A Data Mining Algorithm for Hyperspectral Target Detection Based on UAV | |
Zhou, Jian1; Qiu, Shi2![]() | |
2022 | |
会议名称 | International Conference on Autonomous Unmanned Systems, ICAUS 2021 |
会议录名称 | Proceedings of 2021 International Conference on Autonomous Unmanned Systems, ICAUS 2021 |
卷号 | 861 LNEE |
页码 | 63-73 |
会议日期 | 2021-09-24 |
会议地点 | Changsha, China |
出版者 | Springer Science and Business Media Deutschland GmbH |
产权排序 | 2 |
摘要 | The hyperspectral image has spatial resolution and inter-spectral resolution, which can visually display the information of the ground object. It is of great significance to the typical targets of hyperspectral data mining. With the development of drone technology, it is possible to detect targets with airborne hyper spectrometers, thereby greatly improving the perception ability of unmanned aerial vehicles. For this reason, we have carried out research on target data mining based on the advantages of hyperspectral detection of ground object attributes and the strong flexibility of UAVs. First, on the basis of acquiring hyper spectral images, normalize the images, construct an edge extraction model, and introduce the idea of clustering to find spatially similar regions. Then a Dynamic Time Warping model is constructed to extract the features between the spectra, and finally, the DEC algorithm is improved, and a deep network is used to achieve typical target clustering. © 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. |
作者部门 | 光谱成像技术研究室 |
收录类别 | EI |
ISBN号 | 9789811694912 |
语种 | 英语 |
ISSN号 | 18761100;18761119 |
EI入藏号 | 20222212177677 |
文献类型 | 会议论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/95982 |
专题 | 光谱成像技术研究室 |
通讯作者 | Qiu, Shi |
作者单位 | 1.Xi’an Modern Control Technology Research Institute, Xi’an, China 2.Key Laboratory of Spectral Imaging Technology CAS, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an; 710119, China 3.Xi’an Institute of Electromechanical Information Technology, Xi’an, China |
推荐引用方式 GB/T 7714 | Zhou, Jian,Qiu, Shi,Wang, Zhuping,et al. A Data Mining Algorithm for Hyperspectral Target Detection Based on UAV[C]:Springer Science and Business Media Deutschland GmbH,2022:63-73. |
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 Data Mining Algori(3415KB) | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 |
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