Search Results - "Self-organizing maps"

Integrated catchment classification across China based on hydroclimatological and geomorphological similarities using self-organizing map and fuzzy c-means clustering for hydrological modeling.

Authors: Niu, Jiefan Zhang, Ke Li, Xi et al.

Source: Hydrology & Earth System Sciences. 2026, Vol. 30 Issue 7, p2013-2036. 24p.

Subject Terms: *Self-organizing maps, *Fuzzy clustering technique, *Runoff analysis, *Hydrogeology, *Hydrologic models, *Classification, *Geomorphology, *Watersheds

Geographic Terms: China

A Novel Method for Land Use Classification Based on Segmentation by a 4D Spectral Feature System and Semantic Assignment.

Authors: Wang, Yue Zhang, Wanshun Liu, Xin et al.

Source: Remote Sensing. Jun2026, Vol. 18 Issue 11, p1709. 24p.

Integrating Self-Organizing Maps, Positive Matrix Factorization and Time-Series Decomposition for Urban Air Pollution Source Apportionment: A Comparative Study of Bulgarian Cities.

Authors: Fornasaro, Stefano Barbieri, Pierluigi Dimitrova, Reneta et al.

Source: Molecules. May2026, Vol. 31 Issue 10, p1725. 18p.

KEY TECHNIQUES FOR REGIONAL ECONOMIC-ECOLOGICAL FUNCTION ZONING BASED ON SOFM AND RANDOM FOREST.

Authors: ZHANG, Y. F. LEE, L.

Source: Applied Ecology & Environmental Research. 2026, Vol. 24 Issue 3, p5247-5266. 20p.

Hydrochemical Typology of Natural Lakes in the Polissia Region Based on Self-Organizing Maps: Implications for Sustainable Water Resources Management.

Authors: Biedunkova, Olha Kuznietsov, Pavlo Tsos, Oksana et al.

Source: Water (20734441). Apr2026, Vol. 18 Issue 8, p926. 25p.

Analysis of Forest Ecosystem Service Clusters and Influencing Factors Based on SOFM and XGBoost Models.

Authors: Cao, Yong Wang, Hao Zhang, Ziwei et al.

Source: Forests (19994907). Apr2026, Vol. 17 Issue 4, p439. 25p.

Data Inventory and Location of Seismic Signals Recorded During the 2021 Unrest on the Island of Vulcano, Italy.

Authors: Falsaperla, Susanna Langer, Horst Spampinato, Salvatore et al.

Source: Applied Sciences (2076-3417); Apr2026, Vol. 16 Issue 7, p3491, 22p

Identification and Application of Flow Units in Tight Sandstone Reservoirs Under Complex Structural Settings Based on the SSOM Algorithm: A Case Study of the Shaximiao Formation in Southern Sichuan Basin.

Authors: Yang, Hanxuan Lu, Jiaxun Deng, Yani et al.

Source: Energies (19961073). Mar2026, Vol. 19 Issue 6, p1397. 19p.

Subject Terms: *Self-organizing maps, *Machine learning, *Geological formations, *Permeability measurement, *Petroleum reservoirs, *Petrophysics

Geographic Terms: Sichuan Sheng (China)

Technical note: Analysis of concentration-discharge hysteresis loops using Self-Organizing Maps.

Authors: Marin-Ramirez, Arlex Mahoney, David Tyler McDaniel, Grace

Source: Hydrology & Earth System Sciences. 2026, Vol. 30 Issue 5, p1359-1379. 21p.

Subject Terms: *Self-organizing maps, *Hysteresis loop, *Python programming language, *Watershed hydrology, *Data analysis, *Sediment transport, *Hydrologic models

Identification and visualisation of zombie firms using self-organizing maps.

Authors: Veganzones, David Séverin, Eric

Source: Annals of Operations Research. Feb2026, Vol. 357 Issue 1, p159-190. 32p.

Data-informed active design space reduction and optimisation using self-organising maps.

Authors: Wang, Ru Li, Haokun Li, Guannan et al.

Source: Journal of Engineering Design. Jan2026, Vol. 37 Issue 1, p33-66. 34p.

Regional Heavy Snowfall Events over the Northwestern Tibetan Plateau Dominated by Distinct Circulation Patterns.

Authors: Zhao, Chen Li, Lun Gao, Wenhua

Source: Journal of Climate. Mar2026, Vol. 39 Issue 6, p1507-1523. 17p.

Subjects: Self-organizing maps, Atmospheric circulation, Circulation models, Weather, Humidity, Snow accumulation, Snow cover

Geographic Terms: Tibet (China)

Physically interpretable unsupervised thermographic clustering for structural alteration diagnostics in ancient jade artifacts.

Authors: Tang, Haifeng Yang, Xue Lian, Jue et al.

Source: npj Heritage Science. 3/12/2026, Vol. 14 Issue 1, p1-11. 11p.

A Machine Learning-Based Multi-Objective Optimization and Decision Support Framework for Age-Friendly Outdoor Activity Spaces.

Authors: Wang, Hui Zhang, Rui Jiang, Ling et al.

Source: Buildings (2075-5309); Mar2026, Vol. 16 Issue 5, p1088, 29p

Construction of the ecological security pattern in the Shanxi section of the Yellow River Basin based on SOM.

Authors: Jinming, Zhang Yuqiong, Shi

Source: Journal of Shanxi Agricultural University (Natural Science Edition). 2026, Vol. 46 Issue 2, p136-148. 13p.

Objective Neural Network-Based Flow Regime Classifiers with Application to Vertical, Narrow, Rectangular Channels and Round Pipe Geometry.

Authors: Khandelwal, Akshay Kumar Tsoukalas, Charie A. Zhao, Yang et al.

Source: Journal of Nuclear Engineering (JNE). Mar2026, Vol. 7 Issue 1, p15. 19p.

A topological map of the genetic components of grapevine—Admixture meets SOMmelier machine learning.

Authors: Baloyan, Anush Konecny, Tomas Hovhannisyan, Emma et al.

Source: PLoS Computational Biology. 2/20/2026, Vol. 22 Issue 2, p1-24. 24p.

Influence of Sewage Sludge Ash on Clay Properties.

Authors: Cabalar, Ali Firat Akbulut, Nurullah Yildiz, Ozgur

Source: Applied Sciences (2076-3417); Feb2026, Vol. 16 Issue 4, p1727, 21p

Accuracy improvements for electroencephalography (EEG) eye state classification using eXtreme gradient boosting and cluster ensembles.

Authors: Alghamdi, Abdullah Nilashi, Mehrbakhsh Ali Abumalloh, Rabab et al.

Source: EURASIP Journal on Advances in Signal Processing; 2/9/2026, Vol. 2026 Issue 1, p1-21, 21p

A dynamic neuro-fuzzy approach for pattern classification.

Authors: Veisi, Erfan Bigham, Bahram Sadeghi Vasighi, Mahdi

Source: Computational Methods for Differential Equations. Jan2026, Vol. 14 Issue 1, p337-347. 11p.