- Author
- Gelenbe E.; Nakip M.; Czachórski T.
- Journal
-
Performance Evaluation
- Year of Publication
-
2022
- Status
-
Published
- Date Published
-
08/2022
- DOI
-
10.1016/j.peva.2022.102308
- Start Page
-
102308
- Abstract
-
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.