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Cyberattack detection in Critical Infrastructure and Supply Chains has become challenging in Industry 4.0. Intrusion Detection Systems (IDS) are deployed to counter the cyberattacks. However, an IDS effectively detects attacks based on the…

密码学与安全 · 计算机科学 2025-10-24 Smita Khapre

Agentic AI and Multi-Agent Systems are poised to dominate industry and society imminently. Powered by goal-driven autonomy, they represent a powerful form of generative AI, marking a transition from reactive content generation into…

软件工程 · 计算机科学 2025-12-29 Brian Bowers , Smita Khapre , Jugal Kalita

Cyber-physical systems are integrations of computation, networking, and physical processes. Due to the tight cyber-physical coupling and to the potentially disrupting consequences of failures, security here is one of the primary concerns.…

系统与控制 · 计算机科学 2018-12-13 Yuriy Zacchia Lun , Alessandro D'Innocenzo , Ivano Malavolta , Maria Domenica Di Benedetto

The fundamental changes in power supply and increasing decentralization require more active grid operation and an increased integration of ICT at all power system actors. This trend raises complexity and increasingly leads to interactions…

Cyber-physical systems integrate computation, communication, and physical capabilities to interact with the physical world and humans. Besides failures of components, cyber-physical systems are prone to malicious attacks so that specific…

最优化与控制 · 数学 2012-02-29 Fabio Pasqualetti , Florian Dörfler , Francesco Bullo

This work focuses on the use of deep learning for vulnerability analysis of cyber-physical systems (CPS). Specifically, we consider a control architecture widely used in CPS (e.g., robotics), where the low-level control is based on e.g.,…

密码学与安全 · 计算机科学 2022-04-11 Amir Khazraei , Spencer Hallyburton , Qitong Gao , Yu Wang , Miroslav Pajic

Machine learning techniques are currently used extensively for automating various cybersecurity tasks. Most of these techniques utilize supervised learning algorithms that rely on training the algorithm to classify incoming data into…

密码学与安全 · 计算机科学 2019-12-06 Prithviraj Dasgupta , Joseph B. Collins

With computing now ubiquitous across government, industry, and education, cybersecurity has become a critical component for every organization on the planet. Due to this ubiquity of computing, cyber threats have continued to grow year over…

密码学与安全 · 计算机科学 2024-12-03 Erick Galinkin , Emmanouil Pountrourakis , Spiros Mancoridis

Physical consequences to power systems of false data injection cyber-attacks are considered. Prior work has shown that the worst-case consequences of such an attack can be determined using a bi-level optimization problem, wherein an attack…

系统与控制 · 计算机科学 2016-05-24 Zhigang Chu , Jiazi Zhang , Oliver Kosut , Lalitha Sankar

Keeping up with threat intelligence is a must for a security analyst today. There is a volume of information present in `the wild' that affects an organization. We need to develop an artificial intelligence system that scours the…

人工智能 · 计算机科学 2019-05-09 Sudip Mittal , Anupam Joshi , Tim Finin

Securing enterprise networks presents challenges in terms of both their size and distributed structure. Data required to detect and characterize malicious activities may be diffused and may be located across network and endpoint devices.…

Given that disturbances to the stable and normal operation of power systems have grown phenomenally, particularly in terms of unauthorized access to confidential and critical data, injection of malicious software, and exploitation of…

机器学习 · 计算机科学 2025-01-27 Mofe O. Jeje

Cyber threats affect all kinds of organisations. Risk analysis is an essential methodology for cybersecurity as it allows organisations to deal with the cyber threats potentially affecting them, prioritise the defence of their assets and…

The electric grid is an attractive target for cyberattackers given its critical nature in society. With the increasing sophistication of cyberattacks, effective grid defense will benefit from proactively identifying vulnerabilities and…

系统与控制 · 电气工程与系统科学 2024-02-14 Amr S. Mohamed , Deepa Kundur

This study delves into the role of process awareness in enhancing intrusion detection within Smart Grids, considering the increasing fusion of ICT in power systems and the associated emerging threats. The research harnesses a co-simulation…

密码学与安全 · 计算机科学 2024-12-09 Omer Sen , Yanico Aust , Simon Glomb , Andreas Ulbig

Emerging cyber-physical systems incorporate systems of systems that have functional interdependencies. With the increase in complexity of the cyber-physical systems, the attack surface also expands, making cyber-physical systems more…

系统与控制 · 电气工程与系统科学 2024-12-20 Yahya Javed , Muhamad Felemban , Tawfeeq Shawly , Jason Kobes , Arif Ghafoor

Artificial intelligence (AI) systems are increasingly adopted as tool-using agents that can plan, observe their environment, and take actions over extended time periods. This evolution challenges current evaluation practices where the AI…

密码学与安全 · 计算机科学 2026-03-17 Simone Aonzo , Merve Sahin , Aurélien Francillon , Daniele Perito

Agentic AI marks an important transition from single-step generative models to systems capable of reasoning, planning, acting, and adapting over long-lasting tasks. By integrating memory, tool use, and iterative decision cycles, these…

密码学与安全 · 计算机科学 2026-01-12 Sahaya Jestus Lazer , Kshitiz Aryal , Maanak Gupta , Elisa Bertino

The incremental diffusion of machine learning algorithms in supporting cybersecurity is creating novel defensive opportunities but also new types of risks. Multiple researches have shown that machine learning methods are vulnerable to…

密码学与安全 · 计算机科学 2021-06-18 Giovanni Apruzzese , Mauro Andreolini , Luca Ferretti , Mirco Marchetti , Michele Colajanni

In this paper, we investigate the feasibility and physical consequences of cyber attacks against energy management systems (EMS). Within this framework, we have designed a complete simulation platform to emulate realistic EMS operations: it…