[1]翟浩,唐彬童,辜彬*. 基于无人机影像的边坡植物物种分类[J].西北林学院学报,2020,35(3):185-190.[doi:10.3969/j.issn.1001-7461.2020.03.29]
 ZHAI Hao,TANG Bin-tong,GU Bin*. Classification of Slope Plant Species Based on Image of UAV[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2020,35(3):185-190.[doi:10.3969/j.issn.1001-7461.2020.03.29]
点击复制

 基于无人机影像的边坡植物物种分类()
分享到:

《西北林学院学报》[ISSN:1001-7461/CN:61-1202/S]

卷:
第35卷
期数:
2020年第3期
页码:
185-190
栏目:
出版日期:
2020-05-31

文章信息/Info

Title:
 Classification of Slope Plant Species Based on Image of UAV
文章编号:
1001-7461(2020)03-0185-06
作者:
 翟浩唐彬童辜彬*
 (四川大学 生命科学学院,生物资源与生态环境教育部重点实验室,四川 成都 610065)
Author(s):
 ZHAI HaoTANG Bin-tongGU Bin*
 (College of Life Sciences,Sichuan University,Key Laboratory of Bio-resource and Eco-environment of Ministry of Education,Chengdu 610065,Sichuan,China)
关键词:
 边坡无人机归一化数字表面模型植物物种分类
Keywords:
 slope UAV nDSM plant species classification
分类号:
S731.1
DOI:
10.3969/j.issn.1001-7461.2020.03.29
文献标志码:
A
摘要:
 无人机的出现,给生态调查带来关键性革新。而使用无人机进行生态调查,植物遥感分类是关键,基于平地的无人机植物物种分类创新运用于边坡,使用可见光正射影像联合nDSM(normalized digital surface model,归一化数字表面模型)对边坡植物物种进行分类。结果表明,边坡样地的分类的精度达85%,自然样地达84%,与没有加入nDSM的分类结果对比,边坡、自然样地分类精度分别增加了32%和16%。在边坡条件下可见光正射影像与nDSM结合,可大幅度提升边坡植物物种分类精细度。
Abstract:
 The appearance of unmanned aerial vehicle (UAV) has introduced a critical and revolutionary way to the ecological investigation.When applying UAV to the ecological investigation,classification of plant species from the remote sensing images plays a decisive role.This paper innovatively applied the flat-terrain-based plant species classification with UAV to slope terrain,in which the plant species on slope terrain were interpreted by visible orthophoto images combined with normalized digital surface model (nDSM).The results showed that the classification accuracy could be as high as 85% on the sample plots of slope terrain,while it was 84% on natural terrain.Compared with those without the combination of nDSM,the accuracy increased 32% and 16% on slope and natural terrains,respectively,indicating that the combination of visible orthophoto images and nDSM in the classification on slope could improve the precision of plant species interpretation.

相似文献/References:

