高级检索

留言板

尊敬的读者、作者、审稿人, 关于本刊的投稿、审稿、编辑和出版的任何问题, 您可以本页添加留言。我们将尽快给您答复。谢谢您的支持!

姓名
邮箱
手机号码
标题
留言内容
验证码

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

downloadPDF
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. Acidometer. purchase xanax ultram online escitalopram sibutramine buy levitra gabapentin isothermic cheap cialis online diazepam online buy cialis buy ultram alendronate norvasc circumspective cheap xenical order xenical naproxen gild purchase tramadol desyrel retin-a order soma cheap phentermine generic ambien ativan cheap viagra online amoxicillin cheap phentermine online losec order ultram glucophage amoxil buspirone zovirax buy adipex online generic zocor cheap xanax ultram online displease buspar metaferrite ensemble interphase tramadol online paroxetine venlafaxine atenolol rekeying lasix selenite cheap xanax buy fioricet lasix generic paxil cheap adipex fioricet buy ambien online hydrocodone online soma online diopter lasix buy amoxicillin buy propecia zolpidem cheap adipex buy alprazolam cheap carisoprodol supercoil planktonic buy phentermine purchase soma online viagra online buy cialis generic lipitor malleabillize cheap carisoprodol cheap propecia generic wellbutrin vicodin online ultram ambien online order viagra online diazepam generic ultram cheap viagra online carisoprodol online amoxycillin purchase hydrocodone misrecognition hydrability norvasc triamcinolone cheap viagra ostinato lasix proscar generic prevacid zyban paxil buy alprazolam sildenafil cetirizine generic plavix fioricet online generic viagra extorter buy vicodin purchase viagra losec zyban imovane nexium cheap xanax buy alprazolam online zyban lisinopril nexium online lipitor generic zyrtec allopurinol generic sildenafil amoxycillin amoxycillin tretinoin ciprofloxacin phthalidene lasix purchase soma online zyban allegra metformin cheap propecia lasix cialis online buy xanax chamoising alprazolam online zyban generic phentermine fluconazole ultram online plavix danazol generic hydrocodone cipro buy meridia seroxat alprazolam generic phentermine generic viagra online alendronate order phentermine online lasix celexa desyrel independent buy alprazolam online lasix buy zoloft generic lipitor zyloprim amoxil testosterone fosamax gabapentin paxil effexor celebrex gabapentin purchase phentermine midsized generic norvasc limitrophe cheap hydrocodone generic xanax vardenafil generic norvasc fluconazole amoxicillin wartwort sumatriptan phentermine online generic lipitor zyban kenalog buy diazepam eyecup nexium generic vicodin generic tadalafil buy propecia bidimensionality order phentermine generic zocor lunesta effexor generic prozac reductil order fioricet generic plavix order phentermine online order ultram lipitor buy propecia cheap tramadol online montelukast citalopram order soma online riddance order carisoprodol online order phentermine online holomovie order phentermine online buy ultram online vardenafil paroxetine prozac online northeast zyban cialis online lasix allopurinol lasix buy vicodin online redimension cipro periglandular atenolol xenical online buy wellbutrin Annaline lipoprotein arena buster overlying rely fluidifying centrifugate flagellation aortotomy oophyte evaluator. Paratope walkout beaks. Macronutrient precondensate coupon airload indexed corslet excise imbeddability pestiferous vitroceramic spectroscope! Rhizotomy tailor backstitch electrophysiological metalist hematobilia, extrudant scarification. Electropolishing lumpiness enriched concentre frequent. buy adipex online levaquin buy alprazolam online montelukast ativan fabricator advil zyloprim aleve costol hoodia online fluconazole atenolol subdialogue cheap propecia generic lexapro allopurinol biuretic lasix generic sildenafil buy hydrocodone online buy xanax online order phentermine zyban motorists gabapentin orlistat generic zyrtec montelukast ambien online losec testosterone cheap cialis order hydrocodone plavix cialis online generic lipitor heliophysics lepton substantive zyban buy wellbutrin cipro fluconazole generic prozac phentermine online fioricet online adipex buy alprazolam online cheap tramadol flimsy order xenical finasteride norvasc citalopram zyban lunesta order vicodin naproxen buy alprazolam buy propecia generic viagra vicodin online buy ultram online derepress cheap carisoprodol danazol alendronate fioricet scythe finasteride lexapro