Journal of Jilin University(Earth Science Edition) ›› 2012, Vol. 42 ›› Issue (6): 1959-1965.

Previous Articles     Next Articles

Lithologic Classification from Hyperspectral Data in Dense Vegetation Cover Area

Chen Sheng-bo,Liu Yan-li,Yang Qian,Zhou Chao,Zhao Liang   

  1. College of GeoExploration Science and Technology, Jilin University, Changchun130026, China
  • Received:2012-01-09 Online:2012-12-26 Published:2012-11-26

Abstract: It is a challenge to identify lithological type by satellite hyperspectral remote sensing under dense vegetation cover. In this study, Huma area, Heilongjiang Province is taken as an example. The Hyperion data from EO-1 satellite are pre-processed to estimate vegetation indexes. The vegetation cover information, background, rock-soil distribution information and anomaly, are clearly separated on the 2D scattering points diagram generated by employing principal component analysis (PCA) method. By the field spectrum measurements, after the continuum removal of field spectrum from Hyperion image spectrum, main lithological types are identified by spectral feature fit (SFF) method. A technical flow chart is brought forward to classify lithology from hyperspectral data. Applying these methods, the deduced lithologic classification and boundary lines of different geologic units in the study area coincide with the known geology map, proving the ability of the methods in the paper to do lithology classification from hyperspectral data at dense vegetation cover area.

Key words: dense vegetation cover area, hyperspectral remote sensing, principal component analysis, spectral feature fit (SFF), lithologic classification

CLC Number: 

