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Collaborative Research: The value of Information in Networked Control: a Utility Based Approach

Collaborative Research: The value of Information in Networked Control: a Utility Based Approach
协作研究:信息在网络控制中的价值:基于效用的方法
批准号:
2127946
负责人:
Massimo Franceschetti
金额:
$27.47万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2021
资助国家:
美国
项目状态:
已结题
起止时间:
2021-09-01 至 2024-08-31

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中文摘要
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英文摘要
This project addresses the problem of determining the quality or value of the information delivered at a given point in space and time in Networked Control Systems. Modern networking systems often have the capability of sensing and actuating on the environment in an intelligent way. This capability strongly relies on guarantees that the right information at the right place andat the right time is available to the system for deciding the right action to take. Failure of these guarantees can lead to catastrophic consequences in safety critical applications such as industrial processes control, autonomous navigation, robotics, automatic drug delivery, and so on. For this reason, adopting a proper definition of value of information in a networked control system is of paramount importance for national welfare. Our study has implications beyond the field of control and and information, in terms of the introduction of new mathematical methods and design tools. In laying a theoretical foundation, we expect to draw novel, synergistic connections between control, information, and real systems. The proposed research will also impact the training of a new generation of students through undergraduate student involvement, graduate mentoring and curriculum development, outreach activities, plans for broadening participation in computing and retention of minority students, and broad dissemination activities.The importance of delivering the right information at the right place and at the right time has been recognized in the literature of networked control systems and it sparked the introduction of several utility functions including the Age-of-Information and the closely related Value-of-Information and Quality of Information. In this project our objective is to show that universalmeasures, such as Age of Information, Value of Information, and Quality of Information, are insufficient to characterize the quality of information in terms of its utility for control of dynamical systems, and we characterize a system-dependent and task-dependent utility metric and describe its applications in the framework of control. On the one side, we consider the information flowoccurring in feedback loops governed by event-triggering control policies. We argue that focusing on event-triggering control will bring key insights on how to provide a definition with an immediate operational significance, which takes into account resolution, timing, reliability constraints, and relates them to the parameters of the system under control. On the other side, we consider ageneral, and somewhat more informal definition, that has been adopted in diverse fields such as information economics, risk management, and stochastic programming, and we will cast it in a rigorous control-theoretic framework. This approach is fully compatible with the insights we get from event-triggering control, and generally applicable to networked control systems.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(12)
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科研奖励(0)
会议论文
DOI: 10.1109/tac.2021.3113472
发表时间: 2018-12
期刊: IEEE Transactions on Automatic Control
影响因子: 6.8
作者: [T. Soleymani;J. Baras;S. Hirche]
通讯作者: T. Soleymani;J. Baras;S. Hirche
The Many Facets of Information in Networked Estimation and Control
网络估计和控制中信息的多方面
DOI: 10.1146/annurev-control-042820-010811
发表时间: 2023
期刊: and Autonomous Systems
影响因子: --
作者: [Franceschetti, Massimo, Khojasteh, Mohammad Javad, Win, Moe Z.]
通讯作者: Win, Moe Z.
A Random Adaptation Perspective on Distributed Averaging
分布式平均的随机适应视角
DOI: 10.1109/lcsys.2022.3187749
发表时间: 2023
期刊: IEEE Control Systems Letters
影响因子: 3
作者: [Parasnis, Rohit, Verma, Ashwin, Franceschetti, Massimo, Touri, Behrouz]
通讯作者: Touri, Behrouz
Sensor scheduling for linear systems: A covariance tracking approach
线性系统的传感器调度:协方差跟踪方法
DOI: 10.1016/j.automatica.2021.110078
发表时间: 2022
期刊: Automatica
影响因子: 6.4
作者: [Maity, Dipankar, Hartman, David, Baras, John S.]
通讯作者: Baras, John S.
12
    RAPID: A Controlled Response to COVID-19
    • 批准号:
      2028036
    • 项目类别:
      Standard Grant
    • 资助金额:
      $20.0万
    • 财政年份:
      2020
    • 负责人:
      Massimo Franceschetti
    • 依托单位:
    Practical Stability of Networked Control Systems under Uncertainty
    • 批准号:
      1917177
    • 项目类别:
      Standard Grant
    • 资助金额:
      $53.05万
    • 财政年份:
      2019
    • 负责人:
      Massimo Franceschetti
    • 依托单位:
    CIF: Small: Blind information measures for waves: a deterministic approach
    • 批准号:
      1717942
    • 项目类别:
      Standard Grant
    • 资助金额:
      $50.0万
    • 财政年份:
      2017
    • 负责人:
      Massimo Franceschetti
    • 依托单位:
    CIF: Student Travel Support for the North American School on Information Theory
    • 批准号:
      1547772
    • 项目类别:
      Standard Grant
    • 资助金额:
      $1.0万
    • 财政年份:
      2015
    • 负责人:
      Massimo Franceschetti
    • 依托单位:
    国内基金
    海外基金
    Research on Quantum Field Theory without a Lagrangian Description
    • 批准号:
      24ZR1403900
    • 项目类别:
      省市级项目
    • 资助金额:
      --
    • 批准年份:
      2024
    • 负责人:
      SATOSHI NAWATA
    • 依托单位:
    Cell Research
    Cell Research
    Cell Research (细胞研究)