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Modelling and analysing vague geographical places using fuzzy set theory

机译:基于模糊集理论的模糊地理位置建模与分析

摘要

Vagueness is an essential part of how humans perceive and understand the geographical world they occupy. It has now become of increasing important to acknowledge this situation in geographical databases and analyses in the field of Geographical Information Science (GIScience). This research has tackled the wholly original topic of modelling vague geographical places (objects) based on fuzzy set theory with a view to assessing the implications of routing problem around those vague places. The research has focused on the modelling of vague places, for a number of villages and rural settlements, working with national address databases which have numerous ambiguous characteristics which add challenge to the work. It has demonstrated the way in which fuzzy set theory can be used to derive approximate boundaries for vague spatial extents (fuzzy footprint) form sets of precise addresses, reporting rural settlements, recorded in different databases. It has further explored the implications of applying the Travelling Salesman Problem (TSP) in traditional hard village extents versus the modelled fuzzy extents. The introduced methods evaluate the usefulness of fuzzy set theory in modelling and analysing such vague regions. The results imply that the fuzzy model is more efficient than the traditional hard, crisp model of approximating the spatial extent of rural areas. However, the TSP results showed that longer tours were mostly found in the fuzzy model than the traditional crisp model. This is mainly affected by the scale factor of rural areas, considering the relatively small distances between villages. One challenge for the approach outlined here is to incorporate this method applied in other novel analyses of geographical information based on fuzzy representation of geographical phenomena.
机译:模糊性是人类如何感知和理解他们所占据的地理世界的重要组成部分。在地理数据库和地理信息科学(GIScience)领域的分析中认识到这种情况现在变得越来越重要。这项研究解决了基于模糊集理论对模糊地理位置(对象)建模的整个原始主题,以评估围绕这些模糊地点的路线问题的含义。该研究集中于对多个村庄和农村居民点的模糊地点进行建模,并使用具有众多模糊特征的国别地址数据库,这给工作增加了挑战。它已经证明了一种方法,可以使用模糊集理论来为模糊地址(模糊足迹)形成精确地址集的近似边界,并报告在不同数据库中记录的农村居民点。它进一步探讨了在传统的困难村庄范围内与模型模糊范围之间应用旅行商问题(TSP)的含义。引入的方法评估了模糊集理论在建模和分析此类模糊区域中的有用性。结果表明,模糊模型比逼近农村空间范围的传统硬脆模型更为有效。然而,TSP结果表明,与传统的清晰模型相比,在模糊模型中发现的巡回时间更长。考虑到村庄之间的距离相对较小,这主要受农村地区规模因素的影响。这里概述的方法的一个挑战是将这种方法应用于基于地理现象的模糊表示的其他新颖的地理信息分析中。

著录项

  • 作者

    Almadani, Firdos Mohammed;

  • 作者单位
  • 年度 2016
  • 总页数
  • 原文格式 PDF
  • 正文语种 en
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