Kvaliteta usluge zaključivanja dubokom neuronskom mrežom u okolini računarstva na rubu

master's thesis

• Title (english): Quality of Service for Deep Neural Network Inference in an Edge Computing Environment
• Author: Leon Banko
• Mentor: Ivana Podnar Žarko (mentor)
• Committee member: Ivana Podnar Žarko (predsjednik povjerenstva)
• Committee member: Mario Kušek (član povjerenstva)
• Committee member: Gordan Ježić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2025-02-24, Croatia

Abstract

U ovom radu je oblikovano rješenje za usmjeravanje podataka s IoT-uređaja do
odgovarajuće usluge zaključivanja modelom duboke neuronske mreže u okolini
računarstva na rubu. Za uslugu zaključivanja iskorištena je neuronska mreža PilotNet i
komprimirane inačice mreže PilotNet. Performance dubokih neuronskih mreža ispitane su
na različitim uređajima s ograničenim sredstvima. Prošireno je postojeće rješenje
posrednika tako da uz postojeći cilj smanjenja mrežnog kašnjenja posrednik uzima u obzir
točnost zaključivanja. Rad posrednika ispitan je u emuliranom okruženju računarstva na
rubu gdje na putu od ruba prema oblaku raste mrežno kašnjenje, ali se mijenjaju i dostupna
sredstva obradnih čvorova.

Abstract (english)

In this thesis, a solution is designed for routing data from IoT devices to the appropriate
inference service using a deep neural network model in an edge computing environment.
The PilotNet neural network and its compressed versions were used as inference services.
The performance of deep neural networks was evaluated on various devices with limited
resources. The existing routing solution has been enhanced so that, in addition to
minimizing network latency, it also considers inference accuracy. This router was tested in
an emulated edge computing environment, where network latency increases from edge to
cloud, while the available resources of processing nodes vary.

• Keywords: računarstvo na rubu; usmjeravanje; duboke neuronske mreže; kvaliteta usluge
• Keywords (english): edge computing; routing; deep neural networks; quality of service
• Language: croatian
• URN:NBN: urn:nbn:hr:168:348308
• Study programme: Title: Computing; Study programme type: university; Study level: graduate; Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Open access
• Created on: 2025-03-12 11:05:14