智能电网ICS通信中的弹性网络安全使用BLAKE3驱动的动态键旋转和入侵检测
Naga Shiva Dokku1, Rayappa David Amar Raj1, Sai Krishna Bodapati1
1Amrita School of Artificial Intelligence, Amrita Vishwa Vidyapeetham, Coimbatore, 641112, India.
Scientific reports
|September 24, 2025
概括
本研究介绍了工业控制系统 (ICS) 的强大网络安全框架,集成机器学习和先进加密,以检测和防止数据注入和拒绝服务攻击等复杂的网络威胁.
科学领域:
- 网络安全 网络安全
- 工业控制系统 (ICS) 是指工业控制系统.
- 机器学习 机器学习
背景情况:
- 工业控制系统 (ICS) 越来越多地与关键基础设施相连,从而产生新的网络安全漏洞.
- 先进的网络威胁对这些系统的安全和运营完整性构成重大风险.
研究的目的:
- 为ICS.开发一种创新的网络安全方法.
- 预测和中和各种网络攻击载体,包括虚假数据注入,拒绝服务和透.
- 加强关键基础设施的安全和运营完整性.
主要方法:
- 使用IEC 60870-5-104数据集进行分析.
- 采用合成少数群体过量采样技术 (SMOTE) 来增强数据.
- 实现了随机森林分类器 (达到1.00准确度) 和隔离森林用于异常检测.
- 集成的动态AES-256-CBC加密与BLAKE3衍生密钥.
- 应用贝叶斯驱动的法医方法论用于攻击后的分析.
主要成果:
- 使用随机森林分类器实现了1.00准确度.
- 证明了对仅加密文本攻击的加密弹性.
- 通过实时模拟,成功对不断变化的和零日攻击模式进行了评估.
- 通过各种安全测试验证模型强度 (例如,奇平方,香农).
结论:
- 拟议的框架有效预测和中和ICS网络威胁.
- 混合方法增强了行动实力和国家安全.
- 这项研究解决了工业控制系统网络安全的关键缺口.
相关概念视频
Pilot and Numeric Relaying
480
Pilot relaying is a type of differential protection used in power systems. It compares electrical quantities at the terminals of equipment via a communication channel instead of direct relay interconnection. This method is essential for transmission lines where the terminals are far apart, typically up to 80 km for lines with 69 to 115 kV ratings. Four types of communication channels are used for pilot relaying:
480
Zones of Protection
760
In power systems, the entire setup is divided into protective zones to isolate faults and protect the rest of the network. These zones include generators, transformers, buses, transmission lines, distribution lines, and motors. Each zone can be visualized as a separate room in a house, with each room protected by its own circuit breaker.
Protective zones are defined by closed dashed lines, containing one or more components. A key characteristic of these zones is the strategic placement of...
Protective zones are defined by closed dashed lines, containing one or more components. A key characteristic of these zones is the strategic placement of...
760
Reclosers and Fuses
454
Automatic circuit reclosers enhance the protection of distribution circuits by interrupting and auto-reclosing an AC circuit according to a preset sequence. They effectively manage temporary faults on overhead distribution lines, often caused by tree limbs or wildlife, by briefly disrupting service to improve overall reliability. However, contact with reclosers or energized broken conductors on the ground can pose serious hazards.
A comprehensive protection scheme for radial distribution...
A comprehensive protection scheme for radial distribution...
454
Line Protection with Impedance Relays
438
Coordinating time-delay overcurrent relays in complex radial systems and directional overcurrent relays in multi-source transmission loops can be challenging. Impedance relays address these issues by responding to the voltage-to-current ratio, specifically measuring the apparent impedance of a line. These relays become more sensitive during faults as current increases and voltage decreases, thereby reducing the apparent impedance.
Under normal conditions, low load currents keep the measured...
Under normal conditions, low load currents keep the measured...
438
Radial System Protection
420
Radial systems employ time-delay overcurrent relays to reduce load interruptions. When a fault occurs, the nearest breaker opens first, while upstream breakers remain closed due to longer delay settings. This approach ensures minimal disruption to the rest of the system.
In a radial system with a fault downstream of the third breaker, ideally, only the third breaker will open, isolating the fault and interrupting the load connected beyond it. The second breaker has a longer delay setting,...
In a radial system with a fault downstream of the third breaker, ideally, only the third breaker will open, isolating the fault and interrupting the load connected beyond it. The second breaker has a longer delay setting,...
420
Distribution Reliability and Automation
497
Distribution reliability in electrical power systems is critical for ensuring an uninterrupted power supply to consumers at minimal cost. According to IEEE Standard Terms, reliability is the probability that a device will function without failure over a specified time period or amount of usage. For electric power distribution, this translates to maintaining continuous power supply and addressing customer concerns over power outages. Several indices, as defined by IEEE Standard 1366-2012, are...
497
