Back to Search Start Over

Representation of European hydroclimatic patterns with self-organizing maps

Authors :
Filip Strnad
Yannis Markonis
Source :
The Holocene. 30:1155-1162
Publication Year :
2020
Publisher :
SAGE Publications, 2020.

Abstract

Self-organizing maps provide a powerful, non-linear technique of dimensionality reduction that can be used to identify clusters with similar attributes. Here, they were constructed from a 1000-year-long gridded palaeoclimatic dataset, namely the Old World Drought Atlas, to detect regions of homogeneous hydroclimatic variability across the European continent. A classification scheme of 10 regions was found to describe most efficiently the spatial properties of Europe’s hydroclimate. These regions were mainly divided into a northern and a southern subset, linked together with a northwest-to-southeast orientation. Further analysis of the classification scheme with complex networks confirmed the divergence between the northern and southern components of European hydroclimate, also revealing that is not strongly correlated to the Iberian Peninsula. On the contrary, the region covering the British Isles, France and Germany appeared to be linked to both branches, implying links of hydroclimate with atmospheric/oceanic circulation.

Subjects

Subjects :
bepress|Physical Sciences and Mathematics
Self-organizing map
EarthArXiv|Physical Sciences and Mathematics|Oceanography and Atmospheric Sciences and Meteorology
Archeology
bepress|Physical Sciences and Mathematics|Physics
010504 meteorology & atmospheric sciences
EarthArXiv|Physical Sciences and Mathematics|Environmental Sciences
Computer science
EarthArXiv|Physical Sciences and Mathematics|Physics
0208 environmental biotechnology
bepress|Physical Sciences and Mathematics|Earth Sciences
02 engineering and technology
EarthArXiv|Physical Sciences and Mathematics|Earth Sciences
01 natural sciences
bepress|Life Sciences
bepress|Physical Sciences and Mathematics|Oceanography and Atmospheric Sciences and Meteorology|Climate
bepress|Physical Sciences and Mathematics|Oceanography and Atmospheric Sciences and Meteorology
EarthArXiv|Life Sciences
bepress|Physical Sciences and Mathematics|Earth Sciences|Hydrology
bepress|Physical Sciences and Mathematics|Environmental Sciences
0105 earth and related environmental sciences
Earth-Surface Processes
Global and Planetary Change
Ecology
business.industry
Dimensionality reduction
Representation (systemics)
EarthArXiv|Physical Sciences and Mathematics|Oceanography and Atmospheric Sciences and Meteorology|Climate
Paleontology
Pattern recognition
EarthArXiv|Physical Sciences and Mathematics
020801 environmental engineering
Statistical classification
EarthArXiv|Physical Sciences and Mathematics|Planetary Sciences
Artificial intelligence
EarthArXiv|Physical Sciences and Mathematics|Earth Sciences|Hydrology
business

Details

ISSN :
14770911 and 09596836
Volume :
30
Database :
OpenAIRE
Journal :
The Holocene
Accession number :
edsair.doi.dedup.....44be01268176007bd8b7158ff57e4fa9
Full Text :
https://doi.org/10.1177/0959683620913924