Ao2I: Minimizing Age of Outdated Information to Improve Freshness in Data Collection
Qingyu Liu, Chengzhang Li, Y. Thomas Hou, Wenjing Lou, Jeffrey H. Reed, Sastry Kompella
摘要
Recently, it has been recognized that there is a serious limitation with the original Age of Information (AoI) metric in terms of quantifying true freshness of information content. A new metric, called Age of Incorrect Information (AoII), has been proposed. By further refining this new metric with practical considerations, we introduce Age of Outdated Information (Ao2I) metric. In this paper, we investigate a scheduling problem for minimizing Ao2I in an IoT data collection network. We derive a theoretical lower bound for the minimum Ao2I that any scheduler can achieve. Then we present Heh—a low-complexity online scheduler. The design of Heh is based on the estimation of a novel offline scheduling priority metric in the absence of knowledge of the future. We prove that at each time, transmitting one source with the largest offline scheduling priority metric minimizes Ao2I. Through extensive simulations, we show that the lower bound is very tight and that the Ao2I obtained by Heh is close-to-optimal.
问问这篇 Paper
问问你的智能体。
Lune 读过与它相关的顶会 Paper,每个回答都会注明依据哪几篇。
引用它的顶会 Paper2
- Eywa: A General Approach for Scheduler Design in AoI OptimizationChengzhang Li, Shaoran Li, Qingyu Liu, Y. Thomas Hou 等INFOCOM 2023 · 被引用 14 次
- On Multi-Armed Bandit with Impatient ArmsYuming Shao, Zhixuan FangICML 2024 · 被引用 1 次
相关 Paper
- Age-of-Information Minimization for Data Aggregation in Energy-Harvesting IoTsBingkun Yao, Mun Choon Chan, Hong Gao, Zhe Jiang 等DAC 2025
- Joint Near-Optimal Age-based Data Transmission and Energy Replenishment Scheduling at Wireless-Powered Network EdgeQuan Chen, Zhipeng Cai, Lianglun Cheng, Feng Wang 等INFOCOM 2022 · 被引用 24 次
- Age-Based Scheduling for Monitoring and Control Applications in Mobile Edge Computing SystemsXingqiu He, Sheng Wang, Xiong Wang, Shizhong Xu 等INFOCOM 2022 · 被引用 39 次
- Optimizing Age of Information without Knowing the Age of InformationZhuoyi Zhao, Igor KadotaINFOCOM 2025 · 被引用 7 次
- AoI-aware Incentive Mechanism for Mobile Crowdsensing using Stackelberg GameMingjun Xiao, Yin Xu, Jinrui Zhou, Jie Wu 等INFOCOM 2023 · 被引用 35 次
