J4 ›› 2011, Vol. 41 ›› Issue (4): 1246-1252.

Previous Articles     Next Articles

Wetland Classification Using Evidential Reasoning Approach with Multi-Temporal Landsat ETM+Imagery

LI Hua-peng1, 2, ZHANG Shu-qing1, SUN Yan1, 2, LIU Chun-yue1, 2   

  1. 1.Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun130012, China;
    2.Graduate University, Chinese Academy of Sciences, Beijing100049, China
  • Received:2010-10-07 Online:2011-07-26 Published:2011-07-26

Abstract:

The Zhalong National Nature Reserve (NNR) that located in Heilongjiang Province was selected as a study area, five temporal ETM+imagery covering the study area were used as material for wetland mapping. An evidential reasoning (ER) approach that built on Dempster-Shafer theory was introduced to combine the five images. We used a new algorithm named minimum distance to generate evidence support from ETM+image. Results indicated that ER was an effective approach to integrate multi-temporal imagery for wetland mapping. Compared to classification results of single image based maximum likelihood classifier (MLC), the improvement of overall accuracy by ER approach was apparent (2%-12%).

Key words: image classification, wetland spatial classification, multi-temporal imagery, evidential reasoning (ER), remote sensing

CLC Number: 

  • TP79
[1] Wang Mingchang, Zhang Xinyue, Zhang Xuqing, Wang Fengyan, Niu Xuefeng, Wang Hong. GF-2 Image Classification Based on Extreme Learning Machine [J]. Journal of Jilin University(Earth Science Edition), 2018, 48(2): 373-378.
[2] Yan Baizhong, Qiu Shuwei, Xiao Changlai, Liang Xiujuan. Potential Geothermal Fields Remote Sensing Identification in Changbai Mountain Basalt Area [J]. Journal of Jilin University(Earth Science Edition), 2017, 47(6): 1819-1828.
[3] Zhang Shiyue, Shu Longcang, Min Xing, Hu Huijie, Zou Zhike. Calculation of Precipitation Infiltration Recharge Based on Land-Use Type [J]. Journal of Jilin University(Earth Science Edition), 2017, 47(3): 860-867.
[4] Peng Ling, Xu Suning, Peng Junhuan. Regional Landslide Risk Assessment Using Multi-Source Remote Sensing Data [J]. Journal of Jilin University(Earth Science Edition), 2016, 46(1): 175-186.
[5] Zhou Linfei, Chen Qixin, Cheng Qian, Zhang Jing. Remote Sensing Classification Information Extraction Based on Rough Set Theory [J]. Journal of Jilin University(Earth Science Edition), 2015, 45(4): 1246-1256.
[6] Huang Shaolin, Xu Hanqiu, Wang Lin. Influence of Calibration Parameter File (CPF) to Radiometric Correction on Landsat TM/ETM+ [J]. Journal of Jilin University(Earth Science Edition), 2014, 44(4): 1382-1387.
[7] Tang Fei, Xu Hanqiu. Quantitative Relationship Between Impervious Surface and Land Surface Temperature Based on Remote Sensing Technology [J]. Journal of Jilin University(Earth Science Edition), 2013, 43(6): 1987-1996.
[8] Gu Lingjia, Zhao Kai, Ren Ruizhi, Sun Jian. Comparsion of Two Passive Microwave Unmixing Methods [J]. Journal of Jilin University(Earth Science Edition), 2013, 43(6): 2057-2064.
[9] Zhu Changming, Li Junli,Zhang Xin, Luo Jiancheng, Shen Zhanfeng. Wetlands Mapping and Spatio[CD*2]Temporal Change Analysis: A Case Study on Bosten Basin,Xinjiang [J]. Journal of Jilin University(Earth Science Edition), 2013, 43(3): 954-961.
[10] Wang Mingchang, Niu Xuefeng, Chen Shengbo, Wang Ya’nan, Wang Zijun. DART Model-Based Inversion of Leaf Area Index from PROBA/CHRIS Data [J]. Journal of Jilin University(Earth Science Edition), 2013, 43(3): 1033-1039.
[11] Cui Hanwen, Jiang Qigang, Xing Yu, Xu Chi, Lin Nan. Dynamics of Sandy Desertification Under Climate Disturbance in China from 1975 to 2007 [J]. Journal of Jilin University(Earth Science Edition), 2013, 43(2): 582-591.
[12] Chen Yong, He Zongfa, Li Bing, Zhao Baocheng. Spatial Distribution of Tidal Creeks and Quantitative Analysis of Its Driving Factors in Chongming Dongtan,Shanghai [J]. Journal of Jilin University(Earth Science Edition), 2013, 43(1): 212-219.
[13] Wang Xingdong, Li Xinwu, Xiong Zhangqiang, Liang Lei. Antarctic Freeze-Thaw Detection Based on Improved Cross-Polarized Gradient Ratio [J]. Journal of Jilin University(Earth Science Edition), 2013, 43(1): 306-311.
[14] Chen Sheng-bo,Liu Yan-li,Yang Qian,Zhou Chao,Zhao Liang. Lithologic Classification from Hyperspectral Data in Dense Vegetation Cover Area [J]. Journal of Jilin University(Earth Science Edition), 2012, 42(6): 1959-1965.
[15] WANG Li-hua, ZHOU Yun-xuan, TIAN Bo. Detecting Coral Reefs at Dongsha Atoll Using Landsat TM and ETM+Images [J]. J4, 2011, 41(5): 1630-1637.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!