Select Publications

Journal articles

Salim S; Moustafa N; Hassanian M; Ormod D; Slay J, 2024, 'Deep-Federated-Learning-Based Threat Detection Model for Extreme Satellite Communications', IEEE Internet of Things Journal, 11, pp. 3853 - 3867, http://dx.doi.org/10.1109/JIOT.2023.3301626

Al-Hawawreh M; Moustafa N, 2024, 'Explainable deep learning for attack intelligence and combating cyber–physical attacks', Ad Hoc Networks, 153, http://dx.doi.org/10.1016/j.adhoc.2023.103329

Sarhan M; Layeghy S; Moustafa N; Gallagher M; Portmann M, 2024, 'Feature extraction for machine learning-based intrusion detection in IoT networks', Digital Communications and Networks, 10, pp. 205 - 216, http://dx.doi.org/10.1016/j.dcan.2022.08.012

Al-Hawawreh M; Moustafa N; Slay J, 2024, 'A threat intelligence framework for protecting smart satellite-based healthcare networks', Neural Computing and Applications, 36, pp. 15 - 35, http://dx.doi.org/10.1007/s00521-021-06441-5

Whitty MT; Moustafa N; Grobler M, 2024, 'Cybersecurity when working from home during COVID-19: considering the human factors', Journal of Cybersecurity, 10, http://dx.doi.org/10.1093/cybsec/tyae001

Abdel-Basset M; Hawash H; Moustafa N; Razzak I; Abd Elfattah M, 2024, 'Privacy-preserved learning from non-i.i.d data in fog-assisted IoT: A federated learning approach', Digital Communications and Networks, http://dx.doi.org/10.1016/j.dcan.2022.12.013

Issa W; Moustafa N; Turnbull B; Choo KKR, 2024, 'RVE-PFL: Robust Variational Encoder-based Personalised Federated Learning against Model Inversion Attacks', IEEE Transactions on Information Forensics and Security, http://dx.doi.org/10.1109/TIFS.2024.3368879

Zhou Y; Ren Y; Yi M; Xiao Y; Tan Z; Moustafa N; Tian Z, 2023, 'CDTier: A Chinese Dataset of Threat Intelligence Entity Relationships', IEEE Transactions on Sustainable Computing, 8, pp. 627 - 638, http://dx.doi.org/10.1109/TSUSC.2023.3240411

Sobb T; Turnbull B; Moustafa N, 2023, 'A Holistic Review of Cyber–Physical–Social Systems: New Directions and Opportunities', Sensors, 23, http://dx.doi.org/10.3390/s23177391

Hussien RM; Abohany AA; Moustafa N; Sallam KM, 2023, 'An improved Henry gas optimization algorithm for joint mining decision and resource allocation in a MEC-enabled blockchain networks', Neural Computing and Applications, 35, pp. 18665 - 18680, http://dx.doi.org/10.1007/s00521-023-08695-7

Keshk M; Koroniotis N; Pham N; Moustafa N; Turnbull B; Zomaya AY, 2023, 'An explainable deep learning-enabled intrusion detection framework in IoT networks', Information Sciences, 639, http://dx.doi.org/10.1016/j.ins.2023.119000

Schiliro F; Moustafa N; Razzak I; Beheshti A, 2023, 'DeepCog: A Trustworthy Deep Learning-Based Human Cognitive Privacy Framework in Industrial Policing', IEEE Transactions on Intelligent Transportation Systems, 24, pp. 7485 - 7493, http://dx.doi.org/10.1109/TITS.2022.3166631

Alsherbiny MA; Radwan I; Moustafa N; Bhuyan DJ; El-Waisi M; Chang D; Li CG, 2023, 'Trustworthy Deep Neural Network for Inferring Anticancer Synergistic Combinations', IEEE Journal of Biomedical and Health Informatics, 27, pp. 1691 - 1700, http://dx.doi.org/10.1109/JBHI.2021.3126339

