Biogeographic classification of the Caspian Sea

Like other inland seas, the Caspian Sea (CS) has been influenced by climate change and anthropogenic disturbance during recent decades, yet the scientific understanding of this water body remains poor. In this study, an eco-geographical classification of the CS based on physical information derived...

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Published in:Biogeosciences
Main Authors: F. Fendereski, M. Vogt, M. R. Payne, Z. Lachkar, N. Gruber, A. Salmanmahiny, S. A. Hosseini
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2014
Subjects:
Online Access:https://doi.org/10.5194/bg-11-6451-2014
https://doaj.org/article/9defb3c1f0dd4b00be0da576180fe064
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spelling ftdoajarticles:oai:doaj.org/article:9defb3c1f0dd4b00be0da576180fe064 2023-05-15T18:18:47+02:00 Biogeographic classification of the Caspian Sea F. Fendereski M. Vogt M. R. Payne Z. Lachkar N. Gruber A. Salmanmahiny S. A. Hosseini 2014-11-01T00:00:00Z https://doi.org/10.5194/bg-11-6451-2014 https://doaj.org/article/9defb3c1f0dd4b00be0da576180fe064 EN eng Copernicus Publications http://www.biogeosciences.net/11/6451/2014/bg-11-6451-2014.pdf https://doaj.org/toc/1726-4170 https://doaj.org/toc/1726-4189 1726-4170 1726-4189 doi:10.5194/bg-11-6451-2014 https://doaj.org/article/9defb3c1f0dd4b00be0da576180fe064 Biogeosciences, Vol 11, Iss 22, Pp 6451-6470 (2014) Ecology QH540-549.5 Life QH501-531 Geology QE1-996.5 article 2014 ftdoajarticles https://doi.org/10.5194/bg-11-6451-2014 2022-12-31T12:44:08Z Like other inland seas, the Caspian Sea (CS) has been influenced by climate change and anthropogenic disturbance during recent decades, yet the scientific understanding of this water body remains poor. In this study, an eco-geographical classification of the CS based on physical information derived from space and in situ data is developed and tested against a set of biological observations. We used a two-step classification procedure, consisting of (i) a data reduction with self-organizing maps (SOMs) and (ii) a synthesis of the most relevant features into a reduced number of marine ecoregions using the hierarchical agglomerative clustering (HAC) method. From an initial set of 12 potential physical variables, 6 independent variables were selected for the classification algorithm, i.e., sea surface temperature (SST), bathymetry, sea ice, seasonal variation of sea surface salinity (DSSS), total suspended matter (TSM) and its seasonal variation (DTSM). The classification results reveal a robust separation between the northern and the middle/southern basins as well as a separation of the shallow nearshore waters from those offshore. The observed patterns in ecoregions can be attributed to differences in climate and geochemical factors such as distance from river, water depth and currents. A comparison of the annual and monthly mean Chl a concentrations between the different ecoregions shows significant differences (one-way ANOVA, P < 0.05). In particular, we found differences in phytoplankton phenology, with differences in the date of bloom initiation, its duration and amplitude between ecoregions. A first qualitative evaluation of differences in community composition based on recorded presence–absence patterns of 25 different species of plankton, fish and benthic invertebrate also confirms the relevance of the ecoregions as proxies for habitats with common biological characteristics. Article in Journal/Newspaper Sea ice Directory of Open Access Journals: DOAJ Articles Biogeosciences 11 22 6451 6470
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
spellingShingle Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
F. Fendereski
M. Vogt
M. R. Payne
Z. Lachkar
N. Gruber
A. Salmanmahiny
S. A. Hosseini
Biogeographic classification of the Caspian Sea
topic_facet Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
description Like other inland seas, the Caspian Sea (CS) has been influenced by climate change and anthropogenic disturbance during recent decades, yet the scientific understanding of this water body remains poor. In this study, an eco-geographical classification of the CS based on physical information derived from space and in situ data is developed and tested against a set of biological observations. We used a two-step classification procedure, consisting of (i) a data reduction with self-organizing maps (SOMs) and (ii) a synthesis of the most relevant features into a reduced number of marine ecoregions using the hierarchical agglomerative clustering (HAC) method. From an initial set of 12 potential physical variables, 6 independent variables were selected for the classification algorithm, i.e., sea surface temperature (SST), bathymetry, sea ice, seasonal variation of sea surface salinity (DSSS), total suspended matter (TSM) and its seasonal variation (DTSM). The classification results reveal a robust separation between the northern and the middle/southern basins as well as a separation of the shallow nearshore waters from those offshore. The observed patterns in ecoregions can be attributed to differences in climate and geochemical factors such as distance from river, water depth and currents. A comparison of the annual and monthly mean Chl a concentrations between the different ecoregions shows significant differences (one-way ANOVA, P < 0.05). In particular, we found differences in phytoplankton phenology, with differences in the date of bloom initiation, its duration and amplitude between ecoregions. A first qualitative evaluation of differences in community composition based on recorded presence–absence patterns of 25 different species of plankton, fish and benthic invertebrate also confirms the relevance of the ecoregions as proxies for habitats with common biological characteristics.
format Article in Journal/Newspaper
author F. Fendereski
M. Vogt
M. R. Payne
Z. Lachkar
N. Gruber
A. Salmanmahiny
S. A. Hosseini
author_facet F. Fendereski
M. Vogt
M. R. Payne
Z. Lachkar
N. Gruber
A. Salmanmahiny
S. A. Hosseini
author_sort F. Fendereski
title Biogeographic classification of the Caspian Sea
title_short Biogeographic classification of the Caspian Sea
title_full Biogeographic classification of the Caspian Sea
title_fullStr Biogeographic classification of the Caspian Sea
title_full_unstemmed Biogeographic classification of the Caspian Sea
title_sort biogeographic classification of the caspian sea
publisher Copernicus Publications
publishDate 2014
url https://doi.org/10.5194/bg-11-6451-2014
https://doaj.org/article/9defb3c1f0dd4b00be0da576180fe064
genre Sea ice
genre_facet Sea ice
op_source Biogeosciences, Vol 11, Iss 22, Pp 6451-6470 (2014)
op_relation http://www.biogeosciences.net/11/6451/2014/bg-11-6451-2014.pdf
https://doaj.org/toc/1726-4170
https://doaj.org/toc/1726-4189
1726-4170
1726-4189
doi:10.5194/bg-11-6451-2014
https://doaj.org/article/9defb3c1f0dd4b00be0da576180fe064
op_doi https://doi.org/10.5194/bg-11-6451-2014
container_title Biogeosciences
container_volume 11
container_issue 22
container_start_page 6451
op_container_end_page 6470
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