Original title: Aplikační monitorování IoT zařízení
Translated title: Application Monitoring of IoT Devices
Authors: Krajč, Patrik ; Ryšavý, Ondřej (referee) ; Matoušek, Petr (advisor)
Document type: Master’s theses
Year: 2022
Language: slo
Publisher: Vysoké učení technické v Brně. Fakulta informačních technologií
Abstract: [slo] [eng]
IoT zariadenia používajú rôzne štandardy na úrovni prenosového média a komunikačného protokolu. Cieľom práce je vytvoriť systém, ktorým dokážeme unifikovať heterogénnu IoT sieť pre účely monitorovania. Na zber dát z IoT siete bola použitá platforma Home Assistant, ktorá využíva nami vytvoreného agenta SNMP. Monitorovací systém pozostáva zo systému Nagios core, ktorý je rozšírený o detekciu anomálií založenej na strojovom učení.  IoT devices use various standards at the level of the transmission medium and communication protocol. The aim of the work is to create a system, which we can unify a heterogeneous network of the Internet of Things for monitoring purposes. For data collection from the IoT network was used the Home Assistant platform which is uses SNMP agent we created. The monitoring system includes the Nagios core system, which is extended with machine learning-based anomaly detection.
Keywords: anomaly detection; IoT network; isolation forest; linear regression; local outlier factor; machine learning; polynomial regression; SNMP system

Institution: Brno University of Technology (web)
Document availability information: Fulltext is available in the Brno University of Technology Digital Library.
Original record: http://hdl.handle.net/11012/207818

Permalink: http://www.nusl.cz/ntk/nusl-590454


The record appears in these collections:
Universities and colleges > Public universities > Brno University of Technology
Academic theses (ETDs) > Master’s theses