Coding-based abnormal behavior differentiation approach for industrial systems

IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Mohamad Ramadan , Farzaneh Abdollahi
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引用次数: 0

Abstract

This paper deals with the problem of sensor faults isolation from overlapping un-stealthy attacks based on coding sensor outputs for industrial systems represented by Lipschitz affine nonlinear models. A novel structure of a coding scheme, a network of three groups of interlinked observers, and an adaptive threshold technique is developed. To detect the abnormal behaviors, the first group is developed. The second group is designed to expose the attack behaviors. To isolate sensor faults, the third group of observers is constructed by exploiting the sensitivity definition. Beyond the novelty of the proposed coding scheme, the introduced approach has a novel structure that provides more degrees of freedom to prove the stability of observers in the nonlinear coordinates. Finally, the effectiveness of this approach is verified using the simulation of benchmark continuous stirred tank reactor (CSTR).
基于编码的工业系统异常行为区分方法
本文探讨了在对以 Lipschitz 仿真非线性模型为代表的工业系统的传感器输出进行编码的基础上,从重叠的非隐蔽攻击中隔离传感器故障的问题。本文开发了一种由编码方案、三组相互连接的观测器组成的网络和自适应阈值技术构成的新结构。第一组用于检测异常行为。第二组旨在暴露攻击行为。为了隔离传感器故障,利用灵敏度定义构建了第三组观测器。除了拟议编码方案的新颖性外,引入的方法还具有新颖的结构,可提供更多自由度来证明观测器在非线性坐标中的稳定性。最后,通过模拟基准连续搅拌罐反应器(CSTR)验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Industrial Information Integration
Journal of Industrial Information Integration Decision Sciences-Information Systems and Management
CiteScore
22.30
自引率
13.40%
发文量
100
期刊介绍: The Journal of Industrial Information Integration focuses on the industry's transition towards industrial integration and informatization, covering not only hardware and software but also information integration. It serves as a platform for promoting advances in industrial information integration, addressing challenges, issues, and solutions in an interdisciplinary forum for researchers, practitioners, and policy makers. The Journal of Industrial Information Integration welcomes papers on foundational, technical, and practical aspects of industrial information integration, emphasizing the complex and cross-disciplinary topics that arise in industrial integration. Techniques from mathematical science, computer science, computer engineering, electrical and electronic engineering, manufacturing engineering, and engineering management are crucial in this context.
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