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相关论文: Value of Information in Feedback Control: Quantifi…

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The next generations of vehicles are expected to be equipped with sophisticated sensors to support advanced automotive services. The large volume of data generated by such applications will likely put a strain on the vehicular communication…

网络与互联网体系结构 · 计算机科学 2019-07-25 Marco Giordani , Andrea Zanella , Takamasa Higuchi , Onur Altintas , Michele Zorzi

This paper studies the optimal output-feedback control of a linear time-invariant system where a stochastic event-based scheduler triggers the communication between the sensor and the controller. The primary goal of the use of this type of…

系统与控制 · 计算机科学 2017-08-10 Burak Demirel , Alex S. Leong , Vijay Gupta , Daniel E. Quevedo

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

Age-of-Information (AoI) is a recently introduced metric for network operation with sensor applications which quantifies the freshness of data. In the context of networked control systems (NCSs), we compare the worth of the AoI metric with…

信息论 · 计算机科学 2019-03-14 Onur Ayan , Mikhail Vilgelm , Markus Klügel , Sandra Hirche , Wolfgang Kellerer

We investigate the trade-off between controllability, channel access, and age-related performance in a wireless network of control systems. Controllers share a random-access channel to transmit control inputs to actuators over slotted…

系统与控制 · 电气工程与系统科学 2026-05-28 Songita Das , Gourab Ghatak , Chen Quan , Geethu Joseph

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

We study event-triggered control for stabilization of unstable linear plants over rate-limited communication channels subject to unknown, bounded delay. On one hand, the timing of event triggering carries implicit information about the…

In this paper, we study distributed channel triggering mechanisms for wireless networked control systems (WNCSs) for conventional and smart sensors, i.e., sensors without and with computational power, respectively. We first consider the…

系统与控制 · 电气工程与系统科学 2021-04-08 Tahmoores Farjam , Themistoklis Charalambous

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

The Stratonovich's value of information (VoI) is quantity that measure how much inferential gain is obtained from a perturbed sample under information leakage constraint. In this paper, we introduce a generalized VoI for a general loss…

信息论 · 计算机科学 2022-01-28 Akira Kamatsuka , Takahiro Yoshida , Toshiyasu Matsushima

Computing value of information (VOI) is a crucial task in various aspects of decision-making under uncertainty, such as in meta-reasoning for search; in selecting measurements to make, prior to choosing a course of action; and in managing…

人工智能 · 计算机科学 2015-03-13 David Tolpin , Solomon Eyal Shimony

Age-of-information is a novel performance metric in communication systems to indicate the freshness of the latest received data, which has wide applications in monitoring and control scenarios. Another important performance metric in these…

信息论 · 计算机科学 2018-08-07 Jie Gong , Xiang Chen , Xiao Ma

The Internet of Things (IoT) interconnects multiple physical devices in large-scale networks. When the 'things' coordinate decisions and act collectively on shared information, feedback is introduced between them. Multiple feedback loops…

系统与控制 · 电气工程与系统科学 2024-12-20 Sebastian Trimpe , Dominik Baumann

A key issue in the control of distributed discrete systems modeled as Markov decisions processes, is that often the state of the system is not directly observable at any single location in the system. The participants in the control scheme…

信息论 · 计算机科学 2017-05-01 Jie Ren , Solmaz Torabi , John MacLaren Walsh

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

In traditional approaches to structural health monitoring, challenges often arise associated with the availability of labelled data. Population-based structural health monitoring seeks to overcomes these challenges by leveraging…

机器学习 · 计算机科学 2024-07-22 Aidan J. Hughes , Giulia Delo , Jack Poole , Nikolaos Dervilis , Keith Worden

While information theory has been introduced to characterize the fundamental limitations of control and filtering for a few decades, the existing information-theoretic methods are indirect and cumbersome for analyzing the limitations of…

信息论 · 计算机科学 2026-02-03 Neng Wan , Dapeng Li , Naira Hovakimyan

We study the information-theoretic limits of joint communication and sensing when the sensing task is modeled as the estimation of a discrete channel state fixed during the transmission of an entire codeword. This setting captures scenarios…

信息论 · 计算机科学 2023-05-17 Meng-Che Chang , Shi-Yuan Wang , Tuna Erdoğan , Matthieu R. Bloch

This paper is part of an ongoing investigation of "pragmatic information", defined in Weinberger (2002) as "the amount of information actually used in making a decision". Because a study of information rates led to the Noiseless and Noisy…

信息论 · 计算机科学 2026-03-03 Edward D. Weinberger

There have been numerous attempts in explaining the general learning behaviours using model-based and model-free methods. While the model-based control is flexible yet computationally expensive in planning, the model-free control is quick…

机器学习 · 计算机科学 2019-12-12 Krishn Bera , Yash Mandilwar , Bapi Raju