2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton)最新文献_第2页

Recovering Noisy-Pseudo-Sparse Signals From Linear Measurements via l∞ 从线性测量中通过l∞恢复噪声伪稀疏信号

2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton) Pub Date : 2019-09-01 DOI: 10.1109/ALLERTON.2019.8919861

Hang Zhang, A. Abdi, F. Fekri

引用次数: 0

Reinforcement Learning for Optimal Control of Queueing Systems 排队系统最优控制的强化学习

2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton) Pub Date : 2019-09-01 DOI: 10.1109/ALLERTON.2019.8919665

Bai Liu, Qiaomin Xie, E. Modiano

{"title":"Reinforcement Learning for Optimal Control of Queueing Systems","authors":"Bai Liu, Qiaomin Xie, E. Modiano","doi":"10.1109/ALLERTON.2019.8919665","DOIUrl":"https://doi.org/10.1109/ALLERTON.2019.8919665","url":null,"abstract":"With the rapid advance of information technology, network systems have become increasingly complex and hence the underlying system dynamics are typically unknown or difficult to characterize. Finding a good network control policy is of significant importance to achieving desirable network performance (e.g., high throughput or low average job delay). Online/sequential learning algorithms are well-suited to learning the optimal control policy from observed data for systems without the information of underlying dynamics. In this work, we consider using model-based reinforcement learning (RL) to learn the optimal control policy of queueing networks so that the average job delay (or equivalently the average queue backlog) is minimized. Existing RL techniques, however, cannot handle the unbounded state spaces of the network control problem. To overcome this difficulty, we propose a new algorithm, called Piecewise Decaying $epsilon$-Greedy Reinforcement Learning (PDGRL), which applies model-based RL methods over a finite subset of the state space. We establish that the average queue backlog under PDGRL with an appropriately constructed subset can be arbitrarily close to the optimal result. We evaluate PDGRL in dynamic server allocation and routing problems. Simulations show that PDGRL minimizes the average queue backlog effectively.","PeriodicalId":120479,"journal":{"name":"2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton)","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114545495","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 23

Proximal optimization for resource allocation in distributed computing systems with data locality 具有数据局部性的分布式计算系统中资源分配的最近邻优化

2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton) Pub Date : 2019-09-01 DOI: 10.1109/ALLERTON.2019.8919839

Diego Goldsztajn, F. Paganini, Andrés Ferragut

引用次数: 2

Attack Analysis for Discrete-time Distributed Multi-Agent Systems 离散时间分布式多智能体系统的攻击分析

2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton) Pub Date : 2019-09-01 DOI: 10.1109/ALLERTON.2019.8919789

Aquib Mustafa, H. Modares

引用次数: 2

Allerton 2019 Plenary Talk 阿勒顿2019年全体会议

2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton) Pub Date : 2019-09-01 DOI: 10.1109/allerton.2019.8919730

引用次数: 0

Allerton 2019 Foreword Allerton 2019前言

2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton) Pub Date : 2019-09-01 DOI: 10.1109/allerton.2019.8919846

引用次数: 0

Decentralization Issues in Cell-free Massive MIMO Networks with Zero-Forcing Precoding 基于零强制预编码的无小区大规模MIMO网络中的去中心化问题

2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton) Pub Date : 2019-09-01 DOI: 10.1109/ALLERTON.2019.8919893

F. Riera-Palou, G. Femenias

{"title":"Decentralization Issues in Cell-free Massive MIMO Networks with Zero-Forcing Precoding","authors":"F. Riera-Palou, G. Femenias","doi":"10.1109/ALLERTON.2019.8919893","DOIUrl":"https://doi.org/10.1109/ALLERTON.2019.8919893","url":null,"abstract":"Cell-free massive MIMO (CF-M-MIMO) systems represent an evolution of the classical cellular architecture that has dominated the mobile landscape for decades. In CF-M-MIMO, a central processing unit (CPU) controls a multitude of access points (APs) that are irregularly scattered throughout the coverage area effectively becoming a fully distributed implementation of the MMIMO technology. As such, it inherits many of the key properties that have made M-MIMO one of the physical layer pillars of 5G systems while opening the door to new features not available in M-MIMO. Among the latest is the possibility of performing the precoding at the CPU (centralized) or at the APs (distributed) with the former known to offer much better performance at the cost of having to collect all the relevant channel state information (CSI) at the CPU. Realistic deployments of cell-free systems are likely to require more than one CPU when the area to be covered is large, thus a critical issue that needs to be solved is how these multiple CPUs should be interconnected. This paper analyzes and proposes designs for different degrees of interconnectivity among the CPUs for the specific case of centralized zero-forcing precoding. Results show that a modest form of CPU interconnection can boost very significantly the max-min rate performance so prevalent in CF-M-MIMO architectures.","PeriodicalId":120479,"journal":{"name":"2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132980457","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 13

Projections onto the Set of Feasible Inputs and the Set of Feasible Solutions 可行输入集和可行解集上的投影

2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton) Pub Date : 2019-09-01 DOI: 10.1109/ALLERTON.2019.8919776

Claudio Gambella, Jakub Marecek, M. Mevissen

引用次数: 2

A Tragedy of Autonomy. self-driving cars and urban congestion externalities 自治的悲剧。自动驾驶汽车和城市拥堵的外部性

2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton) Pub Date : 2019-09-01 DOI: 10.1109/ALLERTON.2019.8919766

Philip N. Brown

引用次数: 3

State space homogenization in hybrid dynamical systems with two subsystems 双子系统混合动力系统的状态空间均匀化

2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton) Pub Date : 2019-09-01 DOI: 10.1109/ALLERTON.2019.8919884

M. Cistelecan

引用次数: 1