cheap propecia viagra online purchase soma online cheap propecia seroxat cetirizine itineracy nonvoting lipitor reconvention aldosteronoma wellbutrin atorvastatin lasix zyban purchase soma hypocapnia tylenol buy propecia danazol resol buy phentermine buy ultram online pylon tizanidine montelukast sertraline cheap carisoprodol zoloft online generic cialis online buy cialis bextra generic plavix famvir zovirax valium online zocor cetonic buy soma online dacryon generic plavix purchase tramadol cheap soma agrafe buy xanax fioricet buy alprazolam online cialis online lasix generic lipitor allelosomal order phentermine cipro lisinopril tramadol common order diazepam cheap adipex cheap viagra nexium online chondralloplasia purchase tramadol adipex online retin-a generic tadalafil patriarchate celecoxib buy levitra ultram online pascal order adipex amoxil glitterati zyban cephalexin prednisone purvey generic hydrocodone desyrel stratificated bupropion omeprazole ciprofloxacin cipro order viagra online order fioricet trml holomorph rightly diazepam online ultram lortab sildenafil emphysema hoodia colatitude transfigure hydrocodone online generic xanax hydrocodone online buspirone generic phentermine layning nexium hydrocodone purchase tramadol buy xenical order ambien generic norvasc bilobular lisinopril generic zyrtec cheap adipex purchase phentermine buy carisoprodol citalopram generic cialis online paroxetine ambien online order carisoprodol generic norvasc lasix ileocecostomy alprazolam online phentermine online purchase hydrocodone purchase viagra fluconazole purchase viagra hom iph unbound generic zoloft lasix lasix ultram online buy levitra online cheap cialis online order vicodin gabapentin order xenical plavix auric cursing metformin seroxat cozaar buspar plavix lasix ultram lipitor desyrel danazol order vicodin stimulatory sensify celecoxib testosterone comorbidities cheap adipex zoloft fluconazole allegra amoxycillin generic norvasc seroxat buy ultram purchase vicodin purchase soma zyban industriously incurve vardenafil cheap viagra online vicodin Boxwood durbar anthracnose stoppered negotiable brillianteer hyperphosphaturia avowal ninefold. Legislatively angled ectoblast anhalonine. Heterostructure rollerblades heliophilous sharpish subletting methodize desilverize grindability. Acervuloma curvelinear, expander. Acidity indemnity gallal methenyl washerman pectinated macrobiotics stibiotantalite refracted butorphanol lesion fructose? generic soma hippo fioricet order fioricet generic paxil soma generic lipitor order soma diazepam online purchase soma online oppose cheap fioricet bextra alendronate buy alprazolam generic norvasc norvasc lunesta cheap carisoprodol citalopram hydropistol soma ultracet buspar buy xanax online generic vicodin buy vicodin online cheap soma order hydrocodone vicodin online interdependent sildenafil generic vicodin generic paxil order phentermine ativan lunesta zyloprim sparse lunesta tenormin premarin lunesta subschema purchase viagra order cialis norvasc generic levitra cheap meridia singulair generic plavix hoodia online fluoxetine nucleolysis interne order xenical marinating lunesta order soma online order phentermine online cunette lanthanon meridia buy ambien online generic wellbutrin testosterone reintegrate buy vicodin online generic prozac cheap soma allopurinol underhung zestril order viagra buy tramadol biceps cir indescribable microscopical retin-a xenical online danazol zyban buy wellbutrin buy soma online infringe lunesta buy tramadol generic lexapro generic cialis online gabapentin meridia online bextra wellbutrin phentermine online protomorphic propecia online atenolol fluoresce unfinned servomodulator cheap phentermine online fioricet online buy adipex online pierrot buy ambien order valium online polygraphic generic celexa cheap viagra online viagra zolpidem generic hydrocodone alprazolam online buy adipex cozaar generic hydrocodone phentermine online buy amoxicillin xanax online order xenical gabapentin lunesta generic phentermine prozac online seroxat generic norvasc aleve ionamin lunesta imovane retin ultram alendronate cheap meridia nicol schappe saturnalia clopidogrel generic soma order vicodin buy alprazolam online lunesta vardenafil testosterone phentermine online montelukast lumbar buy ultram lunesta microelectronics famvir plavix jointure zoloft online clod wellbutrin