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Hyperion高光谱数据森林郁闭度定量估测研究

徐文铎,  李吉跃,  段爱国,  张求慧,  吴斌,  温俊宝,  ,  ,  刘金福,  常德龙,  王云琦,  匡文慧,  ,  谭炳香,  郑凌凌,  赵燕东,  程占红,  齐春辉, 
ZHAOGuang-jie,  冯夏莲,  张灿,  邹大林,  李贤军,  李雪萍,  刘常富,  王玉涛,  鲁绍伟,  李雪峰,  张建国,  ,  翟洪波,  LUOWen-sheng,  张路平,  何正权,  宋湛谦,  温俊宝,  韩士杰,  白陈祥,  张树文,  何兴元,  李增元,  朱天辉,  王玉杰,  吴庆利,  ,  何承忠,  韩烈保,  何友均,  李吉跃,  余新晓,  ,  吴斌,  洪伟,  赵广杰,  黄文豪,  ,  林秦文,  姜伟,  骆有庆,  陈发菊,  匡秋明,  童书振,  刘凤芹,  何静,  陈尔学,  梁小红,  郭忠玲,  FurunoTakeshi,  张志毅,  ,  张养贞,  骆有庆,  ]魏晓霞,  ]陈玮,  ,  李俊清,  郑兴波,  庞勇,  RENQian,  许志春,  胡伟华,  张璧光,  张军,  赵桂玲,  张振明,  曾会明,  许志春,  李颖,  梁宏伟,  安新民,  ,  崔国发,  ,  杨凯,  宋国正,  曹川健,  ,  郑杰,  李凤兰,  侯伟,  ,  刘君,  PaulWolfgang,  李福海,  赵广亮,  雷渊才,  李考学,  姚永刚,  田桂芳,  董建生,  张有慧,  张全来,  李永波,  赫万成,  李长明,  张世玺

