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Publications

Publications by João Pavão

2024

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

Authors
Pavão, J; Bastardo, R; Rocha, NP;

Publication
Lecture Notes in Networks and Systems

Abstract
The scoping review reported by this paper aimed to analyze and synthesize state-of-the-art studies focused on the application of machine learning methods to enhance the cyber resilience of cyber-physical systems. An electronic search was conducted, and 24 studies were included in this review after the selection process. The most representative application domains were computer networks and power systems, while in terms of cyber resilience functions, risk identification, risk mitigation or protection, and detection of anomalous situations were the most implemented functions. Moreover, the results of this scoping review show that the interest in the topic of cyber resilience and machine learning is quite recent, which justifies the heterogeneity of the included studies in terms of machine learning methods and datasets being used for the experimental validations, as well as in terms of outcomes being measured. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.

2024

Integrating Virtual Reality in Cognitive Training of Older Adults Without Cognitive Impairment: A Systematic Review of Randomized Controlled Trials

Authors
Pavão, J; Bastardo, R; da Rocha, NP;

Publication
Proceedings of the 10th International Conference on Information and Communication Technologies for Ageing Well and e-Health, ICT4AWE 2024, Angers, France, April 28-30, 2024.

Abstract
This article aimed to analyse state-of-the-art empirical evidence of randomized controlled trials designed to assess preventive cognitive training interventions based on virtual reality for older adults without cognitive impairment, by identifying virtual reality setups and tasks, clinical outcomes and respective measurement instruments, and positive effects on outcome parameters. A systematic electronic search was performed, and six randomized controlled trials were included in the systematic review. In terms of results, the included studies pointed to significant positive impact of virtual reality-based cognitive training interventions on global cognition, memory, attention, information processing speed, walking variability, balance, muscle strength, and falls. However, further research is required to evaluate the adequacy of the virtual reality setups and tasks, to study the impact of the interventions’ duration and intensity, to understand how to tailor the interventions to the characteristics and needs of the individuals, and to compare face-to-face to remote interventions. © 2024 by SCITEPRESS – Science and Technology Publications, Lda.

2023

Cyber Resilience and Healthcare Information Systems, a Systematic Review

Authors
Pavão, J; Bastardo, R; da Rocha, NP;

Publication
CENTERIS 2023 - International Conference on ENTERprise Information Systems / ProjMAN - International Conference on Project MANagement / HCist - International Conference on Health and Social Care Information Systems and Technologies 2023, Porto, Portugal, November 8-10, 2023.

Abstract
The systematic review reported by this article aimed to analyze and synthesize state-of-the-art studies focused on the cyber resilience of healthcare information systems, namely in terms of (i) their purposes and (ii) methods being used to validate the proposed solutions. An electronic search was conducted, and 14 studies were included in this systematic review after the selection process. The research related to cyber resilience in the context of healthcare information systems is relatively recent and it is increasing, and according to the findings five different purposes were identified: (i) strategies to improve the cyber resilience of healthcare information systems; (ii) methods to design cyber resilient healthcare information systems; (iii) risk assessment; (iv) cyber resilience frameworks; and (v) development of cyber resilient healthcare information systems. Moreover, the solutions reported by the included articles present a low maturity level, which means that further research is required to increase the cyber resilience of healthcare information systems that constitute critical assets of the healthcare provision. © 2024 The Author(s).

2024

Cyber-Resilience in the Context of National Security and Defense; [Ciber-Resiliência no Contexto da Segurança e Defesa Nacionais]

Authors
Pavão, J; Bastardo, R; Carreira, D; Rocha, NP;

Publication
RISTI - Revista Iberica de Sistemas e Tecnologias de Informacao

Abstract
Cyber-resilience is a relatively recent concept that, in essence, adds risk management to the cybersecurity concept and extends the scope of its action to processes and people, in addition to the technological component. It aims to ensure that organizations, systems, and especially critical infrastructures of our society function properly regardless of their dependence on cybernetic resources that may be affected by adverse events. Considering that the ongoing digital transition increases the exposure of such infrastructures to physical and cyberspace threats, this article reports on an exploratory study supported by bibliographical research, which aimed to analyze recent scientific publications to determine the relevance of cyber-resilience in the context of national security and defense. Although the number of publications focused on cyber-resilience is still relatively reduced when compared to the number of publications related to cybersecurity, there is a growing interest in exploring cyber-resilience in areas such as international relations, internal security, and national defense, which are fundamental pillars of the security and defense of States. © 2024, Associacao Iberica de Sistemas e Tecnologias de Informacao. All rights reserved.

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