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    4053 research outputs found

    Effect of temperature on the performance of photovoltaic cells

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    Sunčeva energija predstavlja jedan od najvažnijih obnovljivih izvora energije, ključan za smanjenje ovisnosti o fosilnim gorivima, a time i ublažavanje klimatskih promjena. U teorijskom dijelu ovog završnog rada objašnjeni su pojam i vrste Sunčevog zračenja kao i njegova geometrija, nakon čega se nastavlja s pojašnjenjem pojmova fotonaponska ćelija, modul te objašnjenjem njihovog principa djelovanja. U praktičnom dijelu rada provedena su mjerenja na dva različita fotonaponska modula, Panasonic VBH240SE10 i Solar Frontier SF150-S, koristeći uređaj METREL MI 3108 Eurotest PV. Mjerio se napon praznog hoda i temperatura modula u svrhu istraživanja kakav utjecaj promjene u temperaturi imaju na njihove performanse. Rezultati mjerenja pokazali su da porast temperature dovodi do smanjenja napona praznog hoda, što posljedično smanjuje učinkovitost modula.Solar energy is one of the most important renewable energy sources, crucial for reducing dependence on fossil fuels and, consequently, mitigating climate change. In the theoretical part of this undergraduate thesis, the concept and types of solar radiation, as well as its geometry, are explained, followed by an explanation of photovoltaic cells and modules, including their operating principles. In the practical part of this undergraduate thesis, measurements were conducted on two different photovoltaic modules, the Panasonic VBH240SE10 and Solar Frontier SF150-S, using the METREL MI 3108 Eurotest PV device. The open-circuit voltage and module temperature were measured to investigate how temperature changes affect their performance. The measurement results showed that an increase in temperature leads to a decrease in open-circuit voltage, which consequently reduces the efficiency of the modules

    Malicious attack detection using machine learning

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    Cilj ovog rada bio je odrediti i primijeniti tok učenja odabranih algoritama klasifikacije iz skupova podataka koji opisuju različite vrste malicioznih napada i definirati procedure unutar tog toka. Opisani su maliciozni napadi koji predstavljaju prijetnju kao što su trojanski konj, mrežna krađa identiteta, virus i distribuirani napadi uskraćivanjem usluga te se pruža uvid u tradicionalne načine obrane od ovih napada. Osim toga, objašnjen je pojam strojnog učenja i zadatak klasifikacije kao posebne vrste nadziranog strojnog učenja. Pregledom literature, prikazani su problemi u kojima je korišteno strojno učenje za izgradnju sustava za obranu od malicioznih napada. Analizirani su klasifikacijski algoritmi korišteni u radu te su predstavljene tehnike za odabir značajki i rad sa nebalansiranim skupovima podataka. U posljednjem dijelu rada predstavljene su informacije o korištenim skupovima podataka i objašnjene su postavke i metodologije u procesu učenja. Procijenjena je efikasnost metoda za odabir značajki i tehnika uzorkovanja te je analiziran njihov doprinos poboljšanju modela. Prilikom klasifikacije malicioznih napada najbolje rezultate ostvario je algoritam stablo odluke . Nasuprot njemu, najlošije se pokazao algoritam Naive Bayes. Upotrebom tehnika za odabir značajki modeli ostvaruju jednako dobre ili bolje performanse smanjenjem broja značajki. SFS omotač je jedna od tehnika koja se ističe zbog doprinosa u poboljšanju modela. Smanjenjem stupnja neuravnoteženosti skupova podataka performanse rastu upotrebom tehnike nasumičnog preuzorkovanja.The goal of this work was to determine and apply the learning flow of selected classification algorithms from data sets describing different types of malicious attacks and to define the procedures within that flow. Malicious attacks such as Trojan horses, phishing, viruses, and distributed denial-ofservice attacks are described, and traditional defenses against these attacks are provided. In addition, the concept of machine learning and the task of classification as a special type of supervised machine learning are explained. By reviewing the literature, problems in which machine learning was used to build a system to defend against malicious attacks were presented. The classification algorithms used in the work were analyzed and the techniques for features selection and handeling imbalanced data sets were presented. In the last part, information on the used data sets is presented and the settings and methodologies in the learning process are explained. The effectiveness of feature selection methods and sampling techniques was evaluated and their contribution to model improvement was analyzed. When classifying malicious attacks, the decision tree algorithm achieved the best results. In contrast, the Naive Bayes algorithm performed the worst. By using feature selection techniques, models achieve equal or better performance by reducing the number of features. The SFS wrapper is one of the techniques that stands out for its contribution to model improvement. By reducing the imbalance ratio of data sets, performance increases using the random oversampling technique

