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 |
DOI | 10.1117/12.3007898 |
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 |
推荐引用方式 GB/T 7714 | 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. |
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 | ||
A micro-multispectra(1771KB) | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 |
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