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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

基本信息

批准号：
2127946
负责人：
Massimo Franceschetti
金额：
$ 27.47万
依托单位：
University of California-San Diego
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
起止时间：
2021-09-01 至 2024-08-31
项目状态：
已结题

来源：
https://www.nsf.gov/awardsearch/showAward?AWD_ID=2127946&HistoricalAwards=false
关键词：
Collaborative Research value Information Networked

项目摘要

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.

该项目解决了确定在网络控制系统中给定时间和空间点上传递的信息的质量或价值的问题。现代网络系统通常具有以智能方式感知和驱动环境的能力。此功能强烈依赖于保证在正确的地点和正确的时间对系统提供正确的信息，以决定采取正确的操作。这些保证的失败可能会在安全关键应用中导致灾难性的后果，例如工业过程控制、自主导航、机器人技术、自动药物输送等。因此，对网络控制系统中信息价值的正确定义对国家福利至关重要。在引入新的数学方法和设计工具方面，我们的研究具有超越控制和信息领域的意义。在奠定理论基础的过程中，我们期望在控制、信息和实际系统之间建立新的、协同的联系。建议的研究亦会透过本科生参与、研究生辅导和课程发展、外展活动、扩大参与电脑业和保留少数族裔学生的计划，以及广泛的传播活动，影响新一代学生的培养。在正确的地点和正确的时间传递正确信息的重要性已经在网络控制系统的文献中得到认可，它引发了几个实用函数的引入，包括信息时代和密切相关的信息价值和信息质量。在这个项目中，我们的目标是表明通用的度量，如信息时代、信息价值和信息质量，不足以从控制动态系统的效用来描述信息的质量，我们描述了一个系统依赖和任务依赖的效用度量，并描述了它在控制框架中的应用。一方面，我们考虑发生在由事件触发控制策略控制的反馈回路中的信息流。我们认为，关注事件触发控制将带来关于如何提供具有直接操作意义的定义的关键见解，该定义考虑了分辨率，定时，可靠性约束，并将它们与控制下系统的参数联系起来。另一方面，我们考虑在信息经济学、风险管理和随机规划等不同领域采用的一般的、更非正式的定义，并将其置于严格的控制理论框架中。这种方法与我们从事件触发控制中获得的见解完全兼容，并且通常适用于网络控制系统。该奖项反映了美国国家科学基金会的法定使命，并通过使用基金会的知识价值和更广泛的影响审查标准进行评估，被认为值得支持。