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相关论文: Minimizing AoI in Resource-Constrained Multi-Sourc…

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We present an algorithm that, given a representation of a road network in lane-level detail, computes a route that minimizes the expected cost to reach a given destination. In doing so, our algorithm allows us to solve for the complex…

机器人学 · 计算机科学 2023-07-14 Mitchell Jones , Maximilian Haas-Heger , Jur van den Berg

In this paper, we aim to design an optimal sampler for a system in which fresh samples of a signal (source) are sent through an unreliable channel to a remote estimator, and acknowledgments are sent back over a feedback channel. Both the…

信息论 · 计算机科学 2022-03-21 Jiayu Pan , Ahmed M. Bedewy , Yin Sun , Ness B. Shroff

We investigate the classical active pure exploration problem in Markov Decision Processes, where the agent sequentially selects actions and, from the resulting system trajectory, aims at identifying the best policy as fast as possible. We…

机器学习 · 统计学 2021-10-26 Aymen Al Marjani , Aurélien Garivier , Alexandre Proutiere

Age of Information (AoI) is a crucial metric for quantifying information freshness in real-time systems where the sampling rate of data packets is time-varying. Evaluating AoI under such conditions is challenging, as system states become…

信息论 · 计算机科学 2025-07-08 Jin Xu , Weiqi Wang , Natarajan Gautam

In an Internet-of-Things system where status data are collected from sensors and actuators for time-critical applications, the freshness of data is vital and can be quantified by the recently proposed age-of-information (AoI) metric. In…

信息论 · 计算机科学 2018-03-23 Zhiyuan Jiang , Bhaskar Krishnamachari , Sheng Zhou , Zhisheng Niu

Existing approaches to resource allocation for nowadays stochastic networks are challenged to meet fast convergence and tolerable delay requirements. The present paper leverages online learning advances to facilitate stochastic resource…

最优化与控制 · 数学 2017-05-24 Tianyi Chen , Aryan Mokhtari , Xin Wang , Alejandro Ribeiro , Georgios B. Giannakis

We consider a base station (BS) that receives version update packets from multiple exogenous streams and broadcasts them to corresponding users over a fading broadcast channel using a non-orthogonal multiple access (NOMA) scheme.…

信息论 · 计算机科学 2024-02-13 Gangadhar Karevvanavar , Hrishikesh Pable , Om Patil , Rajshekhar V Bhat , Nikolaos Pappas

We consider the problem of minimizing age in a multihop wireless network. There are multiple source-destination pairs, transmitting data through multiple wireless channels, over multiple hops. We propose a network control policy which…

网络与互联网体系结构 · 计算机科学 2019-09-17 Ashok Krishnan K. S. , Vinod Sharma

We consider partially observable Markov decision processes (POMDPs) with a set of target states and positive integer costs associated with every transition. The traditional optimization objective (stochastic shortest path) asks to minimize…

人工智能 · 计算机科学 2016-05-12 Tomáš Brázdil , Krishnendu Chatterjee , Martin Chmelík , Anchit Gupta , Petr Novotný

We consider a multi-source status update system, where each source generates status update packets according to a Poisson process which are then served according to a generally distributed service time. For this multi-source M/G/1/1…

信息论 · 计算机科学 2022-01-27 Mohammad Moltafet , Markus Leinonen , Marian Codreanu

In multi-source status update systems, sources need to be scheduled appropriately to maintain timely communication between each of the sources and the monitor. A cyclic schedule is an age-agnostic schedule in which the sources are served…

信息论 · 计算机科学 2024-06-25 Sahan Liyanaarachchi , Sennur Ulukus , Nail Akar

Timeliness is an emerging requirement for many Internet of Things (IoT) applications. In IoT networks, where a large-number of nodes are distributed, severe interference may incur during the transmission phase which causes age of…

信息论 · 计算机科学 2021-02-24 Xinghua Sun , Fangming Zhao , Howard H. Yang , Wen Zhan , Xijun Wang , Tony Q. S. Quek

The allocation of scarce spectral resources to support as many user applications as possible while maintaining reasonable quality of service is a fundamental problem in wireless communication. We argue that the problem is best formulated in…

网络与互联网体系结构 · 计算机科学 2007-05-23 Zygmunt Haas , Joseph Y. Halpern , Li Li , Stephen B. Wicker

We consider the problem of energy-efficient point-to-point transmission of delay-sensitive data (e.g. multimedia data) over a fading channel. Existing research on this topic utilizes either physical-layer centric solutions, namely…

机器学习 · 计算机科学 2017-03-29 Nicholas Mastronarde , Mihaela van der Schaar

Age of incorrect information (AoII) is a recently proposed freshness and mismatch metric that penalizes an incorrect estimation along with its duration. Therefore, keeping track of AoII requires the knowledge of both the source and…

信息论 · 计算机科学 2024-11-12 Ismail Cosandal , Sennur Ulukus , Nail Akar

We investigate the age-of-information (AoI) in the context of random access networks, in which transmitters need to send a sequence of information packets to the intended receivers over a shared spectrum. Due to interference, the dynamics…

信息论 · 计算机科学 2021-09-21 Howard H. Yang , Ahmed Arafa , Tony Q. S. Quek , H. Vincent Poor

Ocean exploration utilizing autonomous underwater vehicles (AUVs) via reinforcement learning (RL) has emerged as a significant research focus. However, underwater tasks have mostly failed due to the observation delay caused by information…

系统与控制 · 电气工程与系统科学 2026-05-19 Jingzehua Xu , Yimian Ding , Yiyuan Yang , Guanwen Xie , Shuai Zhang

This paper considers optimization over multiple renewal systems coupled by time average constraints. These systems act asynchronously over variable length frames. For each system, at the beginning of each renewal frame, it chooses an action…

最优化与控制 · 数学 2018-05-23 Xiaohan Wei , Michael J. Neely

In this paper, we examine a status updating system where updates generated by the source are sent to the monitor through an erasure channel. We assume each update consists of $k$ symbols and the symbol erasure in each time slot follows an…

信息论 · 计算机科学 2019-05-01 Songtao Feng , Jing Yang

Resource management in Internet of Things (IoT) systems is a major challenge due to the massive scale and heterogeneity of the IoT system. For instance, most IoT applications require timely delivery of collected information, which is a key…

信息论 · 计算机科学 2021-01-05 Taehyeun Park , Walid Saad , Bo Zhou
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