The impact of spatial scale: exploring urban butterfly abundance and richness patterns using multi-criteria decision analysis and principal component analysis

被引:7
|
作者
Hazell, Emily C. [1 ]
Rinner, Claus [2 ]
机构
[1] Ryerson Univ, Environm Appl Sci & Management Program, Toronto, ON, Canada
[2] Ryerson Univ, Dept Geog & Environm Studies, Toronto, ON, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Scale; modifiable areal unit problem; multi-criteria decision analysis; principal component analysis; species abundance; species richness; GEOGRAPHICALLY WEIGHTED REGRESSION; AREAL UNIT PROBLEM; LANDSCAPE STRUCTURE; SPECIES RICHNESS; BIODIVERSITY; MULTISCALE; CITY; INDEXES; HEALTH; AGGREGATION;
D O I
10.1080/13658816.2019.1675072
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Modelling changes in biodiversity have become a necessary component of smart urban planning practices. However, concepts such as biodiversity are often evaluated using area-based composite indices, the results of which are heavily reliant on specific parameters chosen. This paper explores the design and implementation of a butterfly biodiversity index by comparing two widely accepted modelling techniques: principal component analysis and spatial multi-criteria decision analysis (MCDA). A high degree of scale dependency has been demonstrated in previous studies exploring the use of area-based composite measures. To evaluate the impact of scale, each model was assessed at two different spatial resolutions. The outcomes were analyzed, mapped and compared using ordinary least squares, geographically weighted regression and global Moran?s I to evaluate relative biodiversity patterns across the City of Toronto, Canada. Findings indicate that the impact of spatial scale was significant, whereby the coarser resolution models were found to be more highly correlated with biodiversity, compared to the finer resolution models. The results of this study contribute to a growing body of literature that explores key conceptual questions regarding the robustness of GIS-based MCDA, the impact of scale in urban ecology studies, and the use of composite indices to manage spatial ecological data.
引用
收藏
页码:1648 / 1681
页数:34
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