HIBRIDNA METODA ZA IZRADU TERMODINAMIČKOG
 MODELA ZGRADE TEMELJENA NA OTPORNIČKOKAPACITIVNOJ
 ANALOGIJI

Belić, Filip

doctoral thesis

HIBRIDNA METODA ZA IZRADU TERMODINAMIČKOG MODELA ZGRADE TEMELJENA NA OTPORNIČKOKAPACITIVNOJ ANALOGIJI

Osijek: Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, 2019. urn:nbn:hr:200:713332

Belić, Filip

Josip Juraj Strossmayer University of Osijek
Faculty of Electrical Engineering, Computer Science and Information Technology Osijek
Department of Computer Engineering and Automation
Chair of Computer Engineering

Cite this document

APA 6th Edition

Belić, F. (2019). HIBRIDNA METODA ZA IZRADU TERMODINAMIČKOG MODELA ZGRADE TEMELJENA NA OTPORNIČKOKAPACITIVNOJ ANALOGIJI (Doctoral thesis). Retrieved from https://urn.nsk.hr/urn:nbn:hr:200:713332

MLA 8th Edition

Belić, Filip. "HIBRIDNA METODA ZA IZRADU TERMODINAMIČKOG MODELA ZGRADE TEMELJENA NA OTPORNIČKOKAPACITIVNOJ ANALOGIJI." Doctoral thesis, Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, 2019. https://urn.nsk.hr/urn:nbn:hr:200:713332

Chicago 17th Edition

Harvard

Belić, F. (2019). 'HIBRIDNA METODA ZA IZRADU TERMODINAMIČKOG MODELA ZGRADE TEMELJENA NA OTPORNIČKOKAPACITIVNOJ ANALOGIJI', Doctoral thesis, Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, accessed 27 January 2023, https://urn.nsk.hr/urn:nbn:hr:200:713332

Vancouver

Belić F. HIBRIDNA METODA ZA IZRADU TERMODINAMIČKOG MODELA ZGRADE TEMELJENA NA OTPORNIČKOKAPACITIVNOJ ANALOGIJI [Doctoral thesis]. Osijek: Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek; 2019 [cited 2023 January 27] Available at: https://urn.nsk.hr/urn:nbn:hr:200:713332

IEEE

F. Belić, "HIBRIDNA METODA ZA IZRADU TERMODINAMIČKOG MODELA ZGRADE TEMELJENA NA OTPORNIČKOKAPACITIVNOJ ANALOGIJI", Doctoral thesis, Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, Osijek, 2019. Available at: https://urn.nsk.hr/urn:nbn:hr:200:713332

Cite this item: https://urn.nsk.hr/urn:nbn:hr:200:713332

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Metadata

Title	HIBRIDNA METODA ZA IZRADU TERMODINAMIČKOG MODELA ZGRADE TEMELJENA NA OTPORNIČKOKAPACITIVNOJ ANALOGIJI
Title (english)	Hybrid Method for Dynamic Thermal Modelling of Buildings Based on the Resistance- Capacitance Analogy
Author	Filip Belić
Mentor	Željko Hocenski (mentor)
Committee member	Dražen Slišković (predsjednik povjerenstva)
Granter	Josip Juraj Strossmayer University of Osijek Faculty of Electrical Engineering, Computer Science and Information Technology Osijek (Department of Computer Engineering and Automation) (Chair of Computer Engineering) Osijek
Defense date and country	2019-02-01, Croatia
Scientific / art field, discipline and subdiscipline	TECHNICAL SCIENCES Electrical Engineering Automation and Robotics
Universal decimal classification (UDC)	621.3 - Electrical engineering
Abstract	U ovoj disertaciji istražena je izrada termodinamičkog modela zgrade i HVAC sustava, s namjerom da se model koristi kao temelj upravljanja u modelskom prediktivnom upravljanju, a sve s ciljem poboljšavanja energetske učinkovitosti u zgradi. Cilj istraživanja bio je razvoj metode za izradu hibridnog termodinamičkog modela zgrade tipa siva kutija koji se temelji na otporničkokapacitivnoj analogiji za određivanje strukture modela i te određivanju parametara modela na temelju raspoloživih mjernih podataka. Predstavljen je algoritam koji omogućuje automatiziranu izradu strukture termodinamičkog modela zgrade u obliku prostora stanja iz građevinskog nacrta zgrade. Početni parametri modela postavljaju se na temelju nazivnih podataka o svojstvima korištenih materijala, no u drugom koraku koriste se mjerenja sa zgrade za prilagodbu modela kroz prepodešavanje njegovih parametara. Za prilagodbu se koristi minimalizacija funkcije greške definirane razlikom između mjerenja i izlaza modela. Razvijena metoda i njome dobiveni modeli testirani su korištenjem mjernih podataka sa stvarne zgrade te uspoređeni s mjerenjima i rezultatima dobivenim pomoću umjetnih neuronskih mreža. Rezultati pokazuju da se predložena metoda može koristiti za automatiziranu izradu termodinamičkog modela zgrade, s rezultatima koji su dovoljno točni za korištenje u modelskom prediktivnom upravljanju, a usporedba pokazuje da hibridni model daje bolje rezultate od umjetnih neuronskih mreža.
Abstract (english)	This thesis investigates the development of thermodynamic model of building and HVAC system, with purpose of using this model as a basis for Model Predictive Control, with goal of increasing the energy efficiency in buildings. The goal of the research was to develop a method for developing grey-box thermodynamic model of building based on resistance-capacitance analogy for structure of model and estimation of model parameters based on available measured data. It proposes an algorithm that enables automated development of structure of thermodynamic model in state-space representation based on construction drawing of building. Initial parameters of the model are based on nominal information of building materials' properties, but in second step, measured data from a building are used for fitting of model. The fitting is accomplished by minimization of error-function defined as difference between the measurements and outputs of the model. The method and developed models are tested with data from a real building and compared to measurements and results from Artificial Neural Network. Results show that proposed method enables automated development of thermal model of building, with results acceptable for use in Model Predictive Control, while comparison shows that hybrid model gives better results than Artificial Neural Network.
Keywords
Keywords (english)
Language	croatian
URN:NBN	urn:nbn:hr:200:713332
Promotion	2019-02-01
Study programme	Title: Postgraduate doctoral study programme; specializations in: branch Power Engineering and Communications, branch Informatics Course: branch Informatics Study programme type: university Study level: postgraduate Academic / professional title: doktor/doktorica znanosti, područje tehničkih znanosti, polje elektrotehnika (doktor/doktorica znanosti, područje tehničkih znanosti, polje elektrotehnika)
Type of resource	Text
File origin	Born digital
Access conditions	Open access
Terms of use
Repository	Faculty of Electrical Engineering, Computer Science and Information Technology Osijek
Created on	2019-03-29 16:07:23