    Student accommodation in private housing units by means of a web application

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    U ovom radu razvijena je web aplikacija koja omogućavanja pronalazak i kontinuirano iznajmljivanje studentskog smještaja. Poslovna logika aplikacije razvijena je u obliku REST API programskog sučelja uz pomoć Symfony razvojnog okvira, dok je korisničko sučelje implementirano uz pomoć NextJS biblioteke. Aplikacija omogućava najmodavcima kreiranje i upravljanje oglasima za nekretnine, dok studentima omogućava detaljnu pretragu ali i stupanje u kontakt sa najmodavcem uz pomoć ugrađenog komunikacijskog sustava. Osim toga aplikacija omogućava kreiranje i upravljanje korisničkim računom.In this paper, a web application has been developed that enables the search and continuous rental of student accommodation. The business logic of the application is developed in the form of a REST API interface using the Symfony framework, while the user interface is implemented using the NextJS library. The application allows landlords to create and manage property listings, while students are enabled to perform detailed searches and contact the landlord using the built-in communication system. Additionally, the application allows for the creation and management of user accounts

    Bluetooth 5.0

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    Bluetooth tehnologija je od svog osnutka 1994. godine jedan od ključnih pokretača bežične komunikacije između uređaja. Svojim kontinuiranim razvojem, svaka nova verzija Bluetooth-a donosi poboljšanja u brzini prijenosa podataka, energetskoj učinkovitosti, sigurnosti i cjelokupnoj funkcionalnosti. Ovaj rad usmjeren je na Bluetooth verziju 5.0 koja je uvela značajna poboljšanja, uključujući povećani domet, veću brzinu prijenosa podataka i unaprijeđenu podršku za IoT (Internet of Things) uređaje. Rad pruža detaljnu analizu tehničkih karakteristika, sigurnosnih protokola i praktičnih primjena Bluetooth 5.0. Uspoređuje se Bluetooth tehnologija s drugim bežičnim tehnologijama, naglašava se njegova uloga u različitim industrijama te raspravlja o potencijalnim sigurnosnim rizicima. Na kraju, prikazana je praktična demonstracija signalizacije između Bluetooth uređaja, pokazujući njegovu primjenu i performanse u stvarnom svijetu. ključne riječi (hrvatski ): Bluetooth 5.0, bežična komunikacija, IoT, prijenos podataka, sigurnost, enkripcija, mobilni uređaji, prijenos signala.Bluetooth technology has been one of the key drivers of wireless communication between devices since its inception in 1994. With its continuous development, each new version of Bluetooth brings improvements in data transfer speed, energy efficiency, security and overall functionality. This paper focuses on Bluetooth version 5.0, which introduced significant advancements, including increased range, higher data transfer speeds, and enhanced support for IoT (Internet of Things) devices. The paper provides a detailed analysis of the technical characteristics, security protocols, and practical applications of Bluetooth 5.0. It compares Bluetooth technology with other wireless technologies, highlights its role in various industries, and discusses potential security risks. Finally, a practical demonstration of signaling between Bluetooth devices is presented, showcasing its real-world application and performance

    ABS system for bicycles

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    Podjela na segmente kao što su planiranje i istraživanje sve do izrade konstrukcije ABS-a je prikazano. Cijeli proces izrade od samog planiranja sklopovskog rješenja koje se je razvijalo kako su se dodavale nove komponente. Sklopovsko rješenje je u suštini ostalo nepromijenjeno. Konstrukcija je usko vezana uz njega te se nije mogla započeti dok se prvi prototip nije napravio. Taj prototip je pokazao greške i moguća unaprjeđenja koja se mogu napraviti kako bi krajnje rješenje bolje funkcioniralo. Ta unaprjeđenja se vide u urednosti i preciznosti tijekom lemljenja, promjenom licnastih žica u one punog presjeka i promjena senzora kako bi se pojednostavio program. Završni korak je testiranje koje je pokazalo predviđene rezultate. Bicikl je bolje funkcionirao s ABS-om na klizavim površinama dok je na suhoj podlozi kao asfalt produlji put kočenja.The division into segments such as planning and research up to the creation of ABS structure is shown. The entire production process, from the very planning of the circuit simulation, which was developed as new components were added. The assembly solution is essentially unchanged. The construction is closely related to it and could not be started until the first prototype was made. That prototype showed bugs and possible improvements that could be made to make the final solution work better. These improvements can be seen in the neatness and precision during soldering, changing the individual wires to those of the full section, and changing the sensors to simplify the program. The final step is the testing that shows the predicted results. The bike worked better with ABS on slippery surfaces, while on dry surfaces like asphalt, the braking distance was longer