Al-Doghman F; Moustafa N; Khalil I; Sohrabi N; Tari Z; Zomaya AY, 2023, 'AI-Enabled Secure Microservices in Edge Computing: Opportunities and Challenges', IEEE Transactions on Services Computing, 16, pp. 1485 - 1504, http://dx.doi.org/10.1109/TSC.2022.3155447

Sarhan M; Layeghy S; Moustafa N; Portmann M, 2023, 'Cyber Threat Intelligence Sharing Scheme Based on Federated Learning for Network Intrusion Detection', Journal of Network and Systems Management, 31, http://dx.doi.org/10.1007/s10922-022-09691-3

Khan IA; Moustafa N; Pi D; Hussain Y; Khan NA, 2023, 'DFF-SC4N: A Deep Federated Defence Framework for Protecting Supply Chain 4.0 Networks', IEEE Transactions on Industrial Informatics, 19, pp. 3300 - 3309, http://dx.doi.org/10.1109/TII.2021.3108811

Bugshan N; Khalil I; Moustafa N; Rahman MS, 2023, 'Privacy-Preserving Microservices in Industrial Internet-of-Things-Driven Smart Applications', IEEE Internet of Things Journal, 10, pp. 2821 - 2831, http://dx.doi.org/10.1109/JIOT.2021.3098980

Koroniotis N; Moustafa N; Schiliro F; Gauravaram P; Janicke H, 2023, 'The SAir-IIoT Cyber Testbed as a Service: A Novel Cybertwins Architecture in IIoT-Based Smart Airports', IEEE Transactions on Intelligent Transportation Systems, 24, pp. 2368 - 2381, http://dx.doi.org/10.1109/TITS.2021.3106378

Issa W; Moustafa N; Turnbull B; Sohrabi N; Tari Z, 2023, 'Blockchain-Based Federated Learning for Securing Internet of Things: A Comprehensive Survey', ACM Computing Surveys, 55, http://dx.doi.org/10.1145/3560816

Oseni A; Moustafa N; Creech G; Sohrabi N; Strelzoff A; Tari Z; Linkov I, 2023, 'An Explainable Deep Learning Framework for Resilient Intrusion Detection in IoT-Enabled Transportation Networks', IEEE Transactions on Intelligent Transportation Systems, 24, pp. 1000 - 1014, http://dx.doi.org/10.1109/TITS.2022.3188671

Moustafa N; Koroniotis N; Keshk M; Zomaya AY; Tari Z, 2023, 'Explainable Intrusion Detection for Cyber Defences in the Internet of Things: Opportunities and Solutions', IEEE Communications Surveys and Tutorials, 25, pp. 1775 - 1807, http://dx.doi.org/10.1109/COMST.2023.3280465

Yamany W; Moustafa N; Turnbull B, 2023, 'OQFL: An Optimized Quantum-Based Federated Learning Framework for Defending Against Adversarial Attacks in Intelligent Transportation Systems', IEEE Transactions on Intelligent Transportation Systems, 24, pp. 893 - 903, http://dx.doi.org/10.1109/TITS.2021.3130906

Abdel-Basset M; Moustafa N; Hawash H, 2023, 'Privacy-Preserved Generative Network for Trustworthy Anomaly Detection in Smart Grids: A Federated Semisupervised Approach', IEEE Transactions on Industrial Informatics, 19, pp. 995 - 1005, http://dx.doi.org/10.1109/TII.2022.3165869

Yamany W; Keshk M; Moustafa N; Turnbull B, 2023, 'Swarm Optimisation-Based Federated Learning for the Cyber Resilience of Internet of Things Systems Against Adversarial Attacks', IEEE Transactions on Consumer Electronics, http://dx.doi.org/10.1109/TCE.2023.3319039

Alsaedi A; Tari Z; Mahmud R; Moustafa N; Mahmood A; Anwar A, 2023, 'USMD: UnSupervised Misbehaviour Detection for Multi-Sensor Data', IEEE Transactions on Dependable and Secure Computing, 20, pp. 724 - 739, http://dx.doi.org/10.1109/TDSC.2022.3143493

