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机载高光谱成像技术在长江经济带苏、皖、浙地区生态环境保护中的应用

修连存, 郑志忠, 杨彬, 殷靓, 高扬, 姜月华, 黄岩, 周权平, 石剑龙, 董金鑫, 陈春霞, 梁森, 俞正奎. 2021. 机载高光谱成像技术在长江经济带苏、皖、浙地区生态环境保护中的应用[J]. 中国地质, 48(5): 1334-1356. doi: 10.12029/gc20210502
引用本文: 修连存, 郑志忠, 杨彬, 殷靓, 高扬, 姜月华, 黄岩, 周权平, 石剑龙, 董金鑫, 陈春霞, 梁森, 俞正奎. 2021. 机载高光谱成像技术在长江经济带苏、皖、浙地区生态环境保护中的应用[J]. 中国地质, 48(5): 1334-1356. doi: 10.12029/gc20210502
XIU Liancun, ZHENG Zhizhong, YANG Bin, YIN Liang, GAO Yang, JIANG Yuehua, HUANG Yan, ZHOU Quanping, SHI Jianlong, DONG Jinxin, CHEN Chunxia, LIANG Sen, YU Zhengkui. 2021. Application of airborne hyperspectral imaging technology to the ecological environment protection of Jiangsu, Anhui and Zhejiang Provinces at Yangtze River Economic Belt[J]. Geology in China, 48(5): 1334-1356. doi: 10.12029/gc20210502
Citation: XIU Liancun, ZHENG Zhizhong, YANG Bin, YIN Liang, GAO Yang, JIANG Yuehua, HUANG Yan, ZHOU Quanping, SHI Jianlong, DONG Jinxin, CHEN Chunxia, LIANG Sen, YU Zhengkui. 2021. Application of airborne hyperspectral imaging technology to the ecological environment protection of Jiangsu, Anhui and Zhejiang Provinces at Yangtze River Economic Belt[J]. Geology in China, 48(5): 1334-1356. doi: 10.12029/gc20210502

机载高光谱成像技术在长江经济带苏、皖、浙地区生态环境保护中的应用

  • 基金项目:
    中国地质调查局项目“高速高灵敏度光谱成像理论技术研究与仪器研制”(BK20192003)资助
详细信息
    作者简介: 修连存, 男, 1962年生, 研究员, 博士生导师, 主要从事光谱探测地质仪器研发和高光谱技术在地质领域的应用研究; E-mail: 598575276@qq.com
    通讯作者: 高扬, 女, 1989年生, 硕士, 工程师, 地球探测与信息技术专业; E-mail: coco_rocha1900@126.com
  • 中图分类号: X87

Application of airborne hyperspectral imaging technology to the ecological environment protection of Jiangsu, Anhui and Zhejiang Provinces at Yangtze River Economic Belt

  • Fund Project: Supported by the project of High-speed and high-sensitivity spectral imaging theoretical technology research and instrument development(No. BK20192003)
More Information
    Author Bio: XIU Liancun, male, born in 1962, senior researcher, doctoral supervisor, engaged in the research and development of spectral detection geological instruments and the application of hyperspectral technology in the field of geology; E-mail: 598575276@qq.com .
    Corresponding author: GAO Yang, female, born in 1989, master, engineer, majors in earth exploration and information technology; E-mail: coco_rocha1900@126.com
  • 机载高光谱成像是一种快速、无损的检测技术,具有光谱分辨率高、波段窄而多和图谱合一的特点。国内小型化的机载高光谱成像仪主要依赖进口,价格昂贵,且高性能的高光谱设备进口困难,限制了高光谱技术在国内的推广和普及。中国地质调查局南京地质调查中心在国家重大仪器开发专项和国家重点研发计划支持下,成功研制出以推扫式小型化成像光谱仪HMS400/1000为核心的轻型机载高光谱成像系统SSMap,建立了机载高光谱遥感综合调查技术方法和作业流程,形成了一套可靠的地物分类方法和水土污染光谱定量反演模型。本文在介绍机载高光谱成像技术基本原理和分析国内外研究现状的基础上,以自主研发的机载高光谱成像系统SSMap为例,结合长江经济带生态环境的需求,详细探讨了总面积4500余km2的航空高光谱遥感作业方法、信息提取与调查应用。通过长江经济带江苏、安徽、浙江等地区的生态环境地质调查应用示范,取得了高质量的机载遥感数据,获得了一批重要调查成果。研究表明,机载高光谱成像技术在生态环境调查、水体监测、土地利用和土地质量评价等方面具广阔应用前景。具有自主知识产权的国产化机载高光谱成像仪降低了采购成本,推动了机载高光谱技术普及,服务了国家重大区域发展战略,具有显著的经济和社会效益。

  • 加载中
  • 图 1  VNIR(a)和SWIR(b)光谱数据

    Figure 1. 

    图 2  VNIR可见光-近红外及SWIR短波红外成像光谱仪

    Figure 2. 