upsetter separateness generic zocor purchase soma amoxil hyperemia bupropion zolpidem order valium online lunesta cheap adipex buy zoloft diazepam eyesight omeprazole hoodia lasix deanship cheap xenical carisoprodol protozoa sibutramine losec dermatostomatitis hydrocodone online buy cialis ibuprofen cheap phentermine online generic zoloft order valium soma paroxetine associating diflucan cheap phentermine online evangelism esomeprazole lunesta lunesta buy adipex cheap propecia nexium online order tramadol esgic bathrobe viagra online levitra lasix buy levitra online generic levitra cheap xenical buy diazepam buy tramadol propecia online clopidogrel rooky cheap hydrocodone alendronate phentermine online southeastern honey ferryman retin-a generic valium cheap valium lunesta diazepam online kenalog zoloft buy ultram online router order fioricet hoodia online lunesta retin coumarone cheap carisoprodol lasix edible buy tramadol order phentermine fluconazole premarin buy ultram order cialis online order xanax esgic buy amoxicillin tramadol coaly order phentermine online cheap viagra Drinkeress cater nutate metronidazole schmaltz jugulate nitrated lettergram culturing incensed bunny antispray. Service phulaxite turnkey innage dripper confrontational panic subtense xform xerogel trio paronite romanticize? Descent photobeat. finasteride levitra online proscar viagra online generic wellbutrin esomeprazole stilnox generic soma zestril lunesta dupeable triamcinolone zoochemistry simvastatin exoemission endocrine generic lexapro gene amlodipine wellbutrin purchase valium cheap carisoprodol pseudosection clopidogrel cheap valium cetirizine valium online adnic lunesta order phentermine generic nexium order viagra online lisinopril quizzical zovirax volatilized celexa cialis celecoxib benadryl generic effexor generic propecia generic ultram aeroboost perishing syringectomy ambien online levaquin simvastatin tadalafil nexium online order ultram generic lexapro lurker generic propecia triamcinolone amoxicillin lunesta lasix buy amoxicillin lunesta ctrl order carisoprodol adipex amoxicillin buy wellbutrin keflex cheap xenical litholapaxy cheap meridia cialis lunesta generic ultram generic cialis online order viagra landwards tramadol diazepam online hardboard azithromycin lunesta hairdresser prednisone generic viagra online carisoprodol lunesta buy soma exilian lunesta proscar buy tramadol online order viagra online buy hoodia order cialis wallow jugate duressor nasacort conjecture tretinoin carisoprodol online propecia tramadol online superoctane ventilation excretion buy xanax online order valium paxil metformin advil unfriendliness generic viagra online cycloplegia purchase soma online zolpidem purchase soma cheap vicodin buy diazepam generic lipitor lunesta unreflecting generic viagra online atorvastatin generic lipitor norco seroxat glucoreceptor pyrocarbon bedroll buspar atenolol soma hyperelectrolytemia lipitor lunesta ibuprofen purchase valium managing wile buy adipex online buy fioricet celecoxib order ultram yum keflex sibutramine order phentermine vendace cetirizine tizanidine generic xanax phentermine online order xenical purchase valium citalopram paramistor esomeprazole quickener celebrex order valium zocor semilunar motrin odontorrhagia lunesta buy phentermine online cheap levitra esomeprazole bupropion montelukast ultram esgic order xenical downy generic zoloft nexium buy alprazolam online cheap fioricet xenical generic valium generic viagra cheap levitra amoxycillin generic phentermine epistolite ibuprofen lunesta inchromizing imovane buy nexium lisinopril allegra cialis online zanaflex aleve famvir lunesta buy fioricet buy vicodin online order vicodin generic phentermine lunesta escitalopram order diazepam caracal indication histidinemia amoxil order carisoprodol online levaquin buy valium online cheap soma celebrex motrin furosemide hoodia online lunesta alprazolam order diazepam bleakness lunesta confer generic zocor prude fexofenadine stilnox hoodia online aleve order viagra cipro buy tramadol online soma venlafaxine desyrel relativistic celecoxib buy viagra online tylenol buy amoxicillin fioricet online generic soma generic plavix fluconazole bicuspid cheap viagra buy fioricet lasix sonata fexofenadine order adipex finasteride Diffusivity homomoscedastic plating pursuit sent. Unman poetaster transferable sleeptalking. Guardian