    Simulation Model of Asynchronous Motor Powerd by Frequency Converter

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    Asinkronim motorima najveći problem bila je mogućnost podešavanja brzine vrtnje. Razvojem tehnologije došlo je do razvoja energetske elektronike što je omogućilo razvoj frekvencijskih pretvarača što je efikasno rješenje sa malo gubitaka. Zahvaljujući tome, primjena asinkronih motora u širokom spektru industrije procesa i pogona postala je moguća. U ovom završnom radu snimao sam i analizirao karakteristike asinkronog motora napajanog frekvencijskim pretvaračem. Snimanje je obavljeno preko simulacijskog modela u MATLAB-u gdje je moguće testiranje rada motoru pri mijenjanjem određenih parametara motora. Na osnovu snimljenih grafova analizirao sam i usporedio ponašanje motora pri mijenjanjem napona, frekvencije izvora napajanja te mijenjanjem brzine vrtnje osovine motora i tereta na osovinu.With asynchronous motors, the biggest problem was the ability to adjust the rotational speed. With the development of technology, there has been a development of power electronics, which has enabled the development of frequency converters, which is an efficient solution with low losses. Thanks to this, the application of induction motors in a wide range of process and drive industries has become possible. In this final paper, I recorded and analyzed the characteristics of an asynchronous motor powered by a frequency converter. The recording was done through a simulation model in MATLAB where it is possible to test the operation of the engine when changing certain engine parameters. Based on the recorded graphs, I analyzed and compared the behavior of the motor when changing the voltage, frequency of the power source and changing the rotational speed of the motor shaft and load on the axle

    E-ink Weather Data Display

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    U ovom završnom radu razmatran je problem prikaza meteoroloških podataka korištenjem e-ink zaslona Inkplate 6. Razvijen je sustav za prikaz vremenskih informacija preuzetih putem OpenWeather API-ja. Rješenje je uključivalo povezivanje uređaja na WiFi mrežu, slanje HTTP zahtjeva za dohvaćanje podataka, njihovo raščlanjivanje te prikaz na energetski učinkovitom e-ink zaslonu. Testiranje sustava pokazalo je da e-ink tehnologija pruža dobru čitljivost i nisku potrošnju energije, uz određena ograničenja poput sporijeg osvježavanja i ograničenog izbora gradova. Rad je postavio temelje za daljnju optimizaciju sustava i proširenje njegovih funkcionalnosti. ključne riječi (hrvatski ): API, E-ink, meteorološki podaci, prikaz podataka, WiFiThis thesis addresses the problem of displaying meteorological data using the Inkplate 6 e-ink display. A system was developed to display weather information retrieved via the OpenWeather API. The solution involved connecting the device to a WiFi network, sending HTTP requests to fetch data, parsing the data, and displaying it on the energy efficient e-ink display. System testing demonstrated that e-ink technology provides good readability and low energy consumption, though it has certain limitations such as slower refresh rates and a limited selection of cities. The project laid the groundwork for further system optimization and expansion of its functionalities

