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Razvoj avtonomnega agenta za optimirano ustvarjanje dobička v simulirani igri deljenih skladišč
ID Varljen, Sergej (Author), ID Podržaj, Primož (Mentor) More about this mentor... This link opens in a new window

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Abstract
V magistrski nalogi je obravnavan koncept deljene proizvodnje in problematika odločanja avtonomnih proizvodnih enot, ki jo lahko v jedru definiramo kot variacijo matematičnega problema tajnice. Hipoteza, da je proces odločanja avtonomnih proizvodnih enot možno delegirati na umetno inteligenco, je preverjena s pomočjo simulacij igre deljenih skladišč, ki predstavlja poenostavljen koncept deljene proizvodnje v virtualnem okolju. Rezultati nakazujejo, da je umetna inteligenca sposobna uspešno reševati kompleksne probleme na področju teorije odločanja in teorije iger.

Language:Slovenian
Keywords:deljena proizvodnja, umetna inteligenca, teorija odločanja, teorija iger, delitvena ekonomija, problem tajnice
Work type:Master's thesis/paper
Typology:2.09 - Master's Thesis
Organization:FS - Faculty of Mechanical Engineering
Place of publishing:Ljubljana
Publisher:[S. Varljen]
Year:2024
Number of pages:XX, 56, [2] str.
PID:20.500.12556/RUL-155371 This link opens in a new window
UDC:621.319.71:004.94:004.896(043.2)
COBISS.SI-ID:192561923 This link opens in a new window
Publication date in RUL:28.03.2024
Views:225
Downloads:195
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Secondary language

Language:English
Title:Development of an autonomous agent for optimized profit generation in a simulated game of shared inventories
Abstract:
This master's thesis discusses the concept of shared manufacturing and the decision-making problem of autonomous production units, which can in essence be defined as a variation of the secretary problem. The hypothesis that the decision-making process of autonomous production units can be delegated to artificial intelligence is verified by running simulations of a game of shared warehouses, which represents a simplified concept of shared manufacturing in a virtual environment. The results show that artificial intelligence is capable of successfully solving problems in the field of decision theory and game theory.

Keywords:shared manufacturing, artificial intelligence, decision theory, game theory, shared economy, secretary problem

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