distributed learning 1energy efficiency 1lorawan 1multi-armed bandit 1resource allocation 1schwarz information criterion 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.DC2026
Design and Implementation of Schwarz Information Criterion-Aided Intelligent Decentralized Resource Allocation in Dynamic LoRa Networks
Aohan Li, Ryota Ariyoshi, Mikio Hasegawa +3
This paper proposes a lightweight distributed learning method for selecting transmission parameters in Long-Range (LoRa) networks that adapts to dynamically changing communication…
cs.NI2026
Schwarz Information Criterion Aided MAB for Resource Allocation in Dynamic LoRa System
Ryotai Ariyoshi, Aohan Li, Mikio Hasegawa +3
The paper introduces a lightweight distributed learning approach that combines UCB1‑tuned multi‑armed bandit selection with the Schwarz Information Criterion to quickly adapt LoRa…
cs.NI2025
Energy Efficient Transmission Parameters Selection Method Using Reinforcement Learning in Distributed LoRa Networks
Ryotai Airiyoshi, Mikio Hasegawa, Tomoaki Ohtsuki +1
With the increase in demand for Internet of Things (IoT) applications, the number of IoT devices has drastically grown, making spectrum resources seriously insufficient. Transmissi…