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som algorithm  (MathWorks Inc)


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    MathWorks Inc som algorithm
    Som Algorithm, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/som+algorithm/pm40082291-72-1-6
    Average 90 stars, based on 1 article reviews
    som algorithm - by Bioz Stars, 2026-09
    90/100 stars

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    Article Title: Spatial pattern of groundwater chemistry in a typical piedmont plain of Northern China driven by natural and anthropogenic forces
    Article Snippet: In the present study, the MATLAB software (version R2021b) was used to implement the SOM algorithm described above.

    Article Title: Impact of long-term mining activity on groundwater dynamics in a mining district in Xinjiang coal Mine Base, Northwest China: insight from geochemical fingerprint and machine learning.
    Article Snippet: Long-term coal mining could lead to a serious of geo-environmental problems.. However, less comprehensive identification of factors controlling the groundwater dynamics were involved in previous studies.. This study focused on 68 groundwater samples collected before and after mining activities, Self-Organizing Maps (SOM) combining with Principal Component Analysis (PCA) derived that the groundwater samples were classified into five clusters.

    Article Title: Prediction of sulfate concentrations in groundwater in areas with complex hydrogeological conditions based on machine learning.
    Article Snippet: • A unique dataset of 17 hydrochemistry indexes measured at 501 wells was

    Article Title: Identifying the genetic mechanism of medium-low temperature fluoride-enriched geothermal groundwater by the self-organizing map and evaluating health risk in the Wugongshan area, southeast China.
    Article Snippet: Fluoride-enriched groundwater is a serious threat for groundwater supply around the world.. The medium–low temperature fluoride-enriched geothermal groundwater resource is widely distributed in the circum-Wugongshan area.. And the fluoride concentration of all geothermal samples exceeds the WHO permissible limit of 1.5 mg/L.

    Article Title: Identification of salinity sources in groundwater at Golgohar Mine using self-organizing maps (SOM) and correlation analysis: a hydrogeochemical and isotopic approach, south-central Iran.
    Article Snippet: Understanding the hydrogeological regime and identifying the sources of salinity in mine pits are crucial for effective groundwater management and mining operations.. This study investigates the hydrogeochemistry of the Golgohar Mines in south-central Iran, focusing on Mine Pit No. 2 and the Kheirabad Salt Pan, using a multi-proxy approach that includes Self-Organizing Maps (SOM), Hierarchical Clustering Analysis (HCA), hydrochemical diagrams, and stable isotopic analysis (δ2H, δ18O) and tritium.. 20 sampling points were selected for hydrogeochemical analyses, 16 sampling points for stable isotopes of δ18O and δ2H, and 4 samples for the tritium radioisotope, with sampling conducted during both wet and dry seasons.


    Article Title: Hydrochemical insights into spatiotemporal characteristics of groundwater salinization and health risk assessment of fluoride in the south bank of Yellow River irrigation area, Northwest China.
    Article Snippet: The groundwater salinization problem in the south bank of the Yellow River irrigation area is severe, restricting the sustainability of groundwater resources.. However, the groundwater salinization formation mechanism is unclear.. Accordingly, this study analyzed the chemical characteristics and salinization mechanism of groundwater based on hydrochemical analyses (self-organizing maps, SOM), isotope analyses (δ18O and δD), and quantitative models (Rayleigh distillation model), as well as evaluating the potential health risks of fluoride.




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