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Softversko inženjerstvo inteligentnih sistema

Software engineering of intelligent systems

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2012
Disertacija.pdf (2.955Mb)
Author
Ševarac, Zoran
Mentor
Devedžić, Vladan
Committee members
Jovanović, Jelena
Gašević, Dragan
Metadata
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Abstract
U ovoj disertaciji istražena je primena savremenih metoda softverskog inženjerstva u razvoju softvera otvorenog koda u oblasti inteligentnih sistema. Razvijen je opšti model softverskog frejmvorka i date su preporuke za vođenje projekata otvorenog koda u toj oblasti. Model frejmvorka i preporuke za vođenje projekata razvijeni su, i potvrđeni u praksi kroz razvoj dodatnih funkcionalnosti jednog izabranog softverskog frejmvorka za neuronske mreže. Izabrani softverki frejmvork za neuronske mreže je trenutno jedan od vodećih softvera u toj oblasti u svetu. Predložene metode razvoja softvera su opšteg karaktera, primenljive su i u drugim oblastima inteligentnih sistema, i odgovaraju na aktuelne probleme i specifičnosti razvoja softvera u tim oblastima. Problemi i specifičnosti se javljaju kao posledica toga što se često radi o softveru istraživačke namene koji treba da bude primenljiv i za praktične probleme, i kao posledica složenosti softvera koji istovremeno treba da bude jednostavan za ...korišćenje i modifikaciju. Predložene metode razvoja odnose se na specifikaciju zahteva, planiranje razvoja, projektovanje, implementaciju i održavanje, i date su u vidu preporuka koje su se pokazale kao dobra praksa. Pored ovog teorijskog i metodološkog doprinosa, kroz disertaciju su razvijena i konkretna unapređenja izabranog frejmvorka iz oblasti inteligentnih sistema, koja značajno unapređuju njegovu praktičnu primenu...

This dissertation survey the application of modern software engineering methods for open source software development in the field of intelligent systems. Main results are a general model of software framework and recommendations for managing open source projects in that field. Framework model and recommendations for the project management were developed and validated in practice through the development of additional features of a selected software framework for neural networks. Selected neural network framework is one of the leading Java open source neural network frameworks. Suggested software development methods are also applicable in other fields of intelligent systems, and they are response to problems and specific requirements in this field. Most problems are due the fact that it is often software for research purposes, that should also be applicable for practical problems, and complexity of the software that also needs to be easy to use and modify. Proposed development methods ar...e related to requirements specification, planning, design, implementation and maintenance. They are given in the form of recommendations that have been proven as a good practice. In addition to these theoretical and methodological contributions, this dissertation also provides practical contribution in the form of new features for one selected framework in the field of intelligent systems, which greatly enhance its practical application...

Faculty:
University of Belgrade, Faculty of Organizational Sciences
Date:
15-05-2012
Projects:
  • Infrastructure for Technology Enhanced Learning in Serbia (RS-47003)
Keywords:
razvoj softvera / software development / softverski frejmvork / softver otvorenog koda / inteligentni sistemi / software framework / open source software / intelligent systems
[ Google Scholar ]
URI
http://nardus.mpn.gov.rs/handle/123456789/3051
http://eteze.bg.ac.rs/application/showtheses?thesesId=598
https://fedorabg.bg.ac.rs/fedora/get/o:6760/bdef:Content/download
http://vbs.rs/scripts/cobiss?command=DISPLAY&base=70036&RID=515131034

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