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The Role of Synoptic Cyclones for the Formation of Arctic Summer Circulation Patterns as Clustered by Self-Organizing Maps
by
Kim, Joo-Hong
, Lee, Min-Hee
in
Algorithms
/ Annual variations
/ Anomalies
/ Arctic circulation
/ Arctic climates
/ Arctic cyclones
/ Arctic summer circulation patterns
/ Atmospheric circulation
/ Atmospheric circulation patterns
/ Climate
/ Cluster analysis
/ Clustering
/ cyclone detection and tracking
/ Cyclone tracks
/ Cyclones
/ Cyclonic activity
/ Dipoles
/ extra-tropical synoptic cyclones
/ Ice
/ Interannual variability
/ Investigations
/ Low pressure
/ Neural networks
/ Ocean circulation
/ Oceans
/ Pressure
/ Pressure anomalies
/ Sea level
/ Sea level pressure
/ Self organizing maps
/ self-organizing maps (SOMs)
/ Summer
/ Summer circulation
/ Temperature gradients
/ Tropical climate
/ Weather
/ Weather patterns
/ Winter
2019
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The Role of Synoptic Cyclones for the Formation of Arctic Summer Circulation Patterns as Clustered by Self-Organizing Maps
by
Kim, Joo-Hong
, Lee, Min-Hee
in
Algorithms
/ Annual variations
/ Anomalies
/ Arctic circulation
/ Arctic climates
/ Arctic cyclones
/ Arctic summer circulation patterns
/ Atmospheric circulation
/ Atmospheric circulation patterns
/ Climate
/ Cluster analysis
/ Clustering
/ cyclone detection and tracking
/ Cyclone tracks
/ Cyclones
/ Cyclonic activity
/ Dipoles
/ extra-tropical synoptic cyclones
/ Ice
/ Interannual variability
/ Investigations
/ Low pressure
/ Neural networks
/ Ocean circulation
/ Oceans
/ Pressure
/ Pressure anomalies
/ Sea level
/ Sea level pressure
/ Self organizing maps
/ self-organizing maps (SOMs)
/ Summer
/ Summer circulation
/ Temperature gradients
/ Tropical climate
/ Weather
/ Weather patterns
/ Winter
2019
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Do you wish to request the book?
The Role of Synoptic Cyclones for the Formation of Arctic Summer Circulation Patterns as Clustered by Self-Organizing Maps
by
Kim, Joo-Hong
, Lee, Min-Hee
in
Algorithms
/ Annual variations
/ Anomalies
/ Arctic circulation
/ Arctic climates
/ Arctic cyclones
/ Arctic summer circulation patterns
/ Atmospheric circulation
/ Atmospheric circulation patterns
/ Climate
/ Cluster analysis
/ Clustering
/ cyclone detection and tracking
/ Cyclone tracks
/ Cyclones
/ Cyclonic activity
/ Dipoles
/ extra-tropical synoptic cyclones
/ Ice
/ Interannual variability
/ Investigations
/ Low pressure
/ Neural networks
/ Ocean circulation
/ Oceans
/ Pressure
/ Pressure anomalies
/ Sea level
/ Sea level pressure
/ Self organizing maps
/ self-organizing maps (SOMs)
/ Summer
/ Summer circulation
/ Temperature gradients
/ Tropical climate
/ Weather
/ Weather patterns
/ Winter
2019
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The Role of Synoptic Cyclones for the Formation of Arctic Summer Circulation Patterns as Clustered by Self-Organizing Maps
Journal Article
The Role of Synoptic Cyclones for the Formation of Arctic Summer Circulation Patterns as Clustered by Self-Organizing Maps
2019
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Overview
Contribution of extra-tropical synoptic cyclones to the formation of mean summer atmospheric circulation patterns in the Arctic domain (≥60° N) was investigated by clustering dominant Arctic circulation patterns based on daily mean sea-level pressure using self-organizing maps (SOMs). Three SOM patterns were identified; one pattern had prevalent low-pressure anomalies in the Arctic Circle (SOM1), while two exhibited opposite dipoles with primary high-pressure anomalies covering the Arctic Ocean (SOM2 and SOM3). The time series of their occurrence frequencies demonstrated the largest inter-annual variation in SOM1, a slight decreasing trend in SOM2, and the abrupt upswing after 2007 in SOM3. Analyses of synoptic cyclone activity using the cyclone track data confirmed the vital contribution of synoptic cyclones to the formation of large-scale patterns. Arctic cyclone activity was enhanced in the SOM1, which was consistent with the meridional temperature gradient increases over the land–Arctic ocean boundaries co-located with major cyclone pathways. The composite daily synoptic evolution of each SOM revealed that all three SOMs persisted for less than five days on average. These evolutionary short-term weather patterns have substantial variability at inter-annual and longer timescales. Therefore, the synoptic-scale activity is central to forming the seasonal-mean climate of the Arctic.
Publisher
MDPI AG
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