Forest and Grassland Resources Research >
Analysis and Prospect on the Application of Tree Species Classification Based on Forestry Remote Sensing
Received date: 2020-03-08
Revised date: 2020-04-16
Online published: 2020-07-30
Tree species classification is an important application area in forestry remote sensing.It has widely used application scenarios in the areas of sustainable forestry management,biodiversity research,and ecological environmental protection.Based on the research results in this field after 2000 and the application practice in the forestry production process in recent years,the application of multi-source data in tree classification is summarized.From the perspectives of workflow and corresponding algorithms,the issue is analyzed and compared based on image classification and mathematical statistics.Facing the problems and challenges encountered in the application of forestry remote sensing in the classification of tree species,different working ideas based on semantic segmentation and instance segmentation were proposed,and the future development of multi-source remote sensing data fusion acquisition and hardware processing equipment was prospected.
Hongwei MA , Hai LIU , Shunbin YAO , Wei ZHOU . Analysis and Prospect on the Application of Tree Species Classification Based on Forestry Remote Sensing[J]. Forest and Grassland Resources Research, 2020 , 0(3) : 118 -121 . DOI: 10.13466/j.cnki.lyzygl.2020.03.022
| [1] | 李增元, 覃先林, 高志海, 等. 高分遥感林业应用研究[J]. 卫星应用, 2018(11):61-65. |
| [2] | 吴楠, 李增元, 廖声熙, 等. 国内外林业遥感应用研究概况与展望[J]. 世界林业研究, 2017,30(6):34-40. |
| [3] | 胡健波, 张健. 无人机遥感在生态学中的应用进展[J]. 生态学报, 2018,38(1):20-30. |
| [4] | 孔嘉鑫, 张昭臣, 张健. 基于多源遥感数据的植物物种分类与识别:研究进展与展望[J]. 生物多样性, 2019,27(7):796-812. |
| [5] | 谢珠利. 基于多源高分辨率遥感数据的人工林树种分类研究[D]. 杭州:浙江农林大学, 2019. |
| [6] | 董文雪. 基于机载激光雷达及高光谱数据的亚热带森林乔木物种多样性遥感监测研究[D]. 北京:中国科学院大学(中国科学院遥感与数字地球研究所), 2018. |
| [7] | 林沂, Eetu Puttonen, Juha Hyypp?. 高光谱激光雷达:三维生物物理化学生态测量学[J]. 遥感信息, 2017,32(1):5-9. |
/
| 〈 |
|
〉 |