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模糊模式识别法在成矿预测中的应用
  • ISSN号:1000-8845
  • 期刊名称:《新疆地质》
  • 时间:0
  • 分类:F301.2[经济管理—产业经济] TP79[自动化与计算机技术—控制科学与工程;自动化与计算机技术—检测技术与自动化装置]
  • 作者机构:[1]中国地质大学数学地质遥感地质研究所,湖北武汉430074
  • 相关基金:国土资源部“十五”课题“高分辨率遥感信息定量化技术研究”(2003020002);国家自然科学基金项目(40272122);中国地质大学(武汉)优秀青年教师计划资助项目(CUGQNL0715)
中文摘要:

传统的逐像素比较法忽略了地理对象的模糊性,缺乏区分噪声与真实变化信息的能力,难于处理空间数据的复杂性和不确定性。基于模糊集理论,根据邻域像元的空间位置关系确定变化的程度,并利用滑窗和景观指数表达比较不同时相遥感数据(TM、ETM、IKONOS)的分类专题图。试验结果表明,模糊集的描述更接近真实情况。

英文摘要:

The conventional pixel-by-pixel post-classification comparison method has some limitations while handling geographic change comparison, which often leads to fake change detection results. This paper presents an improved post-classification comparison method based on fuzzy set theory with a ease study of Wuhan. During the eomparison,two sources of fuzziness are considered, I-fuzziness due to vague distinctions between categories, II- fuzziness due to a gliding scale of seventy of spatial error. Instead of one single category or value per pixel,each pixel is characterized by a membership vector. Each element in the vector declares,with a value between 0 and 1, the degree of membership for one category. Pixels within a certain distance (the neighborhood) of a central pixel influence the fuzzy representation of that pixel by a distance-decay membership function (exponential). In this way, thematic and geometric aspects of uncertainty are treated separately. Two kinds of comparison results,using this method and the conventional method separately, are compared. Groups of two thematic classification maps of different time periods are eompared, using sliding windows. The change information is analyzed by the method of landscape index The results show that the improved method is more capable of capturing both the complexity and the patterned quality of spatial changes of land use, it can get more reliable results and is more feasible in practical use But some defects of post-classification method still remain, such as low accuracy and being insensitive to small changes, etc. So, in further work, the ability to synthesize the results from different change-detection methods needs improving.

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期刊信息
  • 《新疆地质》
  • 中国科技核心期刊
  • 主管单位:新疆地质矿产勘查开发局
  • 主办单位:新疆维吾尔自治区地质矿产勘察开发局 新疆维吾尔自治区地质学会
  • 主编:董连慧
  • 地址:乌鲁木齐市克拉玛依东街279号
  • 邮编:830000
  • 邮箱:xjdi@chinajournal.net.cn
  • 电话:0991-4856375
  • 国际标准刊号:ISSN:1000-8845
  • 国内统一刊号:ISSN:65-1092/P
  • 邮发代号:
  • 获奖情况:
  • 2008-2009年自治区优秀科技期刊二等奖
  • 国内外数据库收录:
  • 美国化学文摘(网络版),中国中国科技核心期刊,中国北大核心期刊(2008版),中国北大核心期刊(2011版)
  • 被引量:6740