Super Learner Ensemble for Anomaly Detection and Cyber-Risk Quantification in Industrial Control Systems

Ahmadi-Assalemi, Gabriela; Al-Khateeb, Haider; Epiphaniou, Gregory; Aggoun, A.

doi:10.1109/jiot.2022.3144127

Cited by 13 publications

(2 citation statements)

References 71 publications

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“…The motivation for this study is anchored in the escalating threats in the realm of ICSs, where the increasing sophistication of cyber-attacks and the unique vulnerabilities of these systems necessitate a more focused and specialised approach to security validation. The MITRE ATT&CK Framework, adapted to address the specific challenges faced by ICS, has offered a structured approach to ICS security, yet its practical application in real-world settings remains underexplored and holds significant potential for advancing ICS security practices [5]. A key driver for this work is the gap in the current literature regarding the practical application of security validation methodologies in ICSs.…”

Section: Motivationmentioning

confidence: 99%

Industrial Control Systems Security Validation Based on MITRE Adversarial Tactics, Techniques, and Common Knowledge Framework

Afenu,

Asiri,

Saxena

2024

Electronics

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Industrial Control Systems (ICSs) have become the cornerstone of critical sectors like energy, transportation, and manufacturing. However, the burgeoning interconnectivity of ICSs has also introduced heightened risks from cyber threats. The urgency for robust ICS security validation has never been more pronounced. This paper provides an in-depth exploration of using the MITRE ATT&CK (Adversarial Tactics, Techniques, and Common Knowledge) framework to validate ICS security. Although originally conceived for enterprise Information Technology (IT), the MITRE ATT&CK framework’s adaptability makes it uniquely suited to address ICS-specific security challenges, offering a methodological approach to identifying vulnerabilities and bolstering defence mechanisms. By zeroing in on two pivotal attack scenarios within ICSs and harnessing a suite of security tools, this research identifies potential weak points and proposes solutions to rectify them. Delving into Indicators of Compromise (IOCs), investigating suitable tools, and capturing indicators, this study serves as a critical resource for organisations aiming to fortify their ICS security. Through this lens, we offer tangible recommendations and insights, pushing the envelope in the domain of ICS security validation.

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Section: Motivationmentioning

confidence: 99%

Industrial Control Systems Security Validation Based on MITRE Adversarial Tactics, Techniques, and Common Knowledge Framework

Afenu,

Asiri,

Saxena

2024

Electronics

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“…The Fourth Industrial Revolution allowed the expansion of the widespread introduction of robots and automation [1][2][3] . The efficiency of agricultural and industrial production has significantly increased [4][5][6], educational technologies and means of access to information resources have changed dramatically [7][8][9]. However, unfortunately, in recent years the problem of the socalled "human factor" [10][11][12] has become increasingly apparent.…”

Section: Introductionmentioning

confidence: 99%

Human-centered management in polyergatic information systems. Multi-criteria distribution of functions between operators

Lavrov

Siryk

Chybiriak

et al. 2022

IOP Conf. Ser.: Earth Environ. Sci.

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The article considers the problem of human factor in complex polyergatic systems with a flow of applications for functions (problem solving) arising at random moments of time. The structure of a decision support system for the operator-manager, including subsystems of monitoring, forecasting and decision-making, is justified. The system of criteria relevant to solving the tasks of functions distribution was substantiated and its multi-criteria nature was shown. The technology of multi-criteria evaluation and choice of alternatives based on the methodology of hierarchical system analysis of problems and the method of analysis of hierarchies Thomas Saaty has been proposed. The decision-making system, which has been tested in the operation of control systems of various complex technical and production objects, has been implemented. The proposed method differs from the known approaches in that this method is aimed at prompt decision-making, as well as in that it uses a multi-criteria approach and both pragmatic and ergonomic criteria are used as criteria.

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Cyber Resilience of Cyber-Physical Systems and Machine Learning, a Scoping Review

Pavão,

Bastardo,

Rocha

2024

Lecture Notes in Networks and Systems

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Super Learner Ensemble for Anomaly Detection and Cyber-Risk Quantification in Industrial Control Systems

Abstract: How to cite:Please refer to published version for the most recent bibliographic citation information.

Cited by 13 publications

References 71 publications

Industrial Control Systems Security Validation Based on MITRE Adversarial Tactics, Techniques, and Common Knowledge Framework

Industrial Control Systems Security Validation Based on MITRE Adversarial Tactics, Techniques, and Common Knowledge Framework

Human-centered management in polyergatic information systems. Multi-criteria distribution of functions between operators

Cyber Resilience of Cyber-Physical Systems and Machine Learning, a Scoping Review

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