    Modelling of wave energy power plant for optimal network operation

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    Temeljni zadatak i cilj ovoga diplomskoga rada bio je modelirati linearni generator na morske valove od kojih će se sastojati postrojenje na morske valove. U drugome poglavlju ovoga rada promatrani su teorijski aspekti energije valova kao i osnovni tipovi i klasifikacija postrojenja na morske valove. Osim toga, promatrani su teorijski aspekti postrojenja na morske valove u smislu utjecaja na elektroenergetski sustav tj. na njegovu stabilnost, kvalitetu električne energije, utjecaje na promjene tokova snaga i ostale. Treće poglavlje ovoga rada posvećeno je modeliranju linearnog generatora s permanentnim magnetima na morske valove. Prikazane su krivulje napona, struje i snage generatora u različitim vremenskim intervalima i s različitim koracima uzorkovanja. U svrhu prikazivanja spomenutih krivulja korišten je alat MATLAB dok je u svrhu modeliranja mikromreže otoka Visa i provođenja simulacija korišten program DIgSILENT PowerFactory. Četvrto poglavlje donosi rezime cijeloga rada; teorijskog i praktičnog (simulacijskog dijela). Posebno se osvrće na rezultate dobivenih iz simulacija. Rezultati pokazuju da je ovakav model generatora od kojih će se sastojati postrojenje na morske valove moguće integrirati u mikromrežu otoka Visa, s ili bez dodatnih ulaganja u pojačavanje mreže.The basic task and goal of this thesis was to model a linear generator for sea waves, which will consist of a sea wave plant. In the second chapter of this work, the theoretical aspects of energy waves as well as the basic types and classification of sea wave installations were observed. In addition, theoretical aspects of sea wave plants were observed in terms of impact on the power system, i.e. on its stability, quality of electricity, effects on changes in power flows and others. The third chapter of this work is dedicated to the modeling of a linear generator with permanent magnets on sea waves. The voltage, current and power curves of the generator are shown in different time intervals and with different sampling steps. For the purpose of displaying the mentioned curves, the MATLAB tool was used, while the DIgSILENT PowerFactory program was used for the purpose of modeling the microgrid of the island of Visa and conducting the simulation. The fourth chapter brings the regime of the entire work; theoretical and practical (simulation part). Special attention is paid to the results obtained from the simulation. The results show that this type of generator model, which will consist of generators built on sea waves, can be integrated into the microgrid of the island of Vis, with or without additional investments in strengthening the network

    Pierce-Gate oscillator design

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    U diplomskom radu opisana je uloga takt oscilatora u digitalnim sklopovima. Prikazan je osnovni spoj Pierce-Gate oscilatora s kristalnim rezonatorom te je pojašnjena uloga pojedinog elementa. Dane su osnovne jednadžbe za određivanje vrijednosti elemenata Pierce-Gate oscilatora. Pri tome obrađen je slučaj rada oscilatora s kristalom koji titra na osnovnoj frekvenciji (fundamental mode) i s kristalom koji je predviđen za rad na njegovom trećem harmoniku (3rd overtone). Na kraju je izvedeno mjerenje valnog oblika izlaznog signala, jittera te struje kristala.The thesis describes the role of a clock oscillator in digital circuits. The basic circuit of the Pierce-Gate oscillator with the crystal resonator is shown and the role of each element is explained. Basic equations for calculating the values of Pierce-Gate oscillator elements are derived. In doing so, the case with a crystal that resonates at the fundamental frequency (fundamental mode) as well as crystal that is designed to work at its third harmonic is observed. At the end, the output signal waveform, jitter and crystal drive level are measured

    System for object sorting in agruculture

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    Cilj ovog završnog rada bio je osmisliti, dizajnirati, izraditi i testirati pokretnu traku sa sustavom za sortiranje objekata prema boji i zbrajanje njihove mase, te njihovo raspoređivanje u odgovarajuće spremnike. Napravljen je osvrt na povijest pokretnih traka te analizirane prednosti i nedostatci njihove automatizacije. Objašnjen je teorijski koncept rada trake, kao i hardversko te softversko rješenje. Projekt se temelji na ESP32 mikrokontroleru koji je programiran uz pomoć Arduino razvojnog okruženja. Cijeli sustav je podijeljen u tri dijela: pokretnu traku, mjerne stanice i stanice za sortiranje predmeta.The goal of this thesis was to design, develop, and test a conveyor belt system capable of sorting objects by color and calculating their mass, then distributing them into appropriate containers. It includes a review of the history of conveyor belts and an analysis of the advantages and disadvantages of their automation. The theoretical concept of the conveyor's operation, as well as the hardware and software solutions, are explained. This thesis is based on the ESP32 microcontroller, which is programmed using the Arduino development environment. The entire system is divided into three parts: the conveyor belt, measuring stations, and sorting stations

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