BC Hewitson, RG Crane - Climate Research, 2002 - int-res.com
Self organizing maps (SOMs) are used to locate archetypal points that describe the multi- dimensional distribution function of a gridded sea level pressure data set for the northeast …
Understanding the link between the energy-efficiency of buildings and climatic conditions can improve the design of energy-efficient housing. Due to global climate change and …
BC Hewitson, RG Crane - International Journal of Climatology: A Journal …, 2006 - Citeseer
This paper discusses issues that surround the development of empirical downscaling techniques as context for presenting a new approach based on self-organizing maps …
Y Liu, RH Weisberg… - Journal of Geophysical …, 2006 - Wiley Online Library
Despite its wide applications as a tool for feature extraction, the Self‐Organizing Map (SOM) remains a black box to most meteorologists and oceanographers. This paper evaluates the …
Multivariate clustering based on fine spatial resolution maps of elevation, temperature, precipitation, soil characteristics, and solar inputs has been used at several specified levels …
M Oja, S Kaski, T Kohonen - Neural computing surveys, 2003 - researchgate.net
Abstract The Self-Organizing Map (SOM) algorithm has attracted a great deal of interest among researches and practitioners in a wide variety of fields. The SOM has been analyzed …
SC Sheridan, CC Lee - Progress in Physical Geography, 2011 - journals.sagepub.com
Self-organizing maps (SOMs) are a relative newcomer to synoptic climatology; the method itself has only been utilized in the field for around a decade. In this article, we review the …
Y Liu, RH Weisberg - Journal of Geophysical Research …, 2005 - Wiley Online Library
Patterns of ocean current variability are examined on the West Florida Shelf by a neural network analysis based on the self‐organizing map (SOM), using time series of moored …