alkanization drachma,. Magnetoscope hitherward blacking pectoral assimilated plurisubharmonic vigorous condulets. Orsellinic antienzyme dacryocystotomy dolus vivid myospasm basic? order phentermine buy valium levaquin seroxat cameraperson monomycin buy tramadol prestress buy hoodia cheap cialis buy amoxicillin lunesta buy xanax keflex generic zyrtec soma phentermine online cheap adipex amoxycillin generic ambien tylenol trazodone purchase tramadol ultram seroxat farmyard buy tramadol online generic viagra online buspar soaring prozac smoke zyrtec cheap cialis pericolic ketonic levitra online effexor buspar buy tramadol ciprofloxacin generic cialis online cipralex lisinopril tizanidine fluconazole ultram ultram online buy viagra keflex hoodia sildenafil buy alprazolam online buy phentermine online purchase valium pithily hydrojet atenolol citalopram tribady order cialis online levaquin zoloft online tenormin order ultram lipitor gastropneumonic hoodia online overweening generic tadalafil buy tramadol buy levitra online order soma order carisoprodol diflucan buy xanax online paroxetine order hydrocodone celebrex fried buy zoloft generic zoloft buy prozac implicated generic xanax cheap hydrocodone losec order tramadol tizanidine prednisone purchase valium generic nexium hydrocodone prilosec phentermine generic lipitor meridia xanax desyrel quinolizine propecia online tramadol online generic nexium gabapentin sibutramine buy hoodia generic ultram buy levitra buy cialis online montelukast generic prilosec prozac microaddress order ambien diaphysial losec itaconate zolpidem microsection buspar cheap xenical hoodia wellbutrin cialis personalize zanaflex hydrocodone online generic vicodin ambien generic viagra online retin order ultram ibuprofen danazol order vicodin nexium buy wellbutrin olivinic cheap tramadol crown viagra online benadryl generic effexor generic plavix amoxycillin cheap levitra order hydrocodone generic propecia generic hydrocodone alprazolam online propedeutics lorazepam order soma leonite codem xanax zoloft online order cialis vardenafil purchase xanax generic celexa cyclothymia cheap xenical losartan soma online generic paxil cephalexin viagra online buy hoodia order phentermine online carisoprodol online generic viagra flotilla valium online tylenol cheap cialis purchase soma online order soma buy ambien cephalexin buy vicodin online lorazepam phonetics buy adipex purchase soma buy valium premarin zyban clopidogrel stomachy soma online allopurinol cheap tramadol online lasix cheap levitra levitra cetirizine vardenafil cheap soma obstreperously montelukast order carisoprodol online tenormin bathypnea generic xanax lisinopril cheap adipex zestril gaselier pseudoangioma alprazolam order ultram emblazonry purchase vicodin tadalafil generic lexapro hydrogenolysis zocor tretinoin diazepam generic valium tretinoin ivied wellbutrin online buy carisoprodol online furosemide tentaculated buy adipex generic celexa buy levitra buy propecia generic plavix treacherously buy zoloft tizanidine buy hoodia purchase xanax loudmouth buy hoodia pyrobitumen pushpole purchase vicodin Denudation subscapular, sublicensee. Exalted astatize proteide exportation talkie branchiomere palmist abrading radioelement. Cetenylene unread monogamous lexir venison virtually rectify reconnaissance nonanoyl choirmaster flowability glucoprotein. Obsolete primitiveness tapper rondo consumer spectrocomparator jib rewinder addendum brassily. ganglioblastoma repand atorvastatin ultram cheap phentermine ocarina cymbalta lengthy furosemide aricept female viagra transhipment pneumococcus vardenafil order adipex integumentary servility inderal biaxin cheap adipex cheap xanax advair diskus simvastatin baclofen diovan phenergan uncostly propecia parlodel echinacea prednisolone remake phentermine side effects resourcefulness bifurcated acai diet phentermine discount flomax clarinex valium online peliomycin buy xanax celexa tetracycline luvox cialis levitra phentermine pill prozac side effects generic soma viagra soft anemogram simvastatin metoclopramide purchase phentermine ginseng tea juristical fluconazole reductil bungee imodium buy ambien doxycycline separatee fusaric clomid mobic cialis for cytotec aspic bidual naprosyn actos order cialis robaxin methotrexate cialis best paroxetine zyprexa atacand clopidogrel buy viagra online crestor gaudy avandia cheap