Khan IA; Moustafa N; Pi D; Haider W; Li B; Jolfaei A, 2022, 'An Enhanced Multi-Stage Deep Learning Framework for Detecting Malicious Activities From Autonomous Vehicles', IEEE Transactions on Intelligent Transportation Systems, 23, pp. 25469 - 25478, http://dx.doi.org/10.1109/TITS.2021.3105834

Akter M; Moustafa N; Lynar T; Razzak I, 2022, 'Edge Intelligence: Federated Learning-Based Privacy Protection Framework for Smart Healthcare Systems', IEEE Journal of Biomedical and Health Informatics, 26, pp. 5805 - 5816, http://dx.doi.org/10.1109/JBHI.2022.3192648

Rahman MA; Mukta MY; Asyhari AT; Moustafa N; Patwary MN; Yousuf A; Razzak I; Gupta BB, 2022, 'Renewable Energy Re-Distribution via Multiscale IoT for 6G-Oriented Green Highway Management', IEEE Transactions on Intelligent Transportation Systems, 23, pp. 23771 - 23780, http://dx.doi.org/10.1109/TITS.2022.3203208

Abdel-Basset M; Moustafa N; Hawash H, 2022, 'Privacy-Preserved Cyberattack Detection in Industrial Edge of Things (IEoT): A Blockchain-Orchestrated Federated Learning Approach', IEEE Transactions on Industrial Informatics, 18, pp. 7920 - 7934, http://dx.doi.org/10.1109/TII.2022.3167663

Abdel-Basset M; Hawash H; Moustafa N, 2022, 'Toward Privacy Preserving Federated Learning in Internet of Vehicular Things: Challenges and Future Directions', IEEE Consumer Electronics Magazine, 11, pp. 56 - 66, http://dx.doi.org/10.1109/MCE.2021.3117232

Salim S; Moustafa N; Turnbull B; Razzak I, 2022, 'Perturbation-enabled Deep Federated Learning for Preserving Internet of Things-based Social Networks', ACM Transactions on Multimedia Computing, Communications and Applications, 18, http://dx.doi.org/10.1145/3537899

Ahmed M; Moustafa N; Suaib Akhter AFM; Razzak I; Surid E; Anwar A; Shahen Shah AFM; Zengin A, 2022, 'A Blockchain-Based Emergency Message Transmission Protocol for Cooperative VANET', IEEE Transactions on Intelligent Transportation Systems, 23, pp. 19624 - 19633, http://dx.doi.org/10.1109/TITS.2021.3115245

Rahman MA; Rahim MA; Rahman MM; Moustafa N; Razzak I; Ahmad T; Patwary MN, 2022, 'A Secure and Intelligent Framework for Vehicle Health Monitoring Exploiting Big-Data Analytics', IEEE Transactions on Intelligent Transportation Systems, 23, pp. 19727 - 19742, http://dx.doi.org/10.1109/TITS.2021.3138255

Rahim MA; Rahman MA; Rahman MM; Zaman N; Moustafa N; Razzak I, 2022, 'An Intelligent Risk Management Framework for Monitoring Vehicular Engine Health', IEEE Transactions on Green Communications and Networking, 6, pp. 1298 - 1306, http://dx.doi.org/10.1109/TGCN.2022.3179350

Razzak I; Moustafa N; Mumtaz S; Xu G, 2022, 'One-class tensor machine with randomized projection for large-scale anomaly detection in high-dimensional and noisy data', International Journal of Intelligent Systems, 37, pp. 4515 - 4536, http://dx.doi.org/10.1002/int.22729

Rahman MS; Khalil I; Moustafa N; Kalapaaking AP; Bouras A, 2022, 'A Blockchain-Enabled Privacy-Preserving Verifiable Query Framework for Securing Cloud-Assisted Industrial Internet of Things Systems', IEEE Transactions on Industrial Informatics, 18, pp. 5007 - 5017, http://dx.doi.org/10.1109/TII.2021.3105527

Khan IA; Moustafa N; Pi D; Sallam KM; Zomaya AY; Li B, 2022, 'A New Explainable Deep Learning Framework for Cyber Threat Discovery in Industrial IoT Networks', IEEE Internet of Things Journal, 9, pp. 11604 - 11613, http://dx.doi.org/10.1109/JIOT.2021.3130156

