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Uporaba umetne inteligence za načrtovanje in optimizacijo lastnosti hidrogelov v biomedicini
ID Možina, Gregor (Author), ID Kopač, Tilen (Mentor) More about this mentor... This link opens in a new window

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Abstract
V diplomskem delu sem predstavil uporabo umetne inteligence pri optimizaciji in razvoju hidrogelov v biomedicini. Sprva sem se osredotočil na same hidrogele in preučil njihove glavne lastnosti in različne načine priprave. Nato sem podrobneje raziskal področje umetne inteligence, njene poddomene, glavne pristope učenja in različne algoritme za analizo podatkov. Preučil sem tudi optimizacijo tako obstoječih hidrogelov, kot načrtovanje novih in izpostavil glavne izzive, s katerimi se pri tem srečujemo. Na koncu sem se poglobil v različne aplikacije hidrogelov v biomedicini, kot so 3D biotiskanje, kontrolirano sproščanje učinkovine, sistem za celjenje ran in biosenzorje. Analiza optimizacije naštetih procesov je potrdila prednosti uporabe umetne inteligence in izpostavila ključnost njenega pomena pri nadaljnjem razvoju biomedicine.

Language:Slovenian
Keywords:hidrogeli, umetna inteligenca, optimizacija, biomedicina
Work type:Bachelor thesis/paper
Typology:2.11 - Undergraduate Thesis
Organization:FKKT - Faculty of Chemistry and Chemical Technology
Year:2025
PID:20.500.12556/RUL-171733 This link opens in a new window
COBISS.SI-ID:248768003 This link opens in a new window
Publication date in RUL:01.09.2025
Views:225
Downloads:47
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Secondary language

Language:English
Title:Application of artificial intelligence for designing and optimizing hydrogel properties in biomedicine
Abstract:
In my thesis, I presented the use of artificial intelligence in the optimization and development of hydrogels in biomedicine. Initially, my focus was on hydrogels themselves, their core properties and preparation. Next, I explored the field of artificial intelligence, its subdomains, main learning approaches and different algorithms for data analysis. I also examined the optimization of existing hydrogels including the design of new ones, and highlighted the main challenges encountered in the process. Lastly, I examined different hydrogel applications in biomedicine, such as 3D bioprinting, controlled drug release, wound healing systems and biosensors. The analysis of the optimization of these processes confirmed the advantages of using artificial intelligence and marked the critical importance of its role in the future development of biomedicine.

Keywords:hydrogels, artificial intelligence, optimization, biomedicine

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