保护工业控制系统:组件,网络威胁和机器学习驱动的防御策略
Mary Nankya1, Robin Chataut2, Robert Akl3
1Computer Science Department, Fitchburg State University, Fitchburg, MA 01420, USA.
Sensors (Basel, Switzerland)
|November 14, 2023
概括
由于网络威胁,确保工业控制系统 (ICS) 的安全至关重要. 本概述考察了ICS安全组件,威胁,对策以及机器学习在增强保护中的作用.
科学领域:
- 工业控制系统 (ICS) 安全安全
- 网络安全 网络安全
- 机器学习应用 机器学习应用
背景情况:
- 工业控制系统 (ICS),包括SCADA,DCS和PLC,对于工业过程至关重要.
- 由于网络攻击的严重后果,确保ICS安全至关重要.
- ICS安全受到控制,通信,可靠性和冗余设计因素的影响.
研究的目的:
- 为工业控制系统 (ICS) 安全提供全面的概述.
- 突出威胁,漏洞和现有的安全对策.
- 探索机器学习的整合,以加强ICS网络安全.
主要方法:
- 对ICS组件,协议,应用程序和性能方面进行审查.
- 分析典型的ICS威胁和漏洞.
- 检查安全对策,如网络细分,访问控制和补丁管理.
- 探索用于异常检测和威胁情报的机器学习技术.
主要成果:
- 确定了影响ICS安全设计决策的关键因素.
- 概述了现有的安全措施及其局限性.
- 证明了机器学习在增强ICS网络安全方面的潜力.
- 强调需要一个综合防御战略,将ML与其他措施相结合.
结论:
- ICS安全需要采用多方面的方法,将传统措施与机器学习等先进技术相结合.
- 需要进一步的研究来应对挑战,并提高ICS对不断变化的网络威胁的弹性.
- 这篇论文是推进ICS网络安全的宝贵参考.
相关概念视频
Defenses Against Pathogens and Herbivores
23.8K
Plants present a rich source of nutrients for many organisms, making it a target for herbivores and infectious agents. Plants, though lacking a proper immune system, have developed an array of constitutive and inducible defenses to fend off these attacks.
23.8K
Stereotype Content Model
14.7K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.7K
PD Controller: Design
247
In automotive engineering, car suspension systems often employ Proportional Derivative (PD) controllers to enhance performance. PD controllers are utilized to adjust the damping force in response to road conditions. A controller, acting as an amplifier with a constant gain, demonstrates proportional control, with output directly mirroring input.
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
247


