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A Micro-Multispectral Vision Sensor: Research on on-line measurement classification and recognition method of coal gangue
Guo, Quan1,2; Liu, Ruqi3; Wu, Dengshan1; Yu, Weixing1
2023
会议名称2023 Applied Optics and Photonics China: Optical Spectroscopy and Imaging; and Atmospheric and Environmental Optics, AOPC 2023
会议录名称AOPC 2023: Optical Spectroscopy and Imaging; and Atmospheric and Environmental Optics
卷号12962
会议日期2023-07-25
会议地点Beijing, China
出版者SPIE
产权排序1
摘要

Spectral imaging technology based on on-chip splitting provides services for aerospace, industrial and consumer electronics applications. Since each application requires a different set and number of spectral bands, the lack of scalable and high-cost customized splitting schemes hinders the wide application of multispectral imaging. Here, we demonstrate a compact, highly freely customizable imaging spectrometer with initial validation for coal and gangue classification and recognition applications. And the results reflect the potential application of this spectral imaging system in coal and gangue classification and identification. A supervised classification method using support vector machines (SVM) was used to recognize coal and gangue, and the evaluation of classification accuracy shows that more than 82% of the pixels can be correctly classified, and this study provides strong support for the visual sensors with complete spectral band combinations to achieve higher accuracy. © 2023 SPIE. All rights reserved.

关键词Micro-Multispectral Vision Sensor SVM Classification and Recognition Coal Gangue
作者部门光谱成像技术研究室
DOI10.1117/12.3007898
收录类别EI
ISBN号9781510672307
语种英语
ISSN号0277786X;1996756X
EI入藏号20240215343580
引用统计
文献类型会议论文
条目标识符http://ir.opt.ac.cn/handle/181661/97133
专题光谱成像技术研究室
通讯作者Yu, Weixing
作者单位1.Key Laboratory of Spectral Imaging Technology, Xi’an Institute of Optics and Precision Mechanics of CAS, Xi’an; 710119, China;
2.University of Chinese Academy of Sciences, Beijing; 100049, China;
3.Huawei Technologies Co., Ltd, Shenzhen; 518129, China
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Guo, Quan,Liu, Ruqi,Wu, Dengshan,et al. A Micro-Multispectral Vision Sensor: Research on on-line measurement classification and recognition method of coal gangue[C]:SPIE,2023.
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