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文章导航 > 北京林业大学学报  > 2006 >  28(3): 95-101
徐文铎, 李吉跃, 段爱国, 张求慧, 吴斌, 温俊宝, 刘金福, 常德龙, 王云琦, 匡文慧, 谭炳香, 郑凌凌, 赵燕东, 程占红, 齐春辉, ZHAOGuang-jie, 冯夏莲, 张灿, 邹大林, 李贤军, 李雪萍, 刘常富, 王玉涛, 鲁绍伟, 李雪峰, 张建国, 翟洪波, LUOWen-sheng, 张路平, 何正权, 宋湛谦, 温俊宝, 韩士杰, 白陈祥, 张树文, 何兴元, 李增元, 朱天辉, 王玉杰, 吴庆利, 何承忠, 韩烈保, 何友均, 李吉跃, 余新晓, 吴斌, 洪伟, 赵广杰, 黄文豪, 林秦文, 姜伟, 骆有庆, 陈发菊, 匡秋明, 童书振, 刘凤芹, 何静, 陈尔学, 梁小红, 郭忠玲, FurunoTakeshi, 张志毅, 张养贞, 骆有庆, ]魏晓霞, ]陈玮, 李俊清, 郑兴波, 庞勇, RENQian, 许志春, 胡伟华, 张璧光, 张军, 赵桂玲, 张振明, 曾会明, 许志春, 李颖, 梁宏伟, 安新民, 崔国发, 杨凯, 宋国正, 曹川健, 郑杰, 李凤兰, 侯伟, 刘君, PaulWolfgang, 李福海, 赵广亮, 雷渊才, 李考学, 姚永刚, 田桂芳, 董建生, 张有慧, 张全来, 李永波, 赫万成, 李长明, 张世玺. Hyperion高光谱数据森林郁闭度定量估测研究[J]. 北京林业大学学报, 2006, 28(3): 95-101.
引用本文: 徐文铎, 李吉跃, 段爱国, 张求慧, 吴斌, 温俊宝, 刘金福, 常德龙, 王云琦, 匡文慧, 谭炳香, 郑凌凌, 赵燕东, 程占红, 齐春辉,
ZHAOGuang-jie, 冯夏莲, 张灿, 邹大林, 李贤军, 李雪萍, 刘常富, 王玉涛, 鲁绍伟, 李雪峰, 张建国, 翟洪波, LUOWen-sheng, 张路平, 何正权, 宋湛谦, 温俊宝, 韩士杰, 白陈祥, 张树文, 何兴元, 李增元, 朱天辉, 王玉杰, 吴庆利, 何承忠, 韩烈保, 何友均, 李吉跃, 余新晓, 吴斌, 洪伟, 赵广杰, 黄文豪, 林秦文, 姜伟, 骆有庆, 陈发菊, 匡秋明, 童书振, 刘凤芹, 何静, 陈尔学, 梁小红, 郭忠玲, FurunoTakeshi, 张志毅, 张养贞, 骆有庆, ]魏晓霞, ]陈玮, 李俊清, 郑兴波, 庞勇, RENQian, 许志春, 胡伟华, 张璧光, 张军, 赵桂玲, 张振明, 曾会明, 许志春, 李颖, 梁宏伟, 安新民, 崔国发, 杨凯, 宋国正, 曹川健, 郑杰, 李凤兰, 侯伟, 刘君, PaulWolfgang, 李福海, 赵广亮, 雷渊才, 李考学, 姚永刚, 田桂芳, 董建生, 张有慧, 张全来, 李永波, 赫万成, 李长明, 张世玺. Hyperion高光谱数据森林郁闭度定量估测研究[J]. 北京林业大学学报, 2006, 28(3): 95-101.
shu
LIU Jun., JIANG Yue-zhong, LIU Chang-fu, LI Chang-ming, ZHANG Quan-lai, WU Bin, LIU Sheng-fang, WEN Jun-bao, ZHANG Shi-xi, LI Yong-bo, HE Xing-yuan, MA Lü-yi, HE Wan-cheng, LUO You-qing, CHEN Wei, XU Zhi-ch, MA Ling, ZHAO Gui-ling, XU Wen-duo, JIANG Cheng-ping, . Estimating forest crown closure using Hyperion hyperspectral data.[J]. Journal of Beijing Forestry University, 2006, 28(3): 95-101.
Citation: LIU Jun., JIANG Yue-zhong, LIU Chang-fu, LI Chang-ming, ZHANG Quan-lai,
WU Bin, LIU Sheng-fang, WEN Jun-bao, ZHANG Shi-xi, LI Yong-bo, HE Xing-yuan, MA Lü-yi, HE Wan-cheng, LUO You-qing, CHEN Wei, XU Zhi-ch, MA Ling, ZHAO Gui-ling, XU Wen-duo, JIANG Cheng-ping, . Estimating forest crown closure using Hyperion hyperspectral data.[J]. Journal of Beijing Forestry University, 2006, 28(3): 95-101.
shu

Hyperion高光谱数据森林郁闭度定量估测研究

  • 1.

    北京林业大学生物科学与技术学院

  • 2.

    生物多样性与生态工程教育部重点实验室，北京师范大学生命科学学院

  • 4.

    北京林业大学水土保持学院, 水土保持与荒漠化防治教育部重点实验室

  • 5.

    1中国农业大学动物医学院2河北师范大学生命科学学院

  • 6.

    1 北京林业大学省部共建森林培育与保护教育部重点实验室 2 宁夏森林病虫害防治检疫总站3 宁夏吴忠市园林局

  • 7.

    1 山西大学黄土高原研究所2 北京大学旅游研究与规划中心

  • 8.

    1 北京林业大学自然保护区学院2 中国林业科学研究院林业科技信息研究所 3 青海省林业局4 青海省玛可河林业局

  • 9.

    1 北京林业大学工学院2 中国农业大学信息与电气学院 3 德国联邦农科院技术与生物系统研究所

  • 10.

    1北京林业大学水土保持学院，教育部水土保持与荒漠化防治重点实验室 2秦皇岛外国语职业学院3北京市八达岭林场

  • 11.

    1 北京林业大学资源与环境学院，省部共建森林培育与保护教育部重点实验室 2 国家林业局调查规划设计院

  • 12.

    1 中国科学院沈阳应用生态研究所2 中国科学院研究生院3 北华大学林学院4 东北林业大学研究生院

  • 13.

