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Data Filtering in Context-Aware Multi-agent System for Machine-to-Machine Communication (CROSBI ID 219572)

Prilog u časopisu | izvorni znanstveni rad | međunarodna recenzija

Skočir, Pavle ; Maračić, Hrvoje ; Kušek, Mario ; Ježić, Gordan Data Filtering in Context-Aware Multi-agent System for Machine-to-Machine Communication // Smart innovation, systems and technologies, 38 (2015), 41-51. doi: 10.1007/978-3-319-19728-9_4

Podaci o odgovornosti

Skočir, Pavle ; Maračić, Hrvoje ; Kušek, Mario ; Ježić, Gordan

engleski

Data Filtering in Context-Aware Multi-agent System for Machine-to-Machine Communication

Energy efficiency is an important aspect of Machine-to-Machine (M2M) systems since large number of devices is not connected to unlimited power supply. To tackle this problem, in our context-aware multi-agent system for M2M communication devices are in low-energy mode whenever they do not have any tasks to perform. Context information is exchanged between devices so that each device knows when other devices will be available for communication. On each device in the system, agents are deployed which exchange context information and adjust their wake-up times. In this paper we focus on decreasing energy consumption of M2M Devices which collect measurement data and forward it to back-end system. A filtering algorithm is developed to find repetitive data and to increase the interval for the next transmission. We assumed that when data values are similar to the previously observed values, it is not necessary to forward them to the gateway and back-end system so often. This approach was implemented on Libelium Waspmote devices and showed significant decrease in energy consumption during the period of 24 hours.

energy efficiency ; data filtering ; machine-to-machine system

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Podaci o izdanju

38

2015.

41-51

objavljeno

2190-3018

2190-3026

10.1007/978-3-319-19728-9_4

Povezanost rada

Elektrotehnika, Računarstvo

Poveznice
Indeksiranost