Predviđanje okupiranosti prostorije na temelju povijesnih podataka o okupiranosti iz očitanja niskoenergetskog Bluetooth beacon sustava

undergraduate thesis

• Title (english): Prediction of Room Occupancy Based on Historical Occupancy Data from Readings of the Bluetooth Low Energy Beacon System
• Author: Hari Barić
• Mentor: Mario Vašak (mentor)
• Committee member: Mario Vašak (predsjednik povjerenstva)
• Committee member: Antonio Starčić (član povjerenstva)
• Committee member: Anita Martinčević (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2017-09-06, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Poznavanjem stanja okupiranosti prostorije te točnim predviđanjem okupiranosti značajno se može unaprijediti energetska učinkovitost zgrada ukoliko se navedene informacije koriste pri upravljanju sustavima grijanja i hlađenja zgrada. U ovom radu realizirano je sakupljanje podataka o okupiranosti u odabranim prostorijama 9. kata neboderske zgrade FER-a na minutnoj rezoluciji u postojeću bazu podataka za upravljanje sustavom grijanja i hlađenja, korištenjem niskoenergetskog Bluetooth beacon sustava za akviziciju navedenih podataka, te algoritam predviđanja okupiranosti prostorije na temelju povijesnih podataka o okupiranosti, korištenjem neuronskih mreža prikladne strukture.

Abstract (english)

With knowledge of room occupancy data, as well as correct prediction of occupancy data, it is possible to greatly improve energy efficiency of buildings if they are used for controlling heating and cooling systems of the building. Implementation of acquiring occupancy data for 9th floor of the FER's C-building to existing database used for controlling heating and cooling systems using Bluetooth Low Energy beacon system, as well as algorithm for prediction of occupancy data using neural networks of suitable structure can be found in this thesis.

• Keywords: bluetooth; android; ble; predviđanje okupiranosti prostora
• Keywords (english): bluetooth; android; ble; prediction of room occupancy
• Language: croatian
• URN:NBN: urn:nbn:hr:168:032918
• Study programme: Title: Computing; Study programme type: university; Study level: undergraduate; Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2019-03-13 18:51:21