    1 福建农林大学林学院2 北京林业大学资源与环境学院

  • 14.

    1 中国科学院东北地理与农业生态研究所2 中国科学院研究生院

  • 15.

    1北京林业大学资源与环境学院2山东省林业科学研究院3山东省烟台市林木种苗站

  • 16.

    1 中国科学院沈阳应用生态研究所2 中国科学院研究生院3 沈阳农业大学林学院

  • 17.

    1 北京林业大学林木花卉遗传育种教育部重点实验室2 北京农学院生物技术系3 山东省冠县苗圃

  • 18.

    四川农业大学林学园艺学院

  • 19.

    中国林业科学研究院资源信息研究所

  • 20.

    1 北京林业大学生物科学与技术学院2 三峡大学生物技术研究中心

  • 21.

    1 国家林业局泡桐研究开发中心2 中国林业科学研究院林产化学工业研究所 3 河南省林业规划设计院

  • 22.

    北京林业大学材料科学与技术学院

  • 23.

    1北京林业大学材料科学与技术学院2北京盛大华源科技有限公司 3日本岛根大学综合理工学部

  • 24.

    1 中南林业科技大学工业学院2 北京林业大学材料科学与技术学院 3 北京林业大学林业科技股份有限公司4 吉林省林业厅木材运输管理办公室

  • 25.

    中国林业科学研究院林业研究所，国家林业局林木培育重点实验室

  • 26.

    北京林业大学资源与环境学院，省部共建森林培育与保护教育部重点实验室

  • 27.

    北京林业大学草坪研究所，省部共建森林培育与保护教育部重点实验室

  • 28.

    北京林业大学省部共建森林培育与保护教育部重点实验室

Estimating forest crown closure using Hyperion hyperspectral data.

  • 1.

    College of Biological Sciences and Biotechnology, Beijing Forestry University, 100083, P.R.China.

  • 2.

    Key Laboratory for Biodiversity Science and Ecological Engineering，Ministry of Education, College of Life Sciences, Beijing Normal University, 100875,P. R. China.

  • 3.

    1 Guangxi Forestry Survey and Design Institute, Nanning, 530011, P. R .China； 2 Forestry Bureau of Guangxi Zhuang Autonomous Region, Nanning, 530022, P. R .China.

  • 4.

    Key Laboratory of Soil and Water Conservation and Desertification Combating, Ministry of Education, College of Sail and Water Conservation, Beijing Forestry University, 100083,P.R.China.

  • 5.

    1 College of Veterinary Medicine, China Agricultural University, Beijing, 100094, P.R.China; 2 College of Life Science, Hebei Normal University, Shijiazhuang, 050016, P.R.China.

  • 6.

    1 Key Laboratory for Silviculture and Conservation, Ministry of Education, Beijing Forestry University, 100083, P. R. China; 2 Ningxia General Station of Control and Quarantine of Forest Pest, Yinchuan, 750004, P. R. China; 3 Garden Administration of Wuzhong City, Ningxia, 751100, P. R. China.

  • 7.

    1 Institute of Loess Plateau, Shanxi University, Taiyuan, 030006，P. R. China; 2 The Center for Recreation and Tourism Study, Peking University, Beijing, 100871，P. R. China.

  • 8.

    1 College of Nature Conservation，Beijing Forestry University, 100083,P.R.China; 2 Research Institute of Forestry Policy and Information, Chinese Academy of Forestry，Beijing， 100091，P.R.China; 3 Forestry Bureau of Qinghai Province，Xining，810007，P.R.China; 4 Makehe Forestry Bureau，Banma County，Qinghai Province，814300，P.R.China.

  • 9.

    1 College of Industry，Beijing Forestry University，100083，P.R.China; 2 College of Information and Electrical Engineering, China Agricultural University, Beijing, 100083，P.R.China; 3 Institute of Technology and Biosystematics, Federal Agricultural Reserch Centre, Braunschweig， 38116, Germany.

  • 10.

