Development and experimental validation of a predictive resilient framework for cyber‐physical systems

IF 4.4 3区 工程技术 Q2 ENGINEERING, CHEMICAL
AIChE Journal Pub Date : 2026-10-01 DOI:10.1002/aic.70672
Luyang Liu, Ritu Ranjan, Zaman Sajid, Benjamin Wilhite, Costas Kravaris, Faisal Khan
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引用次数: 0

Abstract

Cyber‐physical process systems integrate process dynamics, control, sensing, actuation, and communication, making them vulnerable to attacks that falsify data, alter control actions, or disrupt networks and drive operations toward unsafe states. This work presents a safety‐focused resilience framework that adds an independent protection layer to existing control systems. Using trusted state and controller‐output measurements, a controller digital twin (DT) checks whether control actions are consistent, while a process DT predicts future behavior after detecting a compromise. These predictions are assessed using the minimum safety margin and the time to minimum safety margin, which indicate risk severity and urgency and classify conditions as Safe, Possible Critical, or Safety Critical. Mitigation actions are chosen when they can restore an acceptable safety margin; otherwise, the system proceeds to safe shutdown. Simulated continuous stirred‐tank reactor and experimental continuous stirred‐tank heater studies show the layer detects attacks, supports recovery, and triggers automatic shutdown when needed.
网络物理系统预测弹性框架的开发和实验验证
网络物理过程系统集成了过程动力学、控制、传感、驱动和通信,使它们容易受到伪造数据、改变控制动作或破坏网络和将操作推向不安全状态的攻击。这项工作提出了一个以安全为重点的弹性框架,为现有的控制系统增加了一个独立的保护层。使用可信状态和控制器输出测量,控制器数字孪生(DT)检查控制动作是否一致,而过程DT在检测到妥协后预测未来的行为。这些预测使用最小安全裕度和达到最小安全裕度的时间进行评估,这表明风险的严重性和紧迫性,并将条件分为安全、可能临界或安全临界。选择能够恢复可接受的安全范围的缓解行动;否则,系统继续安全关闭。模拟连续搅拌槽反应器和实验连续搅拌槽加热器研究表明,该层检测攻击,支持恢复,并在需要时触发自动关闭。
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来源期刊
AIChE Journal
AIChE Journal 工程技术-工程:化工
CiteScore
7.10
自引率
10.80%
发文量
411
审稿时长
3.6 months
期刊介绍: The AIChE Journal is the premier research monthly in chemical engineering and related fields. This peer-reviewed and broad-based journal reports on the most important and latest technological advances in core areas of chemical engineering as well as in other relevant engineering disciplines. To keep abreast with the progressive outlook of the profession, the Journal has been expanding the scope of its editorial contents to include such fast developing areas as biotechnology, electrochemical engineering, and environmental engineering. The AIChE Journal is indeed the global communications vehicle for the world-renowned researchers to exchange top-notch research findings with one another. Subscribing to the AIChE Journal is like having immediate access to nine topical journals in the field. Articles are categorized according to the following topical areas: Biomolecular Engineering, Bioengineering, Biochemicals, Biofuels, and Food Inorganic Materials: Synthesis and Processing Particle Technology and Fluidization Process Systems Engineering Reaction Engineering, Kinetics and Catalysis Separations: Materials, Devices and Processes Soft Materials: Synthesis, Processing and Products Thermodynamics and Molecular-Scale Phenomena Transport Phenomena and Fluid Mechanics.
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