[1]李亚藏,梁彦兰,王庆成. 铅对山梨和山荆子光合作用和叶绿素荧光特性的影响[J].西北林学院学报,2012,27(05):21.
 LI Ya-cang,LIANG Yan-lan,WANG Qing-cheng. Influence of Pb on Photosynthesis and Chlorophyll Fluorescence Characteristics in Pyrus ussuriensis and Malus baccata [J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2012,27(3):21.
[2]张小咏,李佳,杨艳昭,等. 基于SWAT模型的长江源区径流模拟[J].西北林学院学报,2012,27(05):38.
 ZHANG Xiao-yong,LI Jia,YANG Yan-zhao,et al. Runoff Simulation of the Catchment of the Headwaters of the Yangtze River Based on SWAT Model[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2012,27(3):38.
[3]杨红旗,陈广辉,王金林. PVAc改性酚醛树脂制备铝木复合材料研究[J].西北林学院学报,2013,28(01):170.[doi:10.3969/j.issn.1001-7461.2013.01.34]
 YANG Hong-qi,CHEN Guang-hui,WANG Jin-lin. PF Adhesive Modified by PVAc for Manufacturing Technology of Decorative Fiberboard with Aluminum Foils[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2013,28(3):170.[doi:10.3969/j.issn.1001-7461.2013.01.34]
[4]江涛,李秀荣,谢延军,等. 微波预处理对巨尾桉木材渗透性的影响[J].西北林学院学报,2013,28(01):174.[doi:10.3969/j.issn.1001-7461.2013.01.35]
 JIANG Tao,LI Xiu-rong,XIE Yan-jun,et al. Effects of Microwave Pretreatment on the Permeability of Eucalyptus grandis×Eucalyptus urophylla[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2013,28(3):174.[doi:10.3969/j.issn.1001-7461.2013.01.35]
[5]牛晓霆,王逢瑚,曹新民. 明清家具匠师原木下料的工艺原则及措施[J].西北林学院学报,2013,28(01):178.[doi:10.3969/j.issn.1001-7461.2013.01.36]
 NIU Xiao-ting,WANG Feng-hu,CAO Xin-min. Techniques and Principles of Log Cuttings of Furniture Makers in Ming and Qing Dynasties[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2013,28(3):178.[doi:10.3969/j.issn.1001-7461.2013.01.36]
[6]吕金阳,覃卓凯,舒辉,等. 银杉木材构造美学价值[J].西北林学院学报,2013,28(01):183.[doi:10.3969/j.issn.1001-7461.2013.01.37]
 LV Jin-yang,QIN Zhuo-kai,SHU Hui,et al. Esthetical Values in Wood Structure of Cathaya argyrophylla[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2013,28(3):183.[doi:10.3969/j.issn.1001-7461.2013.01.37]
[7]杨艳红,张海敏,孙景荣. 基于传统文化视角的现代家具设计探析[J].西北林学院学报,2013,28(01):188.[doi:10.3969/j.issn.1001-7461.2013.01.38]
 YANG Yan-hong,ZHANG Hai-min,SUN Jing-rong. Study of Modern Furniture Design Based on Traditional Culture[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2013,28(3):188.[doi:10.3969/j.issn.1001-7461.2013.01.38]
[8]黄圣游,叶喜. 新中式家具“中式”传统的界定[J].西北林学院学报,2013,28(01):192.[doi:10.3969/j.issn.1001-7461.2013.01.39]
 HUANG Sheng-You,YE Xi. Definition of Traditional Element in New Chinese Style Furniture[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2013,28(3):192.[doi:10.3969/j.issn.1001-7461.2013.01.39]
[9]韩维生,赵明磊,王宏斌. 基于阈限理论的设计尺度体系[J].西北林学院学报,2013,28(01):197.[doi:10.3969/j.issn.1001-7461.2013.01.40]
 HAN Wei-sheng,ZHAO Ming-lei,WANG Hong-bin. Design Scale System Based on Threshold Theory[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2013,28(3):197.[doi:10.3969/j.issn.1001-7461.2013.01.40]
[10]宋杰,侯建军,申黎明. 按摩椅按摩头包覆层对按摩舒适性的影响[J].西北林学院学报,2013,28(01):202.[doi:10.3969/j.issn.1001-7461.2013.01.41]
 SONG Jie,HOU Jian-jun,SHEN Li-ming. Influence of Massager Coat Layer of Massage Chairs on the Degree of Comfort[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2013,28(3):202.[doi:10.3969/j.issn.1001-7461.2013.01.41]
[11]王太平,杨晓明. 高速公路边坡植物群落物种多样性[J].西北林学院学报,2012,27(02):230.
 WANG Tai-ping,YANG Xiao-ming. Species Diversity of Plant Community on Highway Slope[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2012,27(3):230.
[12]段玉婷,王志泰*,徐小明,等. 石质边坡人工植被群落动态研究[J].西北林学院学报,2015,30(01):75.[doi:doi:10.3969/j.issn.1001-7461.2015.01.12]
 DUAN Yu-ting,WANG Zhi-tai*,XU Xiao-ming,et al. Artificial Vegetation Community Dynamics of Rocky Slope[J].JOURNAL OF NORTHWEST FORESTRY UNIVERSITY,2015,30(3):75.[doi:doi:10.3969/j.issn.1001-7461.2015.01.12]

备注/Memo

备注/Memo:
 收稿日期:2019-06-24修回日期:2020-02-23
作者简介:翟浩。研究方向:生态学-生态工程。E-mail: zhaihao118@163.com
*通信作者:辜彬,教授。研究方向:恢复生态学。E-mail:amakusa@126.com
更新日期/Last Update: