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Threshold and weighted-distance methods: a combined multiscale approach improves explanatory power of forest carabid beetle abundance in agricultural landscape.
- Source :
- Landscape Ecology; Jan2022, Vol. 37 Issue 1, p159-174, 16p
- Publication Year :
- 2022
-
Abstract
- Context: To analyze the scales at which landscape structure influences ecological processes, two approaches with different underlying ecological assumptions exist; the usual threshold method and the weighted-distance method. Objectives: We used abundance of species to test if the combination of weighted-distance and threshold approaches improves the explained variance of landscape metrics. Methods: We developed a workflow using the two approaches to calculate metrics computed at multiple scales. The latter was developed using weighted metrics based on different weighted-distance functions, and one metric could be selected for more than one spatial scale. Then, we tested the explained variance of species distribution (the activity-density of Abax parallelepipedus) by these two approaches applied independently and then together in modeling a specific ecological response. Results: The combination of metrics computed at multiple scales calculated by both weighted-distance and threshold method improved the predictive performance of the models. More precisely, adding metrics derived from the weighted-distance method to the threshold method significantly increased the explained variance when using the same environmental variables. The mean R<superscript>2</superscript> values of the selected model for the threshold method was 0.34 ± 0.10, 0.49 ± 0.11 with the weighted-distance method, and reached 0.71 ± 0.07 with the two methods combined. These results demonstrate the importance of combining metrics using the weighted-distance method and the threshold method. In addition, activity-density was better explained by metrics selected at multiple scales. Conclusions: This study highlights the importance of combining threshold and weighted-distance method at several scales to improve the explanation of ecological responses based on species abundance. [ABSTRACT FROM AUTHOR]
- Subjects :
- GROUND beetles
LANDSCAPES
SPECIES distribution
PREDICTION models
Subjects
Details
- Language :
- English
- ISSN :
- 09212973
- Volume :
- 37
- Issue :
- 1
- Database :
- Complementary Index
- Journal :
- Landscape Ecology
- Publication Type :
- Academic Journal
- Accession number :
- 155063574
- Full Text :
- https://doi.org/10.1007/s10980-021-01338-z