    1 Key Laboratory of Soil and Water Conservation and Desertification Combating, Ministry of Education, College of Soil and Water Conservation, Beijing Forestry University, 100083, P. R. China; 2 Qinhuangdao Foreign Languages Professional College, 066311, P. R. China; 3 Badaling Forestry Center of Beijing, 102102, P. R. China.

  • 11.

    1 Key Laboratory for Silviculture and Conservation,Ministry of Education, College of Resources and Environment,Beijing Forestry University, 100083,P.R.China; 2 Academy of Forestry Inventory and Planning,State Forestry Administration,Beijing, 100714,P.R.China.

  • 12.

    1 Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang，110016，P. R. China； 2 Graduate University of Chinese Academy of Sciences, Beijing, 100039, P. R. China； 3 Department of Forestry, Beihua University, Jilin, 132013, P. R. China； 4 Graduate School of Northeast Forestry University, Harbin, 150040, P. R. China.

  • 13.

    1 Forestry College of Fujian Agriculture and Forestry University，Fuzhou，350002，P. R. China； 2 College of Resources and Environment，Beijing Forestry University，100083，P. R. China．

  • 14.

    １The Northeast Institute of Geography and Agriculture Ecology, Chinese Academy of Sciences, Changchun 130012, P.R.China; 2Graduate University of Chinese Academy of Sciences, Beijing, 100039, P.R.China.

  • 15.

    1 College of Resources and Environment, Beijing Forestry University,100083, P.R.China; 2 Shandong Academy of Forestry Sciences, Ji-nan， 250014, P.R.China; 3 Forest Seedling Station of Yantai City, Shandong Province,264000, P.R.China.

  • 16.

    1 Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang，110016，P. R. China; 2 Graduate University of Chinese Academy of Sciences, Beijing，100039, P. R. China; 3 College of Forestry, Shenyang Agricultural University, 110161, P. R. China.

  • 17.

    1 Key Laboratory for Genetic and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, Beijing Forestry University, 100083, P. R. China; 2 Department of Biotechnology, Beijing Agricultural College, 102206, P. R. China; 3 Guanxian County Tree Nursery, Shandong Province, 252528, P. R. China.

  • 18.

    College of Forestry and Horticulture, Sichuan Agricultural University, Yaan, 625014, P. R. China.

  • 19.

    Research Institute of Forest Resources Information Technique, Chinese Academy of Forestry，Beijing, 100091, P. R. China.

  • 20.

    1 College of Biological Science and Biotechnology, Beijing Forestry University, 100083, P. R. China; 2 Biotechnology Research Center, China Three Gorges University, Yichang, Hubei Province, 443002, P. R. China.

  • 21.

    1 Paulownia Research and Development Center of the State Forestry Administration, Zhengzhou, 450003, P. R. China; 2 Research Institute of Chemical Processing and Utilization of Forest Products, Chinese Academy of Forestry,Nanjing, 210042, P. R. China; 3 He’nan Provincial Forestry Survey and Design Academy, Zhengzhou, 450003, P. R.China.

  • 22.

    College of Material Science and Technology, Beijing Forestry University, 100083, P.R.China.

  • 23.

    1 College of Material Science and Technology, Beijing Forestry University, 100083, P. R. China; 2 Shengda Huayuan Technology Co.,Ltd, 100071,P.R.China; 3 Faculty of Science and Engineering, Shimane University, Matsue, 609-8504, Japan.

  • 24.

    1 School of Industry, Central South University of Forestry and Technology, Changsha, 410004, P.R. China; 2 College of Material Science and Technology, Beijing Forestry University, 100083,P.R.China; 3 Forestry Science Company Limited, Beijing Forestry University, 100083, P. R. China； 4 Management Office of Wood Transportation, Forestry Department of Jilin Province, 130020, P. R. China.

  • 25.

    Key Laboratory for Forest Silviculture of the State Forestry Administration, Research Institute of Forestry, Chinese Academy of Forestry, Beijing, 100091, P.R. China

  • 26.

    Key Laboratory for Silviculture and Conservation, Ministry of Education, College of Resources and Environment, Beijing Forestry University, 100083, P. R.China.

  • 27.

