平,夏莉.通信电缆断点故障检测与维修[J].中国新通信,2018,20(1):28.
[4]刘贺,王涛.光纤通信局域网断点故障检测方法研究[J].现代电子技术,2017,40(16):174-176,179.
[5]李德明.光纤断点故障检测仪的硬件设计[J].电子世界,2013(17):125-126.
[6]杨丛渊,王安帮,张朝霞,等.混沌激光相关法光纤断点定位仪及其应用的实验研究[J].中国激光,2011,38(02):204-208.
[7]杨晟.高功率固体激光器晶体断裂的故障分析及防护[J].甘肃科技,2011,27(2):34-35,169.
[8]王立原,郭军涛.医用固体激光器故障检修2例[J].医疗卫生装备,2009,30(5):129-130.
[9]郑郁.医用二氧化碳激光器常见故障的预防及排除[J].医疗装备,2008,25(8):43-45.
[10]薛志文.光纤网络断点检测优化模型研究与仿真[J].计算机仿真,2015,32(04):446-449.
[11]张鑫.基于小区域断点检测的P2P网络快速通行算法[J].科技通报,2013,29(10):146-148.
[12]高泽仁,周丰,刘楠.一种陶瓷插芯内光纤断点的检测方法[J].半导体光电,2018,39(4):494-496.
[13]吴迪,葛廷武,秦文斌,等.光纤激光器故障模式分析[J].发光学报,2018,39(7):1002-1007.
[14]王娜,王安帮,张明江,等.利用可调谐的混沌Fabry-Perot激光器实现波分复用无源光网络的断点检测[J].光子学报,2012,41(11):1279-1285.
[15]张政,曹益平,沈志康,等.基于故障树的氧碘化学激光器故障分析[J].强激光与粒子束,2011,23(12):3321-3324.
[16]李彬,江朝阳,张耀兵.大功率CO_2激光器的常见故障分析及处理方法[J].化学工程与装备,2011,7(2):122-124,77.
[17]王立华.通信电缆断点故障自动检测报警电路的设计[J].自动化仪表,2010,31(12):58-60,64.