A Performance Analysis of Edge Computing Compression Methods for Environmental Monitoring Nodes with LoRaWAN Communications

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F22%3A10250217" target="_blank" >RIV/61989100:27240/22:10250217 - isvavai.cz</a>
Result on the web
<a href="https://www.sciencedirect.com/science/article/pii/S2405896322003792" target="_blank" >https://www.sciencedirect.com/science/article/pii/S2405896322003792</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1016/j.ifacol.2022.06.064" target="_blank" >10.1016/j.ifacol.2022.06.064</a>

Result language
angličtina
Original language name
A Performance Analysis of Edge Computing Compression Methods for Environmental Monitoring Nodes with LoRaWAN Communications
Original language description
Data compression methods applied with wavelet transforms, redundant point removal, or neural networks are potential edge computing solutions whose main advantages are minimization of the amount of data transmitted in wireless sensor networks and the reduction of energy requirements and consumption. Implemented as central computational unit, the microcontroller used in such systems compresses the data, specifically temperature data, acquired from environmental monitoring. The proposed compression methods can achieve up to 93% data compression at a mean squared error value of approximately 0.1. The method was designed to satisfy the requirements of the LoRaWAN protocol and the size of the data payload.
Czech name
—
Czech description
—

Project
<a href="/en/project/EF16_019%2F0000867" target="_blank" >EF16_019/0000867: Research Centre of Advanced Mechatronic Systems</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Publication year
2022
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Similar results(10)