Improving Massive Access to IoT Gateways
| Autorzy | Gelenbe E.; Nakip M.; Czachórski T. |
|---|---|
| Tytuł | Improving Massive Access to IoT Gateways |
| Czasopismo | Performance Evaluation |
| Rok | 2022 |
| Status | Published |
| DOI | 10.1016/j.peva.2022.102308 |
| Abstrakt | <p>IoT networks handle incoming packets from large numbers of IoT Devices (IoTDs) to IoT Gateways. This can lead to the IoT Massive Access Problem that causes buffer overflow, large end-to-end delays and missed deadlines. This paper analyzes a novel traffic shaping method named the Quasi-Deterministic Traffic Policy (QDTP) that mitigates this problem by shaping the incoming traffic without increasing the end-to-end delay or dropping packets. Using queueing theoretic techniques and extensive data driven simulations with real IoT datasets, the value of QDTP is shown as a means to considerably reduce congestion at the Gateway, and significantly improve the IoT network’s overall performance.</p> |