  • TP79
[1] Zhao Zhonghai, Qiao Kai, Sun Jinggui, Chen Jun, Cui Xiaomeng, Liang Shanshan, Manirambona Alain Jospin. Extraction Method of Alternation Anomaly Information Based on Remote Sensing Prospecting in the Jianbian Farm Area, Heilongjiang Province [J]. Journal of Jilin University(Earth Science Edition), 2023, 53(4): 1275-1275.
[2] Liu Yunpeng, Guo Chunying, Qin Mingkuan, Wu Yu, Pei Liuning. Classification of Uranium Deposits Based on PCA-SVM Algorithm for Coupling Data Set of Rare Earth Elements and Rare Earth Discrimination Indexes [J]. Journal of Jilin University(Earth Science Edition), 2021, 51(3): 723-733.
[3] Zhang Hui, Liu Wanjun, Lü Huanhuan. Hyperspectral Image Classification Based on Guided Filtering Combined with Local Discrimination Embedding [J]. Journal of Jilin University(Earth Science Edition), 2020, 50(4): 1249-1260.
[4] Bai Tao, Yang Guodong, Wang Fengyan, Liu Jiawei. Object-Oriented Optimal Segmentation Scale Calculation Model [J]. Journal of Jilin University(Earth Science Edition), 2020, 50(1): 304-312.
[5] Ye Tao, Wei Ajuan, Huang Zhi, Zhao Zhiping, Xiao Shuguang. Quantitative Identification of Volcanic Lithology Based on Comprehensive Principal Component Analysis and Bayes Discriminant Method: A Case Study of Mesozoic in Bohai Bay [J]. Journal of Jilin University(Earth Science Edition), 2019, 49(3): 872-879.
[6] He Jinxin, Jiang Tian, Dong Yongsheng, Han Kaixu, Ma Ning, Xiong Yue. Alteration Information Extraction Based on Remote Sensing of Landsat 8 in Gongchangling Area of Liaoning [J]. Journal of Jilin University(Earth Science Edition), 2019, 49(3): 893-901.
[7] Shu Longcang, Li Shulei, Wang Song, Keremu Abudumijiti, Lu Chengpeng, Li Yange, Li Wei. Selection of Risk Evaluation Index for Safe Water Supply in Karst Water Source: An Example of the Well Field of Niangziguan Spring [J]. Journal of Jilin University(Earth Science Edition), 2018, 48(3): 805-814.
[8] Chen Meng, Wu Yong, Gao Dongdong, Chang Ming. Shallow Groundwater Hydrogeochemical Evolution Process and Controlling Factors in Plain Zone of Guanghan City [J]. Journal of Jilin University(Earth Science Edition), 2016, 46(3): 831-843.
[9] Yu Lei,Qiu Dianming,Liu Li,Ling Feng,Li Wei,Hu Guangxin,Liu Guocai. Regularity Analysis of Eco-Environmental Vulnerability in Luanhe Basin Based on SPCA and AHP [J]. Journal of Jilin University(Earth Science Edition), 2013, 43(5): 1588-1594.
[10] JIANG Li-jun, XING Li-xin, LIANG Yi-hong, PAN Jun, LIANG Li-heng, HUANG Jing-cheng. Anomalies Information Extraction |from Geochemical Data and Remote Sensing Fusion [J]. J4, 2011, 41(3): 932-936.
[11] ZHANG Wen, CHEN Jian-ping, QIN Sheng-wu, ZHANG Chen, LI Ming, MA Jian-quan. Application of FCM Based on Principal Components Analysis in Debris Flow Classification [J]. J4, 2010, 40(2): 368-372.
[12] XIN Xin, YANG Jun-peng, ZHAO Kui-tao, HU Ke. Study on the Variable Rule and Reason of Mn, Zn and Rb in the Soil of Shuangtai River Outfall [J]. J4, 2007, 37(5): 983-0987.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] Wu Yuankun, Liu Chenglin, Yu Chunyong.. Main Controlling Factors and Accumulation Mode of Deep Oil in Shuangcheng Fault Depression of Songliao Basin[J]. Journal of Jilin University(Earth Science Edition), 2024, 54(5): 1443 -1456 .
[2] Ma Rong, Shi Jiansheng, Liu Jichao. Application of Artificial Endocrine Network Model in Studying of Hydrogeology Parameter[J]. Journal of Jilin University(Earth Science Edition), 2013, 43(3): 914 -921 .
[3] Li Ning, Wang Chengwen. Formation and Evolution of Jiamusi-Mongolia Block and Contact Relationship of Late Paleozoic Strata in Northeast China and Adjacent Region[J]. Journal of Jilin University(Earth Science Edition), 2017, 47(5): 1331 -1340 .
[4] HU Da-qian, CHU Feng-you, YAO Jie. The Mineral Composition and Element Geochimestry of CoEnriched Crust from the YJA Sea Mount in the Central Pacific Ocean[J]. J4, 2006, 36(01): 32 -0037 .
[5] JIANG Xue, CHENG Ri-hui, YU Min-feng. Climate and Tectonic Controls on the Rift Stratigraphy:Analysis of Zscape Model and its Application in the BeianFaulting Depression of the Songliao Basin[J]. J4, 2006, 36(01): 54 -0059 .
[6] LI Chun-bai,ZHANG Xin-tao,LIU Li,REN Yan-guang,MENG Peng. The Thermal Fluid Activities and Their Modification on Volcaniclastic Rock in Budate Group-An Example from the Beier Sag of Hailaer Basin[J]. J4, 2006, 36(02): 221 -0226 .
[7] Meng Xiangang, Bo Wanju, Liu Zhiguang, LiuYong, Chang Liu, Li Chaozhu, Wang Ziping. Activity in the Middle East of Bayan Har Block with Lushan MS 7.0 Earthquake[J]. Journal of Jilin University(Earth Science Edition), 2014, 44(5): 1705 -1711 .
[8] Chen Huanqing, Liang Shuxian, Shu Zhirui, Deng Xiaojuan, Peng Shouchang. Characteristics of Conglomerate Reservoir Architecture of Alluvial Fan and Its Controlling Effects to Reservoir Development:Taking Alluvial Fan Reservoir in Some Area of Northwest Margin of Junggar Basin as an Example[J]. Journal of Jilin University(Earth Science Edition), 2015, 45(1): 13 -24 .
[9] JIA Dacheng, XING Lixin, PAN Jun, M. J. van Bergen, H. van Roermund. Geochemical Characteristics of the AluminumEnriched Spinels in Xenoliths from the Upper Mantle Shear Belt in Yitong,Northeastern China[J]. J4, 2006, 36(04): 497 -502 .
[10] XIE Zhong-lei, YANG Bai-ling, BAO Guo-zhang,DONG De-ming. Fractionation and Its Affecting Factors of Nickel in Tea Garden Soils[J]. J4, 2006, 36(04): 599 -604 .