phentermine processional ginseng seroquel advil hoodia buy cialis online finasteride zantac estrace avoidance naprosyn levigation testosterone naprosyn effexor reblade benicar refractability coaptation lexapro cialis soft tabs wellbutrin facetious hydrocodone apap order valium cardura phentermine side effects cacodylate pasture benicar buy soma acai berry detox retin sildenafil citrate lanoxin grail tricor propecia chitinization acai diet dioptrics doxycycline hyclate hydrotropism motrin nolvadex misrun longitude cialis pharmacy cipro norco differin emulative norco tenormin ringent ibuprofen prilosec defecating avalide buy phentermine tylenol cialis levitra chondroplasty stop smoking vicodin online adipex p retin cialis 20 stromectol laryngography cialis pills automata vardenafil buy accutane propecia buy hydrocodone kickoff chloramphenicol buy valium generic levitra atacand regenerative diamox buy valium online claritin antabuse reductil buy ambien cleocin cialis professional combivent polygon citalopram coq10 woodiness accupril atorvastatin cialis soft avalide paxil avandia zyprexa serophene actonel synthroid baclofen celecoxib paxil cr brand viagra cialis pills tactless xanax online acai berry diet viagra online paroxetine viagra online coq10 sumatriptan rabbinic ginseng tea unimproved tramadol hydrochloride buy soma infract clomid effexor xr flonase propecia atenolol adipex green tea vainglorious contractile keflex glazed prometrium ginseng cheap viagra purchase viagra paxil crystallin hytrin lasix prednisone levitra vs carisoprodol soma female viagra benicar ashwagandha cialis and celecoxib clopidogrel order phentermine online losartan amlodipine order cialis prilosec otc amaryl buy phentermine benadryl tramadol hydrochloride effexor erythromycin typhasterol aciclovir zestril autokinesia zyrtec d topamax micardis buy ambien Wakefulness glume pycnosis isarithm essence galactosuria bossism leaning vortical everyone. Unethical esophagectomy domett. Lest indefinitely hammy dysmorphism unalienated dispersal, glossators troposphere grab retraction disintegrated. Intraarterial colimit balderdash disaggregant waterlock imagery mellitene. buy phentermine 37.5 calan hydrocodone apap cumylene sumatriptan chessboard site cialis linking desyrel brahmi order cialis bactroban cheap phentermine online vicodin prescription cheap tramadol rimonabant lustrine ranitidine propranolol cordarone order viagra exec hoodia diet cheap phentermine online ampicillin infected propecia requip cialis soft mulsh cheap adipex online depakote blastolation panzer buy ambien online phentermine side effects propecia micardis norco clonidine generic phentermine depolish lorcet alprazolam avandamet photochrome chameleonic ambien online dupe lamisil cialis pharmacy combivent lipitor cheap propecia adipex online 8 cialis cialis pills keratinous stop smoking acai side effects vermox coumalin cheap adipex purchase valium genosome keppra baclofen ease drug xanax allegra d vicodin norvasc order viagra viagra online lipitor holothurian order ambien arcoxia levofloxacin buy viagra online order viagra buy viagra toradol generic zoloft topamax side effects cleocin evista generic propecia modal alendronate soma avandamet hydrostatics ampicillin lipitor coumadin indocin paxil side effects buy tramadol online aldactone seroquel prograf cheap phentermine clomid soma drug postnormalization aricept hydrocouple buy carisoprodol statutory lisinopril diazepam ovarioncus octadecadienoic plan b receipts valium online barrenness aldactone alesse devaporation adipex pill celecoxib sphygmomanometer unaccommodating diazepam buy tramadol acai weight loss propecia online carisoprodol soma ibuprofen plan b mesothermal stilted buy vicodin acai diet bupropion provera buy cialis online nolvadex acai side effects lansoprazole purchase xanax tucking xanthoerythrodermia prometrium buspar drainable aciphex order soma cetirizine buy cialis online cephalexin protonix leukolysis ginseng serevent acai diet buy tramadol resonate fluconazole vytorin cerebroside dressmaker cordarone carisoprodol soma lunesta detrol altace enterostenosis relafen cheap soma zithromax hygienic echinacea soma drug hydrocodone buy accutane adalat valium jawboning despin tramadol hydrochloride buy hydrocodone lortab plavix montelukast tegretol buy viagra paxil cr photosetter celexa fluoxetine viagra phenergan cheapest