Integrating fuzzy set function into floating catchment area measures: a determination of spatial accessibility of service points

IF 2.7 Q1 GEOGRAPHY Annals of GIS Pub Date : 2022-01-16 DOI:10.1080/19475683.2022.2026477
F. Mahuve, B. Tarimo
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引用次数: 1

Abstract

ABSTRACT The use of discrete (binary or zonal/step-wise) instead of continuous travel impedance functions in floating catchment area (FCA) measures generates inconsistent and less reliable accessibility indices that might be overestimating or underestimating actual accessibility. Thus, this study illustrates the limitations of discrete travel impedance function in the enhanced two-step (E2S) FCA method; and develops a fuzzy-based continuous travel impedance function by combining the degree to which travel distances belong to different sub-zones of catchment areas and their respective E2SFCA zonal weights using the weighted mean fuzzy-set operation. With the developed fuzzy-based travel impedance function, a new accessibility measure, fuzzy-based two-step (F2S) FCA is defined. The E2SFCA and F2SFCA measures were implemented in the hypothetical set up and Rural Wards of Dodoma Urban District in Tanzania to determine spatial accessibility of service points and water points, respectively. The resulting E2SFCA and F2SFCA accessibility indices portrayed a slightly similar pattern. However, F2SFCA accessibility indices varied among households within and across sub-zones, while E2SFCA accessibility indices were identical within but changed abruptly across sub-zones. The variations in F2SFCA accessibility indices reflect the reality and to a greater extent Tobler’s first law of Geography. Thus, the developed F2SFCA measure could be used to measure spatial accessibility of other services or commodities as it properly models travel impedance. The F2SFCA measure could further be improved to generate much more realistic accessibility indices by capturing local instead of total potential demand, commonly modelled in FCA measures.
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模糊集函数与浮动集水区测度的结合:服务点空间可达性的确定
在浮动集水区(FCA)测量中,使用离散(二元或分区/阶梯)而不是连续的旅行阻抗函数会产生不一致且不可靠的可达性指标,可能会高估或低估实际可达性。因此,本研究说明了离散旅行阻抗函数在增强两步(E2S) FCA方法中的局限性;利用加权平均模糊集运算,结合集水区不同分区的出行距离归属程度及其各自的E2SFCA分区权重,建立了基于模糊的连续出行阻抗函数。利用发展的基于模糊的行程阻抗函数,定义了一种新的可达性测度——基于模糊的两步FCA (fuzzy-based two-step)。采用E2SFCA和F2SFCA措施分别在坦桑尼亚Dodoma市区的假设设置区和农村区实施,确定服务点和供水点的空间可达性。所得的E2SFCA和F2SFCA可达性指数描绘了一个稍微相似的模式。F2SFCA可达性指数在分区内和分区间存在差异,而E2SFCA可达性指数在分区内基本一致,但在分区间变化剧烈。F2SFCA可达性指数的变化在很大程度上反映了现实,也反映了托布勒第一地理定律。因此,开发的F2SFCA测量可以用来衡量其他服务或商品的空间可达性,因为它正确地模拟了旅行阻抗。F2SFCA测量可以进一步改进,通过捕获本地而不是总潜在需求来生成更现实的可达性指数,而总潜在需求通常在FCA测量中建模。
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来源期刊
Annals of GIS
Annals of GIS Multiple-
CiteScore
8.30
自引率
2.00%
发文量
31
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