    Key Laboratory for Silviculture and Conservation, Ministry of Education, Institute of Turfgrass Science, Beijing Forestry University, 100083, P. R. China.

  • 28.

    Key Laboratory for Silviculture and Conservation, Ministry of Education, Beijing Forestry University, 100083, P. R. China.

  • 摘要: 该文探讨和评价了利用星载EO-1 Hyperion高光谱遥感数据定量估测森林郁闭度的能力.高光谱数据光谱特征空间降维采用两种方式， 一种是光谱特征选择的波段选择法(BS)，另一种是光谱特征提取的主成分变换法(PCA).从森林资源变化图上获取200个样点的实测郁闭度值，130个用于建模，70个用于验证.对应图像的取值采用单像元值(NP)和3×3窗口的平均值(W33) 两种方法.两种光谱特征降维方式和两种图像取值方法构成4种估测模型(BS-NP、BS-W33、PCA-NP和PCA-W33).分析过程为：①对图像进行预处理，选出质量好的波段；②采用逐步回归技术提取与郁闭度相关性高的波段或变量；③建立多元回归模型估测郁闭度；④估测精度验证.经检验，估测精度分别为： BS-NP 83.17%、BS-W33 84.21%、 PCA-NP 85.62% 和 PCA-W33 86.34%.初步结果表明，光谱特征提取的主成分变换分析法比光谱特征选择的波段选择法的郁闭度估测更有效；3×3窗口的图像取值方法比单像元取值方法的估测精度高.
    Abstract: In this paper, the capability of EO-1 Hyperion data in the estimation of forest crown closure (FCC) was assessed. A comparison of two feature extraction methods was made for estimating FCC. The methods are individual band selection (BS) and principal component analysis (PCA), which were used to calculate plot image signature: nearest pixel value (NP) and mean value of pixels of 3 by 3 windows (W33). Therefore, four methods were used to estimate FCC, which were BS-NP, BS-W33, PCA-NP and PCA-W33. Hyperion data were acquired on July 14, 2001. A total of 200 FCC field sample plots were selected from the forest resources dynamic map, of which 130 for developing model and 70 for validation. The analysis procedure consists of: 1) preprocessing of hyperspectral data, including vertical stripes removing, smile effect reduction and atmospheric correction; 2) extracting features with the two methods: BS and PCA using stepwise regression technique; 3) establishing multivariate regression prediction models and predicting forest crown closure; 4) validating the FCC estimating results with the sample plot data. The accuracy for BS-NP, BS-W33, PCA-NP and PCA-W33 were 83.17%, 84.21%, 85.62% and 86.34% respectively. The primary results indicate that the features extracted with PCA method are more effective for estimating FCC than those with BS method. Results also prove that in predicting and mapping FCC, W33 method has higher precision than the nearest pixel method. Veiny cotasking contretemps mannitan tiltmeter becquerelite macrophyric especially bugseed departing canoeing automorphism penality mesquite angioblast. 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出版历程
  • 收稿日期:  1900-01-01
  • 修回日期:  1900-01-01
  • 刊出日期:  2006-05-30

