Spatial analysis of stream invertebrates distribution in the Adour-Garonne drainage basin (France), using Kohonen self organizing maps

被引:72
作者
Céréghino, R [1 ]
Giraudel, JL [1 ]
Compin, A [1 ]
机构
[1] Univ Toulouse 3, Ctr Ecol Syst Aquat Continentaux, UMR C5576, F-31062 Toulouse 4, France
关键词
self-organizing maps; neural networks; aquatic insects; spatial distribution; classification; Ephemeroptera; Plecoptera; Trichoptera; Coleoptera; benthic fauna;
D O I
10.1016/S0304-3800(01)00304-0
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
We analysed the regional distribution of 283 lotic macroinvertebrate species from four insect orders (Ephemeroptera, Plecoptera, Trichoptera, Coleoptera = EPTC) in the Adour-Garonne drainage basin (South-Western France, surface = 116 000 km(2)). The aim of this work was to provide a stream classification based on characteristic species assemblages. The faunistic data corresponded to the occurrence (presence or absence) of 283 species at 252 sampling sites. These data were computed with the Kohonen self organised map algorithm (SOM) (Kohonen, Self-Organizing Maps, volume30 of Springer Series in Information Sciences. Springer, Berlin, Heidelberg. (Second Extended Edition 1997)). This neural network algorithm has already been successfully used in ecology (Giraudel et al., Artificial neural networks, applications to ecology and evolution. Springer-Verlag, (in press); Chon et al., Ecol. Model., 90, 1996, 69-78) for communities patternizing. SOM enable visualisation of the complex species assemblage in a two-dimensional space, preserving the topology of the input data. Then, using the U-matrix method, it was possible to classify the data without prior knowledge. Four major EPTC regions were characterised within the drainage basin (Massif Central mountains, Pyrenees mountains, Piedmont and plains, Toulouse city agglomeration), along with their theoretical species assemblage. The number of species characterising each region ranged from 45 to 159, underlining the spatial (i.e. longitudinal and geographical) differences in EPTC assemblages. The main interest of our results is that the stability of these theoretical assemblages may be used to define representative and/or reference sites for biological surveillance, as any change in species composition within a given EPTC region can be considered as a biological indicator of environmental changes. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:167 / 180
页数:14
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