Razvoj avtonomnega agenta za optimirano ustvarjanje dobička v simulirani igri deljenih skladišč

Varljen, Sergej (author), Podržaj, Primož (mentor)

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
• UDC: 621.319.71:004.94:004.896(043.2)
• COBISS.SI-ID: 192561923
• Publication date in RUL: 28.03.2024

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