A review of self-organizing map applications in meteorology and oceanography

Y Liu, RH Weisberg - Self-organizing maps: applications and …, 2011 - books.google.com
Coupled ocean-atmosphere science steadily advances with increasing information obtained
from long-records of in situ observations, multiple-year archives of remotely sensed satellite …

Self-organizing maps: applications to synoptic climatology

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 …

Climate zoning for buildings: from basic to advanced methods—a review of the scientific literature

A Remizov, SA Memon, JR Kim - Buildings, 2023 - mdpi.com
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 …

[PDF][PDF] Consensus between GCM climate change projections with empirical downscaling: precipitation downscaling over South Africa

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 …

Performance evaluation of the self‐organizing map for feature extraction

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 …

Potential of multivariate quantitative methods for delineation and visualization of ecoregions

WW Hargrove, FM Hoffman - Environmental management, 2004 - Springer
Multivariate clustering based on fine spatial resolution maps of elevation, temperature,
precipitation, soil characteristics, and solar inputs has been used at several specified levels …

[PDF][PDF] Bibliography of self-organizing map (SOM) papers: 1998–2001 addendum

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 …

人工神经网络模型在地学研究中的应用进展

李双成, 郑度 - 地球科学进展, 2003 - adearth.ac.cn
人工神经网络模型在地学研究中的应用进展 地球科学进展 首页 期刊介绍 编委会 期刊在线 当期
目录 优先出版 过刊浏览 下载排行 点击排行 作者中心 政策制度 出版道德声明 编辑政策 开放获取 …

The self-organizing map in synoptic climatological research

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 …

Patterns of ocean current variability on the West Florida Shelf using the self‐organizing map

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 …