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Natural-language representation and query of linear geographic objects in GIS.

机译:GIS中线性地理对象的自然语言表示和查询。

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摘要

People usually use qualitative terms to express spatial relations, while current geographic information systems (GIS) all use quantitative description to store spatial information. The abilities of current GIS to represent spatial information about geographic space are limited, and it is inconvenient for GIS users without professional training. In this dissertation, three attempts are made to conquer the limitation of current GIS so as to implement an intelligent and human-friendly GIS.; First, a human-subjects test is conducted to find out how natural-language descriptions of spatial relations of linear objects are determined by the geometric configurations of the objects. The results indicate that topology and metric properties decide people's agreement to the spatial predicates, and they have different degrees of importance for the various spatial predicates.; Second, the result of the human subjects study is used to analyze the relationship between the natural-language terms and the geometric and topologic relations between the objects. A series of metric indices, such as angles, distance ratios, splitting ratios, and overlap ratios, are measured. The evaluations given by the human subjects are changed to membership values which represent how strongly the spatial relations of two liner objects belong to the groups described by the specific natural language terms. A decision tree algorithm is applied to formalize the spatial predicates with metric indices and topologic value of the 9-intersection.; Finally, based on the formalization of the natural-language terms, a natural-language interface of ArcMap that can query spatial relations is implemented with SNePS (the semantic network processing system), a natural language representation system. In this interface, SNePS accepts users' queries in natural language, and translates them to a format that is understandable by computer systems. Then ArcMap gets the translated queries, responds to them, and displays the result to the users. The rules generated from the decision trees are used in ArcMap to query the natural-language spatial relations.
机译:人们通常使用定性术语来表达空间关系,而当前的地理信息系统(GIS)都使用定量描述来存储空间信息。当前的GIS表示有关地理空间的空间信息的能力是有限的,这对没有经过专业培训的GIS用户来说是不便的。本文试图克服当前GIS的局限性,实现智能,人性化的GIS。首先,进行人体测试,以发现线性物体空间关系的自然语言描述是如何通过物体的几何构型确定的。结果表明,拓扑和度量属性决定了人们对空间谓词的认同,并且它们对各种空间谓词的重要性不同。其次,人类研究的结果用于分析自然语言术语与对象之间的几何和拓扑关系之间的关系。测量一系列度量指标,例如角度,距离比,分割比和重叠比。人类受试者给出的评估被更改为隶属度值,该隶属度值表示两个班轮对象的空间关系在特定自然语言术语所描述的组中的归属程度。应用决策树算法对具有9个交叉点的度量指标和拓扑值的空间谓词进行形式化。最后,基于自然语言术语的形式化,可使用自然语言表示系统SNePS(语义网络处理系统)实现可查询空间关系的ArcMap自然语言接口。在此界面中,SNePS以自然语言接受用户的查询,并将其转换为计算机系统可以理解的格式。然后,ArcMap获取翻译后的查询,对其进行响应,并将结果显示给用户。从决策树生成的规则在ArcMap中用于查询自然语言空间关系。

著录项

  • 作者

    Xu, Jun.;

  • 作者单位

    State University of New York at Buffalo.;

  • 授予单位 State University of New York at Buffalo.;
  • 学科 Geography.
  • 学位 Ph.D.
  • 年度 2005
  • 页码 170 p.
  • 总页数 170
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 自然地理学;
  • 关键词

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