OPT OpenIR  > 光谱成像技术研究室
Measurement of moisture content in lubricating oils of high-speed rail gearbox by Vis-NIR spectroscopy
Liu, Chenyang1,2; Tang, Xingjia3; Yu, Tao3; Wang, Taisheng1; Lu, Zhenwu1; Yu, Weixing3
作者部门光谱成像技术研究室
2020-12
发表期刊Optik
ISSN00304026
卷号224
产权排序3
摘要

The moisture content in lubricating oil is one of the most important factors to reflect the health and effectiveness of it, thus to monitor the moisture content in lubricating oil in real time is crucial for high speed rail. In this paper, we developed a compact moisture-content monitoring system based on the visible-near-infrared (Vis-NIR) spectroscopy technology, which was shown to be able to determine the moisture content in lubricating oil in a fast, simple and accurate way. In this system, a reflection mode optical probe was developed for sending and receiving optical signals through the viewport of gear box. By employing the reflection optical probe, one can measure the spectrum of the lubricating oil in a fast way by simply putting the probe on viewport of gear box, and therefore has the potential to realize the real-time monitoring of the status of the lubricating oil. In order to verify the feasibility of the system, both reflection and transmission spectral of lubricating oil were taken. Partial least square regression (PLS) and back propagation neural network (BPNN) algorithms were used to establish the processing model. Modelling results show a good agreement in between two different probing modes. As a result, the effectiveness and reliability of the system have been proved, which provides a simple yet accurate method for real time monitoring the healthy status of the lubricating oil for the safe operation of the high-speed rail. © 2020 Elsevier GmbH

关键词Vis-NIR spectroscopy Lubricating oils Moisture content The reflection probe Successive projections algorithm Partial least square regression Back propagation neural network
DOI10.1016/j.ijleo.2020.165694
收录类别SCI ; EI
语种英语
WOS记录号WOS:000596850700011
出版者Elsevier GmbH
EI入藏号20204109332448
引用统计
被引频次:9[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/93744
专题光谱成像技术研究室
通讯作者Yu, Weixing
作者单位1.R&D Center of Precision Instruments and Equipment, Changchun Institute of Optics, Fine Mechanics & Physics, Chinese Academy of Sciences, No. 3888, Dongnanhu Road, Changchun; Jilin, China;
2.University of Chinese Academy of Sciences, Beijing; 100049, China;
3.Key Laboratory of Spectral Imaging Technology, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, No. 17, Xinxi Road, Xian; 710119, China
推荐引用方式
GB/T 7714
Liu, Chenyang,Tang, Xingjia,Yu, Tao,et al. Measurement of moisture content in lubricating oils of high-speed rail gearbox by Vis-NIR spectroscopy[J]. Optik,2020,224.
APA Liu, Chenyang,Tang, Xingjia,Yu, Tao,Wang, Taisheng,Lu, Zhenwu,&Yu, Weixing.(2020).Measurement of moisture content in lubricating oils of high-speed rail gearbox by Vis-NIR spectroscopy.Optik,224.
MLA Liu, Chenyang,et al."Measurement of moisture content in lubricating oils of high-speed rail gearbox by Vis-NIR spectroscopy".Optik 224(2020).
条目包含的文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
Measurement of moist(2212KB)期刊论文出版稿限制开放CC BY-NC-SA请求全文
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Liu, Chenyang]的文章
[Tang, Xingjia]的文章
[Yu, Tao]的文章
百度学术
百度学术中相似的文章
[Liu, Chenyang]的文章
[Tang, Xingjia]的文章
[Yu, Tao]的文章
必应学术
必应学术中相似的文章
[Liu, Chenyang]的文章
[Tang, Xingjia]的文章
[Yu, Tao]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。