Outputs (34)

An Intelligent Digital Twin Model for Attack Detection in Zero-Touch 6G Networks (2024)
Presentation / Conference Contribution
Bolat-Akça, B., Bozkaya-Aras, E., Canberk, B., Buchanan, B., & Schmid, S. (2024, June). An Intelligent Digital Twin Model for Attack Detection in Zero-Touch 6G Networks. Presented at 2024 IEEE International Conference on Communications Workshops (ICC Workshops), Denver, CO, USA

The rapid adoption of Internet of Things (IoT) services and the increasingly stringent dependability and performance requirements are transforming next-generation wireless network management towards zero-touch 6G networks. Zero-touch management is al... Read More about An Intelligent Digital Twin Model for Attack Detection in Zero-Touch 6G Networks.

Development of Digital Twin System for Cloud of Things (2024)
Book Chapter
Bozkaya-Aras, E., Canberk, B., & Schmid, S. (2024). Development of Digital Twin System for Cloud of Things. In J. Kumar, G. Gangadharan, A. Kumar Singh, & C.-N. Lee (Eds.), Cloud of Things: Foundations, Applications, and Challenges. CRC Press. https://doi.org/10.1201/9781003390954-2

New technologies emerging with Industry 4.0 have led to an increase in capabilities in communication networks and a change in lifestyle. In particular, Internet of Things (IoT) services have reshaped the way people interact with the world. IoT establ... Read More about Development of Digital Twin System for Cloud of Things.

What-if Analysis Framework for Digital Twins in 6G Wireless Network Management (2024)
Presentation / Conference Contribution
Ak, E., Canberk, B., Sharma, V., Dobre, O. A., & Duong, T. Q. (2024, May). What-if Analysis Framework for Digital Twins in 6G Wireless Network Management. Presented at The 20th International Wireless Communications & Mobile Computing Conference (IWCMC 2024), Ayia Napa, Cyprus

This study explores implementing a digital twin network (DTN) for efficient 6G wireless network management, aligning with the fault, configuration, accounting, performance, and security (FCAPS) model. The DTN architecture comprises the Physical Twin... Read More about What-if Analysis Framework for Digital Twins in 6G Wireless Network Management.

AI-based traffic analysis in digital twin networks (2024)
Book Chapter
Al-Shareeda, S., Huseynov, K., Cakir, L. V., Thomson, C., Ozdem, M., & Canberk, B. (2024). AI-based traffic analysis in digital twin networks. In H. Ahmadi, T. Q. Duong, A. Nag, V. Sharma, B. Canberk, & O. A. Dobre (Eds.), Digital Twins for 6G: Fundamental theory, technology and applications (83-132). Institution of Engineering and Technology (IET). https://doi.org/10.1049/pbte109e_ch4

In today’s networked world, Digital Twin Networks (DTNs) are revolutionizing how we understand and optimize physical networks. These networks, also known as ’Digital Twin Networks (DTNs)’ or ’Networks Digital Twins (NDTs),’ encompass many physical ne... Read More about AI-based traffic analysis in digital twin networks.

X-CBA: Explainability Aided CatBoosted Anomal-E for Intrusion Detection System (2024)
Presentation / Conference Contribution
Kaya, K., Ak, E., Bas, S., Canberk, B., & Gunduz Oguducu, S. (2024, June). X-CBA: Explainability Aided CatBoosted Anomal-E for Intrusion Detection System. Presented at ICC 2024 - IEEE International Conference on Communications, Denver, Colorado

The effectiveness of Intrusion Detection Systems (IDS) is critical in an era where cyber threats are becoming increasingly complex. Machine learning (ML) and deep learning (DL) models provide an efficient and accurate solution for identifying attacks... Read More about X-CBA: Explainability Aided CatBoosted Anomal-E for Intrusion Detection System.

Cyber-Twin: Digital Twin-Boosted Autonomous Attack Detection for Vehicular Ad-Hoc Networks (2024)
Presentation / Conference Contribution
Yigit, Y., Panitsas, I., Maglaras, L., Tassiulas, L., & Canberk, B. (2024, June). Cyber-Twin: Digital Twin-Boosted Autonomous Attack Detection for Vehicular Ad-Hoc Networks. Presented at ICC 2024 - IEEE International Conference on Communications, Denver, CO, USA

The rapid evolution of Vehicular Ad-hoc NETworks (VANETs) has ushered in a transformative era for intelligent transportation systems (ITS), significantly enhancing road safety and vehicular communication. However, the intricate and dynamic nature of... Read More about Cyber-Twin: Digital Twin-Boosted Autonomous Attack Detection for Vehicular Ad-Hoc Networks.

Digital Twins for 6G: Fundamental theory, technology and applications (2024)
Book
Ahmadi, H., Duong, T. Q., Nag, A., Sharma, V., Canberk, B., & Dobre, O. A. (Eds.). (2024). Digital Twins for 6G: Fundamental theory, technology and applications. Institution of Engineering and Technology (IET). https://doi.org/10.1049/pbte109e

Digital twin (DT) technology is a real-time evolving digital duplicate of a physical object or process that contains all its history. It is enabled by massive real-time multi-source data collection and analysis. While 6G is considered as an enabler o... Read More about Digital Twins for 6G: Fundamental theory, technology and applications.

AI-enabled data management for digital twin networks (2024)
Book Chapter
Ak, E., Yurdakul, G., Al-Dubai, A., & Canberk, B. (2024). AI-enabled data management for digital twin networks. In H. Ahmadi, T. Q. Duong, A. Nag, V. Sharma, B. Canberk, & O. A. Dobre (Eds.), . Institution of Engineering and Technology (IET). https://doi.org/10.1049/pbte109e_ch3

As we have discussed in previous chapters, digital twins establish contextual relationships with the surrounding entities, providing a holistic view of interconnected systems and environments. With the growing complexity and abundance of data generat... Read More about AI-enabled data management for digital twin networks.

DTRAN: A Special Use Case of RAN Optimization using Digital Twin (2024)
Presentation / Conference Contribution
Tunc, C., Duran, K., Bilgin, B., Kalem, G., & Canberk, B. (2024, June). DTRAN: A Special Use Case of RAN Optimization using Digital Twin. Paper presented at 2024 European Conference on Networks and Communications EuCNC & 6G Summit, Antwerp, Belgium

The emergence of beyond 5G (B5G) and 6G networks underscores the critical role of advanced computer-aided tools, such as network digital twins (DTs), in fostering autonomous networks and ubiquitous intelligence. Existing solutions in the DT domain pr... Read More about DTRAN: A Special Use Case of RAN Optimization using Digital Twin.

Advancing UAV Communications: A Comprehensive Survey of Cutting-Edge Machine Learning Techniques (2024)
Journal Article
Sun, C., Fontanesi, G., Canberk, B., Mohajerzadeh, A., Chatzinotas, S., Grace, D., & Ahmadi, H. (2024). Advancing UAV Communications: A Comprehensive Survey of Cutting-Edge Machine Learning Techniques. IEEE Open Journal of Vehicular Technology, 5, 825-854. https://doi.org/10.1109/ojvt.2024.3401024

This paper provides a comprehensive overview of the evolution of Machine Learning (ML), from traditional to advanced, in its application and integration into unmanned aerial vehicle (UAV) communication frameworks and practical applications. The manus... Read More about Advancing UAV Communications: A Comprehensive Survey of Cutting-Edge Machine Learning Techniques.