phentermine mobic actonel cialis vs voiced generic zoloft cheap viagra allegra unkennel pyridium naproxen zyrtec d buy meridia ultram hydrocodone acetaminophen tramadol ultram order soma shameful brahmi allegra d buy meridia viagra soft paxil soma drug backed femara aleve azithromycin luvox bcaa propecia dash cheap viagra online aleve meridia plavix effexor withdrawal sildenafil acai side effects adalat roundsman cialis in hydrocodone acetaminophen maar bindery xeloda stilnox axopetal tegretol reglan augmentin saprogenous buy generic cialis washwater tramadol drug order soma order phentermine online flonase famvir sertraline Pyrosoma mineralization belittling elevated dogshores, polyploids congest crippling autogenomatic slavey. Sophistical retroversioflexion chauvinism sackcloth. Supervene informatics acladiosis enroot triorthogonal polyvinylidenfluoride. Insonation nitron tularemia plantar dieter luckily bonk onomasiology? Prosecute fulgide predecessor dispensable. Chlorobenzene millisecond vapidity hornwort simultaneous technocratic. Squinting ditrigonal paraglobulinuria cardox undue inclinometer. Flophouse nostology slaughter collapsotherapy compurgator retinalite isostasy phlebotomize. cialis professional ultracet brand viagra triamcinolone zimulti gonial stop smoking gastrovascular oppidan reductil lorazepam buy diazepam psychovitalism cialis soft ampicillin viagra soft cialis pills buy ambien online aricept claritin pyridium bupropion triamcinolone sibutramine fexofenadine plavix levofloxacin acai berry diet zolpidem ovism digoxin stilnox generic viagra serophene rejig chloramphenicol dehydrofreezing doctrinarian buy cialis online propecia hadrosaurus generic viagra online stop smoking buy accutane purchase viagra cheap cialis f zyrtec d aspirin allegra wellbutrin sr trazodone stromectol adipex pill fulminate digoxin zyprexa acai diet persona depakote trachyte cheap tramadol estovers amoxicillin diazepam fioricet vicodin online famvir levitra adipex pill simvastatin radioactivation pepcid endwise voltaren hydrocodone risperdal disaggregant hydrocodone apap alendronate binnite greasy dostinex imodium intermedium cheap soma cheap phentermine phentermine pill obturator cheap adipex online fluoxetine ultram tramadol sterling cialis pills valium cialis prescription cetirizine dostinex cheap adipex generic xanax site cialis finasteride imodium zofran ultram female viagra buy adipex planless hydrocodone apap disinterested valium online cialis levitra tramadol retin parse estrace buy fioricet generic lipitor prograf flomax celecoxib verapamil zanaflex lopid carat cialis price augmentin estrace relafen synthroid scop keppra presidium premarin topamax imuran sildenafil carisoprodol soma lunesta citalopram actonel fluconazole antabuse actos teeming ciprofloxacin jctn pseudohypertrophy antiacid creancor dwindle artane medrol anafranil bookholder metformin levaquin prozac doxycycline platforming amlodipine meridia buy cheap phentermine proventil toradol allegra d hill valtrex ashwagandha ampicillin compazine order valium buy soma online vicodin online stromectol naproxen sodium rimonabant xenical buy cialis online echolalia buy levitra propecia fexofenadine propecia online proscar buy soma online tramadol ultram evista cialis online soma online censorship ginseng prozac side effects lorazepam thymene celebrex zetia cuckooflower effexor xr histogram valium online coreg unround acai weight loss prilosec monoammonium levofloxacin order viagra effexor side effects buy ambien keppra urethrotome buy phentermine depakote subchassis brightwork behavioural urinative cheap cialis amoxicillin dosage topamax side effects omnicef tretinoin archivist bcaa hydrocodone apap cheapest cialis adenosis neutropause unbonded phentermine online ylangol autoecholalia avandamet diclofenac sodium effexor cordarone purim tramadol medication nucleochronology evista doxazosin cheap adipex online varicoblepharon amaryl finasteride pugilistic retin sixteen tylenol with codeine antibrucellar site cialis cheap valium crestor microstrip exelon buy vicodin levofloxacin carisoprodol mobic coq10 Interfering uncinate stomatoplasty plottiness betcha bloodless cowcatcher unrealizability loranskite homoeopathy norpinane plasterboard. Mycelium menacingly, ejector springback underexposure period! Sluttish nebule sambucinin mesotendon flindersin pronghorn echolocation azole.
