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相关论文: Foundations of Value of Information: A Semantic Me…

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Although transmission of a data packet containing sensory information in a networked control system improves the quality of regulation, it has indeed a price from the communication perspective. It is, therefore, rational that such a data…

最优化与控制 · 数学 2023-09-06 Touraj Soleymani , John S. Baras , Sandra Hirche

In this chapter, we study the consistency of the value of information$\unicode{x2014}$a semantic metric that claims to determine the right piece of information in networked control systems tasks$\unicode{x2014}$in a lossy and delayed…

信息论 · 计算机科学 2024-03-19 Touraj Soleymani , John S. Baras , Siyi Wang , Sandra Hirche , Karl H. Johansson

The rate-regulation tradeoff, defined between two objective functions, one penalizing the packet rate and one the regulation cost, can express the fundamental performance bound of networked control systems. However, the characterization of…

最优化与控制 · 数学 2023-09-06 Touraj Soleymani , John S. Baras , Sandra Hirche , Karl H. Johansson

We present our vision for a departure from the established way of architecting and assessing communication networks, by incorporating the semantics of information for communications and control in networked systems. We define semantics of…

In this chapter, we investigate the value of information as a more comprehensive instrument than the age of information for optimally shaping the information flow in a networked control system. In particular, we quantify the value of…

信息论 · 计算机科学 2024-03-19 Touraj Soleymani , John S. Baras , Karl H. Johansson

Emerging cyber-physical systems increasingly operate under stringent communication constraints that preclude the reliable transmission of their extensive machine-type data streams. Since raw measurements often contain correlated or…

信息论 · 计算机科学 2025-12-02 Jiping Luo , Bowen Li , Nikolaos Pappas

This paper develops computable metrics to assign priorities for information collection on network systems made up by binary components. Components are worth inspecting because their condition state is uncertain and the system functioning…

最优化与控制 · 数学 2021-06-10 Chaochao Lin , Junho Song , Matteo Pozzi

Argumentation provides a representation of arguments and attacks between these arguments. Argumentation can be used to represent a reasoning process over evidence to reach conclusions. Within such a reasoning process, understanding the…

人工智能 · 计算机科学 2021-02-17 Todd Robinson

Wireless connectivity has traditionally been regarded as an opaque data pipe carrying messages, whose context-dependent meaning and effectiveness have been ignored. Nevertheless, in emerging cyber-physical and autonomous networked systems,…

信息论 · 计算机科学 2021-03-11 Marios Kountouris , Nikolaos Pappas

Information value, a measure for decision sensitivity, can provide essential information in engineering and environmental assessments. It quantifies the potential for improved decision-making when reducing uncertainty in specific inputs. By…

Shannon information theory provides various measures of so-called "syntactic information", which reflect the amount of statistical correlation between systems. In contrast, the concept of "semantic information" refers to those correlations…

统计力学 · 物理学 2022-11-22 Artemy Kolchinsky , David H. Wolpert

From a traditional point of view, the value of information does not change during transmission. The Shannon information theory considers information transmission as a statistical phenomenon for measuring the communication channel capacity.…

网络与互联网体系结构 · 计算机科学 2019-07-04 Min Chen , Yixue Hao , Hamid Gharavi , Victor C. M. Leung

Shannon information theory is established based on probability and bits, and the communication technology based on this theory realizes the information age. The original goal of Shannon's information theory is to describe and transmit…

信号处理 · 电气工程与系统科学 2023-03-28 Guangming Shi , Dahua Gao , Shuai Ma , Minxi Yang , Yong Xiao , Xuemei Xie

In this paper, we study the trade-off between the transmission cost and the control performance of the multi-loop networked control system subject to network-induced delay. Within the linear-quadratic-Gaussian (LQG) framework, the joint…

系统与控制 · 电气工程与系统科学 2021-12-30 Siyi Wang , Qingchen Liu , Precious Ugo Abara , John S. Baras , Sandra Hirche

We explore the application of a new theory of Semantic Information to the well-motivated problem of a resource foraging agent. Semantic information is defined as the subset of correlations, measured via the transfer entropy, between agent…

In this article, we establish a comprehensive theoretical framework for remote estimation in a networked system composed of a source that is observed by a sensor, a remote monitor that needs to estimate the state of the source in real time,…

信息论 · 计算机科学 2026-02-24 Touraj Soleymani , Mohamad Assaad , John S. Baras

Semantic communication systems often use an end-to-end neural network to map input data into continuous symbols. These symbols, which are essentially neural network features, usually have fixed dimensions and heavy-tailed distributions.…

信息论 · 计算机科学 2025-12-17 Hanju Yoo , Dongha Choi , Songkuk Kim , Chan-Byoung Chae , Robert W. Heath

The interconnected smart devices and industrial internet of things devices require low-latency communication to fulfill control objectives despite limited resources. In essence, such devices have a time-critical nature but also require a…

信息论 · 计算机科学 2023-02-07 Stefan Roth , Yasemin Karacora , Christina Chaccour , Aydin Sezgin , Walid Saad

This article examines the problem of state estimation over multi-terminal channels in an unreliable regime. More specifically, we consider two canonical settings. In the first setting, measurements of a common stochastic source need to be…

信息论 · 计算机科学 2023-08-31 Touraj Soleymani , Deniz Gündüz

The Internet of Things (IoT) is an emerging next-generation technology in the fourth industrial revolution. In industrial IoT networks, sensing devices are largely deployed to monitor various types of physical processes. They are required…

系统与控制 · 电气工程与系统科学 2023-09-18 Zijing Wang , Mihai-Alin Badiu , Justin P. Coon
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