Research on Poyang Lake Wetland Information Extraction and Change Monitoring Based on Spatial Data Mining

被引:4
|
作者
Liu, Chuanli [1 ]
Liu, Xiaosheng [1 ]
机构
[1] Jiangxi Univ Sci & Technol, JXUST, Sch Architectural & Surveying Engn, Ganzhou, Peoples R China
关键词
Spatial Data Mining; Wetland; Change Monitoring; Decision Trees Model;
D O I
10.1016/j.phpro.2012.05.231
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Poyang Lake wetland is the largest "kidney of the mainland". It plays an important role in many aspects such as water storage, flood control, climate mediation and biological diversity protection. This paper first reviews the development of wetland RS monitoring and probes RS classification methods based on Spatial Data Mining; secondly gives analysis on spectrum features of RS images of Poyang Lake wetland, and sets up the Decision Trees Model; and then classified RS image by Decision Trees Model in Expert Classifier module of Erdas Imagine 2010 software, and achieves a relatively high precision. Finally it gives dynamic change monitoring on Poyang Lake Wetland based on multi-temporal RS image and grasps the changed situation to provide scientific proof for government decision making. (C) 2012 Published by Elsevier B.V. Selection and/or peer-review under responsibility of ICMPBE International Committee.
引用
收藏
页码:1412 / 1419
页数:8
相关论文
共 50 条
  • [1] Monitoring and Analyzing of Poyang Lake Wetland Land Use Change Based on RS and GIS
    Yang, Yuanxuan
    Yan, Zhigang
    [J]. GEO-INFORMATICS IN RESOURCE MANAGEMENT AND SUSTAINABLE ECOSYSTEM, 2016, 569 : 213 - 221
  • [2] Evaluating the potential of ENVISAT/ASAR data in monitoring the Poyang lake wetland
    Sang, H.
    Liu, Y.
    Yang, L.
    Lin, H.
    Tang, C.
    [J]. GEOINFORMATICS 2006: REMOTELY SENSED DATA AND INFORMATION, 2006, 6419
  • [3] Analysis the changes of annual for Poyang Lake wetland vegetation based on MODIS monitoring
    Lei Sheng
    Zhang Xiu-Ping
    Li Rong-Fang
    Xu Xiao-Hua
    Fu Qun
    [J]. 2011 3RD INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND INFORMATION APPLICATION TECHNOLOGY ESIAT 2011, VOL 10, PT B, 2011, 10 : 1841 - 1846
  • [4] Impacts of Sand Mining Activities on the Wetland Ecosystem of Poyang Lake (China)
    Deng, Mingming
    Li, Qiyue
    Li, Wenya
    Lai, Geying
    Pan, Yue
    [J]. LAND, 2022, 11 (08)
  • [5] HYDROLOGIC IMPACT OF CLIMATE CHANGE ON POYANG LAKE WETLAND, CHINA
    Zhan, M. H.
    Wang, H. Q.
    Li, B. Z.
    Yin, J. M.
    [J]. APPLIED ECOLOGY AND ENVIRONMENTAL RESEARCH, 2019, 17 (05): : 10703 - 10716
  • [6] Multitemporal Water Extraction of Dongting Lake and Poyang Lake Based on an Automatic Water Extraction and Dynamic Monitoring Framework
    Li, Juanjuan
    Wang, Chao
    Xu, Lu
    Wu, Fan
    Zhang, Hong
    Zhang, Bo
    [J]. REMOTE SENSING, 2021, 13 (05) : 1 - 22
  • [7] Hydrological Drivers for the Spatial Distribution of Wetland Herbaceous Communities in Poyang Lake
    Huang, Wenqin
    Hu, Tengfei
    Mao, Jingqiao
    Montzka, Carsten
    Bol, Roland
    Wan, Songxian
    Li, Jianxin
    Yue, Jin
    Dai, Huichao
    [J]. REMOTE SENSING, 2022, 14 (19)
  • [8] Dynamic monitoring of the Poyang Lake wetland by integrating Landsat and MODIS observations
    Chen, Bin
    Chen, Lifan
    Huang, Bo
    Michishita, Ryo
    Xu, Bing
    [J]. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2018, 139 : 75 - 87
  • [9] The Response of the Poyang Lake Wetland Representative Vegetation to Water Level Change
    Deng, Zhi-min
    [J]. 2016 INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND ENGINEERING (ESE 2016), 2016, : 1037 - 1043
  • [10] RS and GIS based study on landscape pattern change in the Poyang Lake wetland area, China
    Chen, Xiaoling
    Li, Hui
    Bao, Shuming
    Wu, Zhongyi
    Fu, Weijuan
    Cai, Xiaobin
    Zhao, Hongmei
    Guo, Peng
    [J]. GEOINFORMATICS 2006: REMOTELY SENSED DATA AND INFORMATION, 2006, 6419