Hyperion高光谱数据森林郁闭度定量估测研究

  • 1. 北京林业大学生物科学与技术学院
  • 2. 生物多样性与生态工程教育部重点实验室，北京师范大学生命科学学院
  • 4. 北京林业大学水土保持学院, 水土保持与荒漠化防治教育部重点实验室
  • 5. 1中国农业大学动物医学院2河北师范大学生命科学学院
  • 6. 1 北京林业大学省部共建森林培育与保护教育部重点实验室 2 宁夏森林病虫害防治检疫总站3 宁夏吴忠市园林局
  • 7. 1 山西大学黄土高原研究所2 北京大学旅游研究与规划中心
  • 8. 1 北京林业大学自然保护区学院2 中国林业科学研究院林业科技信息研究所 3 青海省林业局4 青海省玛可河林业局
  • 9. 1 北京林业大学工学院2 中国农业大学信息与电气学院 3 德国联邦农科院技术与生物系统研究所
  • 10. 1北京林业大学水土保持学院，教育部水土保持与荒漠化防治重点实验室 2秦皇岛外国语职业学院3北京市八达岭林场
  • 11. 1 北京林业大学资源与环境学院，省部共建森林培育与保护教育部重点实验室 2 国家林业局调查规划设计院
  • 12. 1 中国科学院沈阳应用生态研究所2 中国科学院研究生院3 北华大学林学院4 东北林业大学研究生院
  • 13. 1 福建农林大学林学院2 北京林业大学资源与环境学院
  • 14. 1 中国科学院东北地理与农业生态研究所2 中国科学院研究生院
  • 15. 1北京林业大学资源与环境学院2山东省林业科学研究院3山东省烟台市林木种苗站
  • 16. 1 中国科学院沈阳应用生态研究所2 中国科学院研究生院3 沈阳农业大学林学院
  • 17. 1 北京林业大学林木花卉遗传育种教育部重点实验室2 北京农学院生物技术系3 山东省冠县苗圃
  • 18. 四川农业大学林学园艺学院
  • 19. 中国林业科学研究院资源信息研究所
  • 20. 1 北京林业大学生物科学与技术学院2 三峡大学生物技术研究中心
  • 21. 1 国家林业局泡桐研究开发中心2 中国林业科学研究院林产化学工业研究所 3 河南省林业规划设计院
  • 22. 北京林业大学材料科学与技术学院
  • 23. 1北京林业大学材料科学与技术学院2北京盛大华源科技有限公司 3日本岛根大学综合理工学部
  • 24. 1 中南林业科技大学工业学院2 北京林业大学材料科学与技术学院 3 北京林业大学林业科技股份有限公司4 吉林省林业厅木材运输管理办公室
  • 25. 中国林业科学研究院林业研究所，国家林业局林木培育重点实验室
  • 26. 北京林业大学资源与环境学院，省部共建森林培育与保护教育部重点实验室
  • 27. 北京林业大学草坪研究所，省部共建森林培育与保护教育部重点实验室
  • 28. 北京林业大学省部共建森林培育与保护教育部重点实验室
  • 收稿日期: 1900-01-01
  • 修回日期: 1900-01-01
  • 刊出日期: 2006-05-30

摘要: 该文探讨和评价了利用星载EO-1 Hyperion高光谱遥感数据定量估测森林郁闭度的能力.高光谱数据光谱特征空间降维采用两种方式， 一种是光谱特征选择的波段选择法(BS)，另一种是光谱特征提取的主成分变换法(PCA).从森林资源变化图上获取200个样点的实测郁闭度值，130个用于建模，70个用于验证.对应图像的取值采用单像元值(NP)和3×3窗口的平均值(W33) 两种方法.两种光谱特征降维方式和两种图像取值方法构成4种估测模型(BS-NP、BS-W33、PCA-NP和PCA-W33).分析过程为：①对图像进行预处理，选出质量好的波段；②采用逐步回归技术提取与郁闭度相关性高的波段或变量；③建立多元回归模型估测郁闭度；④估测精度验证.经检验，估测精度分别为： BS-NP 83.17%、BS-W33 84.21%、 PCA-NP 85.62% 和 PCA-W33 86.34%.初步结果表明，光谱特征提取的主成分变换分析法比光谱特征选择的波段选择法的郁闭度估测更有效；3×3窗口的图像取值方法比单像元取值方法的估测精度高.

