On the Spatio-Temporal Analysis and Optimization of AoI in Cell-Free IIoT Networks
- 16 August 2024
- journal article
- research article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Wireless Communications
- Vol. 23 (11) , 16421-16436
Abstract
Cell-free massive multiple-input multiple-output (mMIMO) architecture is a promising solution for Industrial Internet of Things (IIoT) because it not only provides massive connectivity but also eliminates the traditional cell edges. Considering the heterogeneous traffic and requirements in the industry, in this paper, we propose a device priority-aware resource allocation policy under cell-free mMIMO IIoT networks. Specifically, we design a priority-aware frame structure that can be used to provide differentiated age of information (AoI) guarantees for devices of different priorities and locations. To characterize the proposed policy, we develop a general analysis framework to evaluate the signal-to-interference ratio meta distribution and the average AoI of a generic device. The framework captures multiple main features under wireless IIoT networks, including cell-free mMIMO architecture, frame structure, finite-sized geographic areas, densely deployed devices, device priority, retransmission, and interaction among different transmission links. The analytical framework is validated by simulations. Based on the analysis, we study a mean-variance optimization problem to improve the network average AoI, while guaranteeing the average AoI per device. Numerical results show that the proposed frame structure works effectively in enhancing the AoI performance of cell-free IIoT networks.Keywords
Funding Information
- Nokia Donation Project
- Zhejiang Provincial Natural Science Foundation of China (LR23F010006)
- National Natural Science Foundation of China (U21A20456, U21B2029)
This publication has 45 references indexed in Scilit:
- On the Data Freshness for Industrial Internet of Things With Mobile-Edge ComputingIEEE Internet of Things Journal, 2022
- Primal–Dual Learning for Cross-Layer Resource Management in Cell-Free Massive MIMO IIoTIEEE Internet of Things Journal, 2021
- User-Centric Cell-Free Massive MIMO Networks: A Survey of Opportunities, Challenges and SolutionsIEEE Communications Surveys & Tutorials, 2021
- MAC for Machine-Type Communications in Industrial IoT—Part I: Protocol Design and AnalysisIEEE Internet of Things Journal, 2021
- AoI-Aware Control and Communication Co-Design for Industrial IoT SystemsIEEE Internet of Things Journal, 2020
- MAC for Machine-Type Communications in Industrial IoT—Part II: Scheduling and Numerical ResultsIEEE Internet of Things Journal, 2020
- Short Frame Structure Optimization for Industrial IoT with Heterogeneous Traffic and Shared Pilot2020
- Edge Computing in Industrial Internet of Things: Architecture, Advances and ChallengesIEEE Communications Surveys & Tutorials, 2020
- Optimizing Information Freshness in Computing-Enabled IoT NetworksIEEE Internet of Things Journal, 2019
- RT-LoRa: A Medium Access Strategy to Support Real-Time Flows Over LoRa-Based Networks for Industrial IoT ApplicationsIEEE Internet of Things Journal, 2019