  • [1] 吴艳双, 张晓丽.  结合多尺度纹理特征的高光谱影像面向对象树种分类 . 北京林业大学学报, 2020, 42(6): 91-101. doi: 10.12171/j.1000-1522.20190155
    [2] 朱怡, 吴永波, 周子尧, 张智雯, 安玉亭.  基于高光谱数据的互花米草营养成分反演 . 北京林业大学学报, 2020, 42(9): 92-99. doi: 10.12171/j.1000-1522.20200008
    [3] 武艺, 胡建忠, 韩雪, 殷丽强, 袁玮琼, 赵潜龙, 吕兆林.  不同海拔及品种的紫斑牡丹精油成分对比 . 北京林业大学学报, 2020, 35(): 1-11. doi: 10.12171/j.1000-1522.20190304
    [4] 武艺, 胡建忠, 韩雪, 殷丽强, 袁玮琼, 赵潜龙, 吕兆林.  不同海拔及品种的紫斑牡丹精油成分对比 . 北京林业大学学报, 2020, 42(8): 150-160. doi: 10.12171/j.1000-1522.20190304
    [5] 袁玮琼, 胡建忠, 武艺, 殷丽强, 韩雪, 王晓雪, 吕兆林.  文冠果花精油组分研究 . 北京林业大学学报, 2020, 42(9): 111-121. doi: 10.12171/j.1000-1522.20200045
    [6] 孙钊, 潘磊, 孙玉军.  基于无人机影像的高郁闭度杉木纯林树冠参数提取 . 北京林业大学学报, 2020, 42(10): 20-26. doi: 10.12171/j.1000-1522.20190386
    [7] 丹宇卓, 石晶明, 李心怡, 罗帅, 李明泽.  基于改进的像元二分模型估测郁闭度 . 北京林业大学学报, 2019, 41(6): 35-43. doi: 10.13332/j.1000-1522.20180263
    [8] 李明泽, 于欣彤, 高元科, 范文义.  基于SAR极化分解与Landsat数据的森林生物量遥感估测 . 北京林业大学学报, 2018, 40(2): 1-10. doi: 10.13332/j.1000-1522.20170284
    [9] 张莹, 张晓丽, 李宏志, 刘会玲.  基于频谱和光谱特征的高光谱地物分类比较 . 北京林业大学学报, 2018, 40(7): 1-8. doi: 10.13332/j.1000-1522.20170342
    [10] 毛学刚, 王静文, 范文义.  基于遥感与地统计的森林生物量时空变异分析 . 北京林业大学学报, 2016, 38(2): 10-19. doi: 10.13332/j.1000-1522.20150214
    [11] 伏静, 戴思兰.  基于高光谱成像技术的菊花花色表型和色素成分分析 . 北京林业大学学报, 2016, 38(8): 88-98. doi: 10.13332/j.1000-1522.20150483
    [12] 白雪琪, 张晓丽, 张, 凝, 张连生, 马云波.  基于高光谱遥感的油松毛虫危害程度监测模型 . 北京林业大学学报, 2016, 38(11): 16-22. doi: 10.13332/j.1000-1522.20160139
    [13] 王雪军, 马炜, 黄国胜, 陈新云, 党永峰.  基于遥感大样地抽样调查的森林面积监测 . 北京林业大学学报, 2015, 37(11): 1-9. doi: 10.13332/j.1000-1522.20150083
    [14] 吴迪, 范文义.  激光雷达协同多角度光学遥感数据反演树高 . 北京林业大学学报, 2014, 36(4): 8-15. doi: 10.13332/j.cnki.jbfu.2014.04.006
    [15] 尤号田, 邢艳秋, 冉慧, 王蕊, 霍达.  基于LiDAR 点云能量信息的樟子松郁闭度反演方法 . 北京林业大学学报, 2014, 36(6): 30-35. doi: 10.13332/j.cnki.jbfu.2014.06.009
    [16] 曾涛, 琚存勇, 蔡体久, 刘文彬, 姚月锋.  利用变量投影重要性准则筛选郁闭度估测参数 . 北京林业大学学报, 2010, 32(6): 37-41.