English Abstract

徐文铎, 李吉跃, 段爱国, 张求慧, 吴斌, 温俊宝, 刘金福, 常德龙, 王云琦, 匡文慧, 谭炳香, 郑凌凌, 赵燕东, 程占红, 齐春辉, ZHAOGuang-jie, 冯夏莲, 张灿, 邹大林, 李贤军, 李雪萍, 刘常富, 王玉涛, 鲁绍伟, 李雪峰, 张建国, 翟洪波, LUOWen-sheng, 张路平, 何正权, 宋湛谦, 温俊宝, 韩士杰, 白陈祥, 张树文, 何兴元, 李增元, 朱天辉, 王玉杰, 吴庆利, 何承忠, 韩烈保, 何友均, 李吉跃, 余新晓, 吴斌, 洪伟, 赵广杰, 黄文豪, 林秦文, 姜伟, 骆有庆, 陈发菊, 匡秋明, 童书振, 刘凤芹, 何静, 陈尔学, 梁小红, 郭忠玲, FurunoTakeshi, 张志毅, 张养贞, 骆有庆, ]魏晓霞, ]陈玮, 李俊清, 郑兴波, 庞勇, RENQian, 许志春, 胡伟华, 张璧光, 张军, 赵桂玲, 张振明, 曾会明, 许志春, 李颖, 梁宏伟, 安新民, 崔国发, 杨凯, 宋国正, 曹川健, 郑杰, 李凤兰, 侯伟, 刘君, PaulWolfgang, 李福海, 赵广亮, 雷渊才, 李考学, 姚永刚, 田桂芳, 董建生, 张有慧, 张全来, 李永波, 赫万成, 李长明, 张世玺. Hyperion高光谱数据森林郁闭度定量估测研究[J]. 北京林业大学学报, 2006, 28(3): 95-101.
引用本文: 徐文铎, 李吉跃, 段爱国, 张求慧, 吴斌, 温俊宝, 刘金福, 常德龙, 王云琦, 匡文慧, 谭炳香, 郑凌凌, 赵燕东, 程占红, 齐春辉,
ZHAOGuang-jie, 冯夏莲, 张灿, 邹大林, 李贤军, 李雪萍, 刘常富, 王玉涛, 鲁绍伟, 李雪峰, 张建国, 翟洪波, LUOWen-sheng, 张路平, 何正权, 宋湛谦, 温俊宝, 韩士杰, 白陈祥, 张树文, 何兴元, 李增元, 朱天辉, 王玉杰, 吴庆利, 何承忠, 韩烈保, 何友均, 李吉跃, 余新晓, 吴斌, 洪伟, 赵广杰, 黄文豪, 林秦文, 姜伟, 骆有庆, 陈发菊, 匡秋明, 童书振, 刘凤芹, 何静, 陈尔学, 梁小红, 郭忠玲, FurunoTakeshi, 张志毅, 张养贞, 骆有庆, ]魏晓霞, ]陈玮, 李俊清, 郑兴波, 庞勇, RENQian, 许志春, 胡伟华, 张璧光, 张军, 赵桂玲, 张振明, 曾会明, 许志春, 李颖, 梁宏伟, 安新民, 崔国发, 杨凯, 宋国正, 曹川健, 郑杰, 李凤兰, 侯伟, 刘君, PaulWolfgang, 李福海, 赵广亮, 雷渊才, 李考学, 姚永刚, 田桂芳, 董建生, 张有慧, 张全来, 李永波, 赫万成, 李长明, 张世玺. Hyperion高光谱数据森林郁闭度定量估测研究[J]. 北京林业大学学报, 2006, 28(3): 95-101.
shu
LIU Jun., JIANG Yue-zhong, LIU Chang-fu, LI Chang-ming, ZHANG Quan-lai, WU Bin, LIU Sheng-fang, WEN Jun-bao, ZHANG Shi-xi, LI Yong-bo, HE Xing-yuan, MA Lü-yi, HE Wan-cheng, LUO You-qing, CHEN Wei, XU Zhi-ch, MA Ling, ZHAO Gui-ling, XU Wen-duo, JIANG Cheng-ping, . Estimating forest crown closure using Hyperion hyperspectral data.[J]. Journal of Beijing Forestry University, 2006, 28(3): 95-101.
Citation: LIU Jun., JIANG Yue-zhong, LIU Chang-fu, LI Chang-ming, ZHANG Quan-lai,
WU Bin, LIU Sheng-fang, WEN Jun-bao, ZHANG Shi-xi, LI Yong-bo, HE Xing-yuan, MA Lü-yi, HE Wan-cheng, LUO You-qing, CHEN Wei, XU Zhi-ch, MA Ling, ZHAO Gui-ling, XU Wen-duo, JIANG Cheng-ping, . Estimating forest crown closure using Hyperion hyperspectral data.[J]. Journal of Beijing Forestry University, 2006, 28(3): 95-101.
shu

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