Abdel-Basset M; Hawash H; Moustafa N; Mohammad N, 2022, 'H2HI-Net: A Dual-Branch Network for Recognizing Human-to-Human Interactions From Channel-State Information', IEEE Internet of Things Journal, 9, pp. 10010 - 10021, http://dx.doi.org/10.1109/JIOT.2021.3117909

Weinger B; Kim J; Sim A; Nakashima M; Moustafa N; Wu KJ, 2022, 'Enhancing IoT anomaly detection performance for federated learning', Digital Communications and Networks, 8, pp. 314 - 323, http://dx.doi.org/10.1016/j.dcan.2022.02.007

Ding W; Abdel-Basset M; Hawash H; Mostafa N, 2022, 'Interval type-2 fuzzy temporal convolutional autoencoder for gait-based human identification and authentication', Information Sciences, 597, pp. 144 - 165, http://dx.doi.org/10.1016/j.ins.2022.03.046

Hassanin M; Moustafa N; Tahtali M; Choo KKR, 2022, 'Rethinking maximum-margin softmax for adversarial robustness', Computers and Security, 116, http://dx.doi.org/10.1016/j.cose.2022.102640

Jagatheesaperumal SK; Mishra P; Moustafa N; Chauhan R, 2022, 'A holistic survey on the use of emerging technologies to provision secure healthcare solutions', Computers and Electrical Engineering, 99, http://dx.doi.org/10.1016/j.compeleceng.2022.107691

Koroniotis N; Moustafa N; Slay J, 2022, 'A new Intelligent Satellite Deep Learning Network Forensic framework for smart satellite networks', Computers and Electrical Engineering, 99, http://dx.doi.org/10.1016/j.compeleceng.2022.107745

Abdel-Basset M; Gamal A; Moustafa N; Askar SS; Abouhawwash M, 2022, 'A Risk Assessment Model for Cyber-Physical Water and Wastewater Systems: Towards Sustainable Development', Sustainability (Switzerland), 14, http://dx.doi.org/10.3390/su14084480

Salim S; Turnbull B; Moustafa N, 2022, 'Data analytics of social media 3.0: Privacy protection perspectives for integrating social media and Internet of Things (SM-IoT) systems', Ad Hoc Networks, 128, http://dx.doi.org/10.1016/j.adhoc.2022.102786

Abdel-Basset M; Moustafa N; Hawash H; Razzak I; Sallam KM; Elkomy OM, 2022, 'Federated Intrusion Detection in Blockchain-Based Smart Transportation Systems', IEEE Transactions on Intelligent Transportation Systems, 23, pp. 2523 - 2537, http://dx.doi.org/10.1109/TITS.2021.3119968

Moustafa N; Choo KKR; Abu-Mahfouz AM, 2022, 'Guest Editorial: AI-Enabled Threat Intelligence and Hunting Microservices for Distributed Industrial IoT System', IEEE Transactions on Industrial Informatics, 18, pp. 1892 - 1895, http://dx.doi.org/10.1109/TII.2021.3111028

Qayyum A; Razzak I; Moustafa N; Mazher M, 2022, 'Progressive ShallowNet for large scale dynamic and spontaneous facial behaviour analysis in children', Image and Vision Computing, 119, pp. 104375, http://dx.doi.org/10.1016/j.imavis.2022.104375

Bugshan N; Khalil I; Moustafa N; Almashor M; Abuadbba A, 2022, 'Radial Basis Function Network with Differential Privacy', Future Generation Computer Systems, 127, pp. 473 - 486, http://dx.doi.org/10.1016/j.future.2021.09.013

Khan IA; Moustafa N; Razzak I; Tanveer M; Pi D; Pan Y; Ali BS, 2022, 'XSRU-IoMT: Explainable simple recurrent units for threat detection in Internet of Medical Things networks', Future Generation Computer Systems, 127, pp. 181 - 193, http://dx.doi.org/10.1016/j.future.2021.09.010


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