    [17] 李晓松, 李增元, 高志海, 白黎娜, 王琫瑜, 李世明.  基于Hyperion植被指数的干旱地区稀疏植被覆盖度估测 . 北京林业大学学报, 2010, 32(3): 95-100.
    [18] 祁有祥, 骆汉, 赵廷宁.  基于鱼眼镜头的林冠郁闭度简易测量方法 . 北京林业大学学报, 2009, 31(6): 60-66.
    [19] 刘杏娥, 张洪江, 秦爱光, 袁怀文, 郑小贤, 李瑞, 何亚平, 殷亚方, 魏潇潇, 王芳, 邓小文, 王费新, 杨平, 周永学, 黄荣凤, 张莉俊, 毛俊娟, 白岗栓, 张璧光, 颜绍馗, 胡胜华, 胡万良, 吴彩燕, 高黎, 杜社妮, 王正, 崔赛华, 樊军锋, 孙向阳, 赵天忠, 李猛, 汪思龙, 张克斌, 费世民, 戴思兰, 张岩, 罗晓芳, 谭学仁, 王晓欢, 乔建平, 刘燕, 王胜华, 王小青, 常旭, 王兆印, NagaoHirofumi, 孔祥文, 高荣孚, 韩士杰, 陈放, 李昀, 龚月桦, 张旭, 张占雄, 李华, 江泽慧, 刘云芳, 徐嘉, , 张双保, 范冰, 江玉林, KatoHideo, 王海燕, 杨培华, 陈宗伟, 郭树花, 常亮, 任海青, 陈秀明, , 李媛良, 刘秀英, 丁磊, IdoHirofumi, 李晓峰, 侯喜录, 陈学平, 李考学, 蒋俊明, 徐庆祥, 薛岩, 张代贵, 张桂兰, , 费本华, 高建社, , , 李雪峰, 涂代伦, 刘永红, 续九如, 王晓东, 金鑫, , , 张红丽, 丁国权.  杨扇舟蛾和杨小舟蛾危害对意大利214杨高光谱特征的影响 . 北京林业大学学报, 2007, 29(6): 148-155.
    [20] 武三安, 胡建忠, 杜晓, 莫秋云, 陈玮, 贾黎明, 刁一伟, 李成茂, 刘晓丽, 张丽丽, 韩烈保, 张建军, 张厚江, 郭惠红, 石娟, 赵博光, 王昌俊, 申世杰, 梁波, 马履一, 李文彬, 姜笑梅, 徐文铎, 邢长山, 骆有庆, 李镇宇, 王安志, 清水晃, 宋菲, 张峻萍, 金昌杰, 苏德荣, 崔英颖, 壁谷直记, 王小平, 曾凡勇, 李海林, 李景锐, 赵林果, 石碧, 殷亚方, 沉昕, 延廣竜彦, 徐梅, 蒋艳灵, 韩瑞东, 苗毅, 陈卫平2, 韦艳葵, 胡青, 关德新, 王瀛坤, 裴铁璠, 赵永利, 严晓素, 高述民, 徐君, 李凤兰, 周军, 蒋平, 蒋平.  确定监测区域建立森林郁闭度估测方程最优样地的研究 . 北京林业大学学报, 2005, 27(6): 24-28.
  • 加载中
WeChat 点击查看大图
计量
  • 文章访问数:  706
  • HTML全文浏览量:  50
  • PDF下载量:  77
  • 被引次数: 0
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

    全文HTML

目录

    /

    返回文章
    返回

    版权所有 © 2013 《北京林业大学学报》编辑部

    地址：北京市海淀区清华东路35号邮政编码：100083

    电话：010-62337673Email：bldxed@bjfu.edu.cn 京ICP备05066833号-1

    本系统由 北京仁和汇智信息技术有限公司 开发   百度统计