Pregled bibliografske jedinice broj: 95232
Application of self-organizing maps for the classification of chromatographic systems and prediction of values of chromatographic quantities
Application of self-organizing maps for the classification of chromatographic systems and prediction of values of chromatographic quantities // Journal of Chromatography A, 925 (2001), 1-2; 31-40 doi:10.1016/S0021-9673(01)01010-X (međunarodna recenzija, članak, znanstveni)
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Naslov
Application of self-organizing maps for the classification of chromatographic systems and prediction of values of chromatographic quantities
Autori
Debeljak, Željko ; Strapač, Martina ; Medić-Šarić, Marica
Izvornik
Journal of Chromatography A (0021-9673) 925
(2001), 1-2;
31-40
Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni
Ključne riječi
Self-organizing maps; Principal component analysis; Response surface modeling
Sažetak
The applicability of self-organizing maps (SOM) for the classification of chromatographic systems or components of chromatographic systems based on data taken from literature is shown. The SOM approach is compared to dendrogram and principal components analysis (PCA) approaches. It has been shown that the distance between classified objects could reveal linear correspondence with quantity to be optimized, e.g. resolution, so it can be applied in the chromatographic method development. SOMs can also be applied for prediction of chromatographic quantities. It is shown that SOM-based response surface modeling is comparable to triangular presentation of mobile phase composition response surfaces.
Izvorni jezik
Engleski
Znanstvena područja
Farmacija
Citiraj ovu publikaciju:
Časopis indeksira:
- Current Contents Connect (CCC)
- Web of Science Core Collection (WoSCC)
- Science Citation Index Expanded (SCI-EXP)
- SCI-EXP, SSCI i/ili A&HCI
- Scopus
- MEDLINE
Uključenost u ostale bibliografske baze podataka::
- CA Search (Chemical Abstracts)
