Applying linear spectral unmixing approach to the research of land cover change in Karst area: A case in Guanling County of Guizhou Province
Received date: 2002-11-12
Revised date: 2003-03-24
Online published: 2003-08-15
Vegetation and bare soil are the main land cover types in Karst and non-Karst area.Bare rock another land cover type only appearing in Karst area,is distributed extensively. There are a variety of methods to detect land cover in Karst area with remotely sensed imageries. But most ordinary remotely sensed approaches can't get the three attributes at the same time. In fact,they almost can do nothing in detecting the quantitative result of rock desertification. The linear spectral unmixing approach,based on the linear mixture model can estimate vegetation cover, bare soil and bare rock abundance at the sub-pixel scale. It's fit for studying land cover in Karst area because of the obtained quantitative unmixing results of vegetation cover, bare soil, bare rock and other types. In the case study of this paper, four endmembers were identified from two TM images of six bands taken on 17th February 1987 and 27th November 1999 respectively. They represent four land cover types: vegetation, bare soil, rock and shadow. The abundant distribution and RMS (Root Mean Square) distribution of the four land types were derived by linear spectral unmixing. The land cover changes could be learned from the multi-time comparison. During the period from 1987 to 1999, the proportion of bare soil reduced evidently due to the increase of vegetation cover and the improved cultivation management. While, the proportion of rocky desertification enhanced owing to the little amount of soil in some place. Bare soil reduced and rock increased mostly in rainfed cropland, grassland and economic woodland. Over-cultivating and overgrazing are still the main driving forces of rocky desertification in Karst area. So people still need to pay attention to water and water soil conservation in economic woodland because economic woodland mainly came from "dry land reforest". The linear spectral unmixing approach still needs to be improved, though it has been proved fitting for dealing with mixture pixel and detecting quantitative results of land cover by the case study and many other literature. If endmembers need to be identified from image, it's hard to detect those elements without extraordinary characters presenting in images of different bands. For example, urban region is just such an element difficult to detect. So the approach is not the most suitable method for urban region or rapid urbanized area. And the impact of shadow is still a problem, just as in other methods.
WAN Jun, CAI Yun-long . Applying linear spectral unmixing approach to the research of land cover change in Karst area: A case in Guanling County of Guizhou Province[J]. GEOGRAPHICAL RESEARCH, 2003 , 22(4) : 439 -446 . DOI: 10.11821/yj2003040006
[1] Turner B LⅡ,Skole D,Fischer G,et al1 Land-use and land-cover change:science/research plan. I GBP ReportNo135 and HDP Report No.7. 1995,Stockholm and Geneva.
[2] 曹学章,左伟,申文明.三峡库区土地覆被动态变化遥感分析.农村生态环境,2001,17(4):6~11.
[3] 田庆久,闵祥军.植被指数研究进展.地球科学进展,1998,13(4):327~333.
[4] 许学工,杜巧玲,郭洪海,等.黄河三角洲土地利用和土地覆被质量变化.地理学报,2001,56(6):640~648.
[5] Ichoku Charles,Karnieli Arnon1 A review of mixture modeling techniques for sub-pixel land cover estimation1 RemoteSensing Review,1996,13:161~186.
[6] 周斌,杨柏林,洪业汤.基于GIS的岩溶地区水土流失遥感定量监测研究———以贵州省(原)安顺市为例.矿物学报,2000,20(1):13~21.
[7] 马超飞,马建文,布和敖斯尔. USL E模型中植被覆盖因子的遥感数据定量估算.水土保持通报,2001,21(4):6~9.
[8] Metternicht G,Fermont A1 Estimating erosion surface features by linear mixture modeling1 Remote Sens1 Environ.,1998,64:254~265.
[9] 张熙川,赵英时.应用线性光谱混合模型快速评价土地退化的方法研究.中国科学院研究生院学报,1999,16(12):169~176.
[10] 赵英时.美国中西部沙山地区环境变化的遥感研究.地理研究,2001,20(2):213~219.
[11] Neil Stuart L ucas,Sanjeevi Shanmugam,Mike Barnsley. Sub-pixel habitat mapping of a costal dune ecosystem1AppliedGeography,2002,(22):253~270.
[12] Roberts D A,Smit h M O,Adams J B1 Green vegetation,nonphotosynt hetic vegetation,and soils in AV IRIS data1 Remote Sens1Environ.,1993,44:255~269.
[13] Hill J,Hostert P,Tsiourlis G,et al1 Monitoring 20 years of increased grazing impact on t he Greek Island of Crete wit heart h observation satellites. Journal of Arid Environments,1998,39:165~178.
[14] Adams J B,Smit h M O,Johnson P E1 Spectral mixture modeling:a new analysis of rock and soil types at t he VikingLander I Site. Geophys1 Res.,1986,91:8098~8112.
[15] 李文辉,余德清.岩溶石山地区石漠化遥感调查技术方法研究.国土资源遥感,2002,51:34~37.
[16] 周斌.针对土地覆盖变化的多时向遥感探测方法.矿物学报,2000,20(2):165~171.
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