o:3269 Metod za generisanje linearnog rasporeda korelisanih elemenata primenom veštačke inteligencije Method for linear layout generation of correlated elements using artificial intelligence : doctoral dissertation sr The aim of this dissertation is to formally define and address the problem of linear arrangement of correlated elements, which appears across numerous domains. As a solution, a method based on convolutional neural networks is proposed, utilizing an innovative data encoding approach through multichannel binary sequences. This approach enables efficient learning of spatial relationships and precise dimensional reasoning, even under conditions of limited data availability.A dataset was developed for evaluating the spatial reasoning capabilities of machine learning models. Experimental analyses demonstrated that the proposed method successfully learns fundamental spatial relations and outperforms existing approaches, particularly in scenarios with a small number of training examples.The method was applied in two domains: architecture, where it was used for automatic generation of linear kitchen layouts, and beekeeping, where it was applied to the problem of predicting hive weight changes based on meteorological data. In both cases, its applicability and robustness were confirmed.The dissertation thus contributes to the formalization of an important practical problem, the development of a generic method for its solution, the creation of evaluation datasets, and the demonstration of its broad applicability in real-world environments. Biografija: str. 117-119.Bibliografija: str. 101-111. Datum odbrane: 6.3.2026. Artificial intelligence 91552100 189554441 91552101 8828 2026-04-29T11:26:08.053Z 45 no 46 Jelena Lj., 1992- Pejić 135192329 2025 63 mentor Marko, 1984- Petković 7704935 2025 63 član komisije Zoran, 1964- Perić 7648359 2025 63 član komisije Aleksandar B., 1989- Trokicić 79656969 2025 63 mentor Boban, 1977- Stojanović 9667943 2025 119 str. 19256425 http://phaidrani.ni.ac.rs/o:3269 no yes 12 2026-04-29T11:26:08.320Z 70 veštačka inteligencija, konvolucione neuronske mreže, prostorno rezonovanje, dizajniranje rasporeda, generisanje enterijera, precizno pčelarstvo, predikcija težine košnice artificial intelligence, convolutional neural networks, spatial reasoning, layout design, interior design, precision beekeeping, hive weight prediction 519.852:004.8(043.3) P 176 1738 18A07 18A0701 2025