Detekcija korisničkih preferencija i upravljanje osvjetljenjem u pametnom domu

master's thesis

• Title (english): User preference detection and lighting management in smart home environment
• Author: Marko Gašparac
• Mentor: Pavle Skočir (mentor)
• Committee member: Pavle Skočir (predsjednik povjerenstva)
• Committee member: Gordan Ježić (član povjerenstva)
• Committee member: Mario Kušek (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2021-07-15, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Paradigma Interneta stvari nova je mrežna paradigma koja je zahvaljujući svojoj inovativnosti, ali i širokoj domeni primjene u strelovitom porastu. Budući da je pred nama još mnogo tehnoloških izazova koje je potrebno savladati kako bi zaživjela svoj puni potencijal, predmet je mnogih istraživanja u akademskoj zajednici, a očekivanja od nje velika su. Kognitivni Internet stvari imitacijom osnovnih kognitivnih procesa i tehnika ljudske spoznaje omogućuje fizičkim i virtualnim uređajima da uče, razmišljaju i zaključuju iz okoline u kojoj se nalaze. Tako ih integriramo s čovjekom, ljudskim društvom i njegovim potrebama. Postaju inteligentni, te donose pametne odluke. Po uzoru na osnovne teorijske principe na kojima počiva paradigma kognitivnog Interneta stvari, razvijen je programski sustav za detekciju korisničkih preferencija o osvjetljenju u prostoriji koristeći unaprijedne potpuno povezane umjetne neuronske mreže, te za pregovaranje o optimalnoj razini istog s ostalima u prostoriji po uzoru na višeagentske sustave. Oblikovani sustav otvoren je za promjene, te ga je lako integrirati u vlastito okružje kako bi se koristio u komunikaciji sa stvarnim senzorskim i aktuatorskim uređajima.

Abstract (english)

The Internet of Things is an emerging paradigm that is rapidly growing in popularity due to its innovation and widespread use cases. It still has not reached its full potential and faces lots of challenges, so it is currently very popular research topic in academia. Expectations of it are high. Cognitive Internet of Things imitates fundamental cognitive processes of human being and therefore enables physical and virtual devices to learn, think and infer from the environment. They are integrated with humans, human society and their needs. They become intelligent and make smart decisions. Inspired by the theoretical principles of Cognitive Internet of Things, a system was developed that detects user lighting preferences in a room using feed forward artificial
neural networks. The same system negotiates about the optimal lighting in the room with others in form of a multiagent system. Designed system is opened for changes and is easily integrated with other environments where it can interact with real sensor and actuator devices.

• Keywords: Internet stvari; kognitivni Internet stvari; pametni dom; neuronska mreža; višeagentski sustav; pregovori
• Keywords (english): Internet of Things; Cognitive Internet of Things; Smart home environment; Artificial neural network; Multiagent systems; Negotiations
• Language: croatian
• URN:NBN: urn:nbn:hr:168:312915
• 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: Closed access
• Created on: 2023-01-13 12:18:07