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基于纹理的风蚀水蚀过渡区TM影像土地利用信息提取
邓 锟1, 常庆瑞1, 蔚 霖1
西北农林科技大学 资源环境学院
摘要:
[目的]探索在风蚀水蚀过渡区,利用TM遥感影像提取土地利用信息的方法.[方法]以榆林市西北部风蚀水蚀过渡区为对象,应用主成分变换与基于灰度共生矩阵纹理特征相结合的方法对TM影像进行分析,选取均值作为分类指标,采用分层分类法进行信息提取.[结果]不同土地利用类型之间纹理特征参数差异明显,荒漠化土地的均值、方差值较高,灰度分布不均匀,相邻像元反差明显,内部变化剧烈f水体和灌溉耕地的均值、方差值很低,灰度值均匀,内部变化小;林地和旱耕地信息介于上述两类土地之间.[结论]与传统分类方法相比较,纹理分析方法可以获得更高的分类精度.
关键词:  灰度共生矩阵  主成分变换  风蚀水蚀过渡区  榆林市
DOI:
分类号:TP75
基金项目:国家自然科学基金,国家科技支撑计划?
Extracting land use information of TM image in wind-water erosion interlaced region based on Texture
DENG Kun  CHANG Qing-rui  YU Lin  WANG De-cai
Abstract:
【Objective】 A method for deriving land use information of TM image in the wind-water erosion interlaced region was discussed.【Method】 This paper employed principal component analysis combined with Gray Level Co-occurrence Matrix texture analysis to abstract the land use information from the TM image in the wind-water erosion interlaced region (Yulin).The classification indexes were selected according to mean and the land use information was abstracted by hierarchical classification.【Result】 The results showed that there were significant differences among parameters of texture feature of the different land utilization.In the desertification,the mean and variance were comparatively high.The gray level was asymmetry,the contrasts between neighboring pixels were significant;while in water and irrigable land,the mean,variance was a little bit low,the grey level was symmetry;the mean,variance and gray level in the forest and dry land was between the above(desertification and water and irrigable land).【Conclusion】 Compared with the traditional classificati on method,the classification based on the texture analysis could acquire higher classifying precision.
Key words:  GLCM  PCA  wind-water erosion interlaced region  yulin