20.500.12556/DKUM-80000 Pametna vremenska postaja za napoved temperature s pomočjo strojnega učenja diplomsko delo Smart weather station for temperature forecast using machine learning Namen diplomskega dela je bil razviti pametno vremensko postajo s spletno aplikacijo, ki bi omogočala napoved temperature do pet dni vnaprej. Želeli smo tudi preizkusiti kako natančne so napovedi z različnimi modeli in metodami. V diplomskem delu predstavimo zasnovo in implementacijo rešitve. Na koncu podamo rezultate napovedi. Celoten sistem je sestavljen iz razvojne plošče platforme Arduino, senzorja temperature in vlage, oblačne podatkovne baze in računalniškega strežnika z integracijo napovednih metod, ki omogoča uporabniku dostop do spletne aplikacije z vsemi rezultati v domačem omrežju. The goal of this thesis was to develop a smart weather station with included web application, which would be able to forecast the temperature up to five days in advance. The secondary goal was to test the accuracy of predicitions with different models and methods. In this thesis we present the design and implementation of the solution to this problem. At the end we describe the results of our forecasts. The complete system consists of Arduino development board, temperature and humidity sensor, cloud database and computer server with integrated forecast methods, which provide end user with results of forecasts from web application in their home network. napoved temperature Arduino LSTM SARIMA temperature forecast Arduino LSTM SARIMA true true false [N. Jeušnik] Slovenski jezik Angleški jezik Diplomsko delo/naloga 2021-08-25 16:03:01 2021-10-18 11:30:15 2022-08-09 22:20:41 0000-00-00 00:00:00 2021 0 Maribor 0 Maribor X, 36 str. 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 551.507-027.43(043.2) 90501379 UN_Jeusnik_Nejc_2021.pdf UN_Jeusnik_Nejc_2021.pdf 1 08DFEF0B7F110D7900B987C34D8CD73C c9c0b7c27f9d41e870a1d84552614e956804d8638e43dd619057d201cd92e1ad ce1fa4ec-0686-11ec-bdbf-00155d581298 20.500.12556/dkum/438d2d97-0c52-414e-8f6f-9b3061ce09ff https://dk.um.si/Dokument.php?lang=slv&id=152410 Fakulteta za elektrotehniko, računalništvo in informatiko 0 0 0