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Conference papers
Energy Efficient Channel State Classification for Lifetime Enhancement of LPWA Networks
Abstract : Current Low Power Wide Area Network (LPWAN) wireless transceivers are designed, or configured at deployment time, to function assuming a worse-case application scenario. Most of the time, they waste a significant amount of energy when operated under favourable channel conditions. Energy efficient and accurate channel state classification is imperative for selecting the optimum trade-off between transceiver performance and amount of saved energy, without impacting transmission quality. This work presents a novel, low complexity channel state indicator and a simple mono-feature classifier for channel state recognition. The classifier is trained using a set of experimental data acquisitions and has a 96% accuracy when tested with a new collected data set. Specially designed for LPWA applications, the classifier is capable of distinguishing undisturbed channels from those suffering from both mobility-induced fading and interference, while operating at low to medium SNR.
Cited literature [11 references]
https://hal-cea.archives-ouvertes.fr/cea-01972976
Contributor : Carolynn Bernier Connect in order to contact the contributor
Submitted on : Tuesday, January 8, 2019 - 9:51:12 AM
Last modification on : Friday, May 21, 2021 - 10:27:05 AM
Long-term archiving on: : Tuesday, April 9, 2019 - 1:54:10 PM
Contributor : Carolynn Bernier Connect in order to contact the contributor
Submitted on : Tuesday, January 8, 2019 - 9:51:12 AM
Last modification on : Friday, May 21, 2021 - 10:27:05 AM
Long-term archiving on: : Tuesday, April 9, 2019 - 1:54:10 PM
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