LoRaWAN Metering Infrastructure Planning in Smart Cities
[ 1 ] Instytut Sieci Teleinformatycznych, Wydział Informatyki i Telekomunikacji, Politechnika Poznańska | [ 2 ] Wydział Informatyki i Telekomunikacji, Politechnika Poznańska | [ P ] pracownik | [ D ] doktorant
2023
artykuł naukowy
angielski
- LoRaWAN
- IoT
- clustering
- network optimization
- smart city
- AMI
EN The planning of metering network infrastructure based on the concept of Internet of Things primarily involves the choice of available radio technology. Then, regardless of the type and availability of power sources, energy conservation should be one of the main optimization criteria. For this reason, LPWANs operating in unlicensed ISM bands appear to be a suitable solution in urban environments due to their sub 1 GHz propagation properties. High signal penetration and coverage make them applicable in urban areas with buildings and various obstacles. Therefore, this article presents solutions developed to support the planning process of implementing a LoRaWAN network infrastructure aimed at monitoring and collecting electricity meters data in smart cities. The study uses COST-231 Hata radio propagation model and proves that machine learning clustering algorithms significantly enhance network planing methods.
8431-1 - 8431-14
article number: 8431
CC BY (uznanie autorstwa)
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