Remote State Estimation and Blum–Shub–Smale Machines—A Computability Analysis With Applications to Virtual Twinning

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2024-11-19 DOI:10.1109/TAC.2024.3502314
Holger Boche;Yannik Böck;Christian Deppe;Frank H. P. Fitzek
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Abstract

This article analyzes aspects of the problem of remote state estimation (RSE) via noisy communication channels for their Blum–Shub–Smale (BSS) computability, motivated by an exemplary application to a formal model of virtual twinning subject to stringent integrity requirements. Computability theory provides a unique framework for the formal and mathematically rigorous analysis of algorithms and computing machines. Therefore, computability theory is essential in the domain of safety- and life-critical technology, where the formal verification of automated systems is necessary. Based on the RSE problem, we establish a simple mathematical model of virtual-twin systems that entails a formal notion of integrity (i.e., a state where the virtual entity accurately mirrors its physical counterpart). The model's notion of integrity is related to the question of whether the system under consideration is capable of computing the communication channel's zero-error capacity and corresponding zero-error codes. While this task is known to exceed the theoretical capabilities of Turing computers, we prove its formal feasibility within the model BSS machines. As different authors have proposed BSS machines as potential model of some forms of analog computing, this article serves as a proof-of-concept for a theoretical analog supremacy of unconventional information-processing hardware. Considering recent advances in the development of such hardware, forms of analog supremacy will likely become relevant in the future of cyber-physical systems and information technology.
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远程状态估计和布卢姆-舒伯-巨型机--应用于虚拟赢棋的可计算性分析
本文分析了通过噪声通信信道的远程状态估计(RSE)的Blum-Shub-Smale (BSS)可计算性问题的各个方面,其动机是对具有严格完整性要求的虚拟孪生的正式模型的示例应用程序。可计算性理论为算法和计算机器的形式化和数学上严格的分析提供了一个独特的框架。因此,可计算性理论在安全和生命关键技术领域是必不可少的,其中自动化系统的正式验证是必要的。基于RSE问题,我们建立了虚拟孪生系统的简单数学模型,该模型需要完整性的正式概念(即虚拟实体准确反映其物理对应物的状态)。该模型的完整性概念与所考虑的系统是否能够计算通信信道的零错误容量和相应的零错误码的问题有关。虽然这个任务已知超出了图灵计算机的理论能力,但我们证明了它在模型BSS机器中的正式可行性。由于不同的作者已经提出BSS机器作为某些形式的模拟计算的潜在模型,本文可以作为非常规信息处理硬件的理论模拟霸权的概念证明。考虑到此类硬件发展的最新进展,模拟霸权的形式可能会在未来的网络物理系统和信息技术中变得相关。
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来源期刊
IEEE Transactions on Automatic Control
IEEE Transactions on Automatic Control 工程技术-工程:电子与电气
CiteScore
11.30
自引率
5.90%
发文量
824
审稿时长
9 months
期刊介绍: In the IEEE Transactions on Automatic Control, the IEEE Control Systems Society publishes high-quality papers on the theory, design, and applications of control engineering. Two types of contributions are regularly considered: 1) Papers: Presentation of significant research, development, or application of control concepts. 2) Technical Notes and Correspondence: Brief technical notes, comments on published areas or established control topics, corrections to papers and notes published in the Transactions. In addition, special papers (tutorials, surveys, and perspectives on the theory and applications of control systems topics) are solicited.
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