    图 3  有人机系统组成(a)和无人机系统组成(b)

    Figure 3. 

    图 4  直升机(a)运输机(b)固定翼无人机(c)和旋翼无人机(d)飞行平台

    Figure 4. 

    图 5  有人机平台安装(a)和无人机平台安装(b)

    Figure 5. 

    图 6  几种典型地物地面光谱曲线

    Figure 6. 

    图 7  积分球示意图

    Figure 7. 

    图 8  可见光数据辐射定标结果

    Figure 8. 

    图 9  短波红外数据辐射定标结果

    Figure 9. 

    图 10  槐树反射率和ASD数据对比

    Figure 10. 

    图 11  IMU/GPS飞行轨迹示意图

    Figure 11. 

    图 12  基于PCA和SVM的高光谱遥感影像分类流程图

    Figure 12. 

    图 13  飞行区域及其测线规划

    Figure 13. 

    图 14  地物分类结果相对百分比图

    Figure 14. 

    图 15  高光谱遥感功能区分布图

    Figure 15. 

    图 16  高光谱遥感地物精细分类图

    Figure 16. 

    图 17  高光谱遥感地表水综合等级划分图

    Figure 17. 

    图 18  高光谱遥感地表水总氮(N)元素浓度反演分级图

    Figure 18. 

    图 19  高光谱遥感地表水总磷(P)元素浓度反演分级图

    Figure 19. 

    图 20  高光谱遥感地表水五日生化需氧量(BOD5)反演分级图

    Figure 20. 

    图 21  湿地区1地物精细分类结果图

    Figure 21. 

    图 22  湿地区2地物精细分类结果图

    Figure 22. 

    图 23  湿地区3地物精细分类结果图

    Figure 23. 

    图 24  岸基稳定评价

    Figure 24. 

    图 25  飞行轨迹示意图

    Figure 25. 

    图 26  丹阳地区元素As高光谱反演结果图

    Figure 26. 

    图 27  丹阳地区元素Cr高光谱反演结果图

    Figure 27. 

    图 28  丹阳地区元素Cu高光谱反演结果图

    Figure 28. 

    图 29  丹阳地区土壤元素As实测插值分析图

    Figure 29. 

    图 30  藻类信息(蓝色)分布图

    Figure 30. 

    图 31  机载高光谱Cr元素反演影像(上)与实际采集土壤样品分析结果(下)对比

    Figure 31. 

    图 32  机载高光谱Cu元素反演影像(上)与实际采集土壤样品分析结果(下)对比

    Figure 32. 

    图 33  高光谱遥感识别贵池某矿山粉尘(红色区域)污染分布

    Figure 33. 

    表 1  小型成像光谱仪参数

    Table 1.  Parameters of the small-size imaging spectrometer

    下载: 导出CSV

    表 2  惯导定位精度参数

    Table 2.  The INS positioning accuracy parameters

    下载: 导出CSV

    表 3  水常规化验指标(水质参数)一览

    Table 3.  List of water routine test indexes

    下载: 导出CSV

    表 4  地物精细分类明细

    Table 4.  Detailed classification of ground features

    下载: 导出CSV

    表 5  地物精细分类统计

    Table 5.  Statistics of fine classification of ground features

    下载: 导出CSV
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    杨思睿, 薛朝辉, 张玲. 2018. 高光谱与LiDAR数据融合研究——以黑河中游张掖绿洲农业区精细作物分类为例[J]. 国土资源遥感, 30(4): 33-40. https://www.cnki.com.cn/Article/CJFDTOTAL-GTYG201804006.htm

    张宗贵, 王润生. 2000. 基于谱学的成像光谱遥感技术发展与应用[J]. 国土资源遥感, 12(3): 16-37. doi: 10.3969/j.issn.1001-070X.2000.03.003

    郑志忠, 杨忠, 修连存, 董金鑫, 陈春霞, 高扬, 俞正奎. 2017. 一种Offner型小型短波红外成像光谱仪[J]. 光谱学与光谱分析, 37(7): 2267-2272. https://www.cnki.com.cn/Article/CJFDTOTAL-GUAN201707054.htm

    郑志忠, 杨忠, 修连存. 2020a. 高衍射效率短波红外凸面闪耀光栅的研制与应用[J]. 光学学报, 40(12): 53-61. https://www.cnki.com.cn/Article/CJFDTOTAL-GXXB202012007.htm

    郑志忠, 杨忠, 秦远田, 王立国. 2020b. Offner型短波红外成像光谱仪的结构分析与实验[J]. 激光与光电子学进展, 57(5): 246-255. https://www.cnki.com.cn/Article/CJFDTOTAL-JGDJ202005030.htm

    郑志忠, 杨忠, 修连存. 2020c. 一种应用于弱光谱信号测量的锁相放大器[J]. 现代科学仪器, (2): 5-10.

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出版历程
收稿日期:  2021-03-17
修回日期:  2021-05-26
刊出日期:  2021-10-25

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