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相关论文: A Reinforcement Learning Approach to Age of Inform…

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Scheduling the transmission of time-sensitive data to multiple users over error-prone communication channels is studied with the goal of minimizing the long-term average age of information (AoI) at the users under a constraint on the…

机器学习 · 计算机科学 2018-06-04 Elif Tuğçe Ceran , Deniz Gündüz , András György

Scheduling of the transmission of status updates over an error-prone communication channel is studied in order to minimize the long-term average age of information (AoI) at the destination, under an average resource constraint at the source…

信息论 · 计算机科学 2018-12-06 Elif Tugce Ceran , Deniz Gunduz , Andras Gyorgy

The recent interweaving of AI-6G technologies has sparked extensive research interest in further enhancing reliable and timely communications. \emph{Age of Information} (AoI), as a novel and integrated metric implying the intricate…

信息论 · 计算机科学 2023-04-18 Kunpeng Liu , Aimin Li , Shaohua Wu

In this paper, we study a real-time monitoring system in which multiple source nodes are responsible for sending update packets to a common destination node in order to maintain the freshness of information at the destination. Since it may…

信息论 · 计算机科学 2019-08-20 Mohamed A. Abd-Elmagid , Harpreet S. Dhillon , Nikolaos Pappas

The time average expected age of information (AoI) is studied for status updates sent from an energy-harvesting transmitter with a finite-capacity battery. The optimal scheduling policy is first studied under different feedback mechanisms…

信号处理 · 电气工程与系统科学 2019-02-26 Elif Tuğçe Ceran , Deniz Gündüz , András György

The time average expected age of information (AoI) is studied for status updates sent over an error-prone channel from an energy-harvesting transmitter with a finite-capacity battery. Energy cost of sensing new status updates is taken into…

信息论 · 计算机科学 2021-07-01 Elif Tugce Ceran , Deniz Gunduz , Andras Gyorgy

Age of Information (AoI) measures the freshness of the information at a remote location. AoI reflects the time that is elapsed since the generation of the packet by a transmitter. In this paper, we consider a remote monitoring problem…

网络与互联网体系结构 · 计算机科学 2019-05-14 Anis Elgabli , Hamza Khan , Mounssif Krouka , Mehdi Bennis

In this paper, we focus on a wireless-powered sensor network coordinated by a multi-antenna access point (AP). Each node can generate sensing information and report the latest information to the AP using the energy harvested from the AP's…

系统与控制 · 电气工程与系统科学 2022-12-29 Shimin Gong , Leiyang Cui , Bo Gu , Bin Lyu , Dinh Thai Hoang , Dusit Niyato

The age of information (AoI) has become a central measure of data freshness in modern wireless systems, yet existing surveys either focus on classical AoI formulations or provide broad discussions of reinforcement learning (RL) in wireless…

机器学习 · 计算机科学 2025-12-29 Alimu Alibotaiken , Suyang Wang , Oluwaseun T. Ajayi , Yu Cheng

We consider a multi-source hybrid automatic repeat request (HARQ) based system, where a transmitter sends status update packets of random arrival (i.e., uncontrollable sampling) and generate-atwill (i.e., controllable sampling) sources to a…

系统与控制 · 电气工程与系统科学 2022-07-20 Saeid Sadeghi Vilni , Mohammad Moltafet , Markus Leinonen , Marian Codreanu

Delivering timely status updates in a timeliness-critical communication system is of paramount importance to assist accurate and efficient decision making. Therefore, the topic of analyzing Age of Information has aroused new research…

信息论 · 计算机科学 2022-04-05 Aimin Li , Shaohua Wu , Jian Jiao , Ning Zhang , Qinyu Zhang

In a heterogeneous unreliable multiaccess network, wherein terminals share a common wireless channel with distinctive error probabilities, existing works have showed that a persistent round-robin (RR-P) scheduling policy (i.e., greedy…

信息论 · 计算机科学 2020-10-22 Zhiyuan Jiang

This work introduces a framework for analyzing the Age of Incorrect Information (AoII) in a real-time monitoring system with a generic discrete-time Markov source. We study a noisy communication system employing a hybrid automatic repeat…

Interference among concurrent transmissions in a wireless network is a key factor limiting the system performance. One way to alleviate this problem is to manage the radio resources in order to maximize either the average or the worst-case…

机器学习 · 计算机科学 2019-06-24 Navid Naderializadeh , Jaroslaw Sydir , Meryem Simsek , Hosein Nikopour , Shilpa Talwar

This paper investigates the problem of minimizing the age-of-information (AoI) and transmit power consumption in a vehicular network, where a roadside unit (RSU) provides timely updates about a set of physical processes to vehicles. Each…

网络与互联网体系结构 · 计算机科学 2022-09-28 Ahmed Al-Habob , Hina Tabassum , Omer Waqar

Age of information (AoI) is an effective performance metric measuring the freshness of information and is particularly suitable for applications involving status update. In this paper, using the age violation probability as the metric,…

信息论 · 计算机科学 2023-08-11 Kuan-Yu Lin , Yu-Chih Huang , Yu-Pin Hsu

In delay-sensitive industrial internet of things (IIoT) applications, the age of information (AoI) is employed to characterize the freshness of information. Meanwhile, the emerging network function virtualization provides flexibility and…

信号处理 · 电气工程与系统科学 2021-05-11 Mohammad Akbari , Mohammad Reza Abedi , Roghayeh Joda , Mohsen Pourghasemian , Nader Mokari , Melike Erol-Kantarci

Offline Reinforcement Learning (RL) focuses on learning policies solely from a batch of previously collected data. offering the potential to leverage such datasets effectively without the need for costly or risky active exploration. While…

机器学习 · 计算机科学 2025-06-06 Riccardo Zamboni , Enrico Brunetti , Marcello Restelli

Emerging applications such as autonomous driving and industrial automation demand ultra-reliable and low-latency communication (URLLC), where maintaining fresh and timely information is critical. A key performance metric in such systems is…

系统与控制 · 电气工程与系统科学 2026-02-27 Maryam Ansarifard , Mohit K. Sharma , Kishor C. Joshi , George Exarchakos

We consider a multichannel random access system in which each user accesses a single channel at each time slot to communicate with an access point (AP). Users arrive to the system at random and be activated for a certain period of time…

信号处理 · 电气工程与系统科学 2021-05-11 Muhammad Sohaib , Jongjin Jeong , Sang-Woon Jeon
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