{"title":"基于改进whale算法的光纤光栅传感器盾构隧道布局研究","authors":"Baoliang Zong, Tipeng Zheng, Zhongchao Zhao","doi":"10.1117/12.2657868","DOIUrl":null,"url":null,"abstract":"With the progress of times, the sensors used to monitor tunnels have been changed from resistive and isopoint-based sensors to FBG sensors with high accuracy, reliability and sensitivity. Meanwhile many researchers have proposed different monitoring methods based on fiber Bragg grating (FBG) sensors, but the effect of layout schemes on the monitoring performance of FBG sensors is rarely discussed. In this paper, the effectiveness of the hybrid algorithm for shield tunnel layout optimization is verified by proposing an improved whale algorithm to optimize the shield tunnel sensor layout with a shield tunnel as a model and simulating its loading conditions. By comparing with the traditional uniform layout, the results surface that the error of the layout provided by the improved algorithm is much smaller than that of the uniform layout direction, and the curve fitted by the curvature fitting algorithm is closer to the real curve, which proves that the method proposed in this study can better increase the monitoring performance of FBG sensors.","PeriodicalId":212840,"journal":{"name":"Conference on Smart Transportation and City Engineering","volume":"73 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Shield tunnel layout study with fiber grating sensor based on improved whale algorithm\",\"authors\":\"Baoliang Zong, Tipeng Zheng, Zhongchao Zhao\",\"doi\":\"10.1117/12.2657868\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"With the progress of times, the sensors used to monitor tunnels have been changed from resistive and isopoint-based sensors to FBG sensors with high accuracy, reliability and sensitivity. Meanwhile many researchers have proposed different monitoring methods based on fiber Bragg grating (FBG) sensors, but the effect of layout schemes on the monitoring performance of FBG sensors is rarely discussed. In this paper, the effectiveness of the hybrid algorithm for shield tunnel layout optimization is verified by proposing an improved whale algorithm to optimize the shield tunnel sensor layout with a shield tunnel as a model and simulating its loading conditions. By comparing with the traditional uniform layout, the results surface that the error of the layout provided by the improved algorithm is much smaller than that of the uniform layout direction, and the curve fitted by the curvature fitting algorithm is closer to the real curve, which proves that the method proposed in this study can better increase the monitoring performance of FBG sensors.\",\"PeriodicalId\":212840,\"journal\":{\"name\":\"Conference on Smart Transportation and City Engineering\",\"volume\":\"73 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-12-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Conference on Smart Transportation and City Engineering\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1117/12.2657868\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Conference on Smart Transportation and City Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1117/12.2657868","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Shield tunnel layout study with fiber grating sensor based on improved whale algorithm
With the progress of times, the sensors used to monitor tunnels have been changed from resistive and isopoint-based sensors to FBG sensors with high accuracy, reliability and sensitivity. Meanwhile many researchers have proposed different monitoring methods based on fiber Bragg grating (FBG) sensors, but the effect of layout schemes on the monitoring performance of FBG sensors is rarely discussed. In this paper, the effectiveness of the hybrid algorithm for shield tunnel layout optimization is verified by proposing an improved whale algorithm to optimize the shield tunnel sensor layout with a shield tunnel as a model and simulating its loading conditions. By comparing with the traditional uniform layout, the results surface that the error of the layout provided by the improved algorithm is much smaller than that of the uniform layout direction, and the curve fitted by the curvature fitting algorithm is closer to the real curve, which proves that the method proposed in this study can better increase the monitoring performance of FBG sensors.