通过双层控制架构加强非线性过程的网络安全

IF 3 Q2 ENGINEERING, CHEMICAL
Arthur Khodaverdian , Dhruv Gohil , Panagiotis D. Christofides
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引用次数: 0

摘要

本文提出了一种新的两层多键控制体系结构,以增强非线性化学过程对网络攻击的弹性。该结构由上层非线性控制器和下层加密线性控制器组成。非线性控制器处理未加密的传感器数据以确定最优控制动作,然后使用植物的第一性原理模型来估计闭环状态轨迹。在加密之前对该轨迹进行采样并映射到一个有效子集,这可能导致较小的不准确性。由此产生的加密状态空间数据样本用作下层控制器的设定点,这可以使用加密信号实现,允许应用控制输入的计算和传输混淆,从而增强网络安全。本研究利用某些线性控制方法的单输入-单输出特性,为每个线性控制器及其各自的传感器数据分配唯一的加密密钥,进一步提高了安全性。两个非线性化学过程应用,包括一个基准化学反应器示例和一个通过使用Aspen Dynamics建模的应用,用于演示所提出的两层架构的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Enhancing cybersecurity of nonlinear processes via a two-layer control architecture
This work proposes a novel two-layer multi-key control architecture to enhance the resilience of nonlinear chemical processes to cyberattacks. The architecture consists of an upper-layer nonlinear controller and a lower-layer of encrypted linear controllers. The nonlinear controllers process unencrypted sensor data to determine optimal control actions, which are then used to estimate the closed-loop state trajectory using a first-principle model of the plant. This trajectory is sampled and mapped to a valid subset before encryption, which can lead to minor inaccuracies. The resulting encrypted state-space data samples are used as set-points for the lower-layer controllers, which can be implemented using encrypted signals, allowing for obfuscation of the computation and transmission of the applied control inputs, thereby enhancing cybersecurity. This study further improves security by taking advantage of the Single-Input-Single-Output nature of some linear control methods to allocate a unique encryption key to each linear controller and its respective sensor data. Two nonlinear chemical process applications, including a benchmark chemical reactor example and one application modeled through the use of Aspen Dynamics, are used to demonstrate the application of the proposed two-layer architecture.
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CiteScore
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