Forecasting quality of service for next-generation data-driven WiFi6 campus networks

E Ak, B Canberk - IEEE Transactions on Network and Service …, 2021 - ieeexplore.ieee.org
Forecasting the users' movements and behaviors is extremely valuable for early warning
systems to provide high-quality service in wireless and cellular networks. However …

Digital twin enriched green topology discovery for next generation core networks

K Duran, B Canberk - IEEE Transactions on Green …, 2023 - ieeexplore.ieee.org
Topology discovery is the key function of core network management since it utilizes the
perception of data and mapping network devices. Nevertheless, it holds operational and …

Network-aware AutoML framework for software-defined sensor networks

E Horsanali, Y Yigit, G Secinti… - … Computing in Sensor …, 2021 - ieeexplore.ieee.org
As the current detection solutions of distributed denial of service attacks (DDoS) need
additional infrastructures to handle high aggregate data rates, they are not suitable for …

GenTwin: Generative AI-Powered Digital Twinning for Adaptive Management in IoT Networks

K Duran, H Shin, TQ Duong… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
The dramatic increase in smart services makes adaptive management of communication
networks more critical. Especially for Internet of Things (IoT) networks, adaptive …

Digital Twin-Native AI-Driven Service Architecture for Industrial Networks

K Duran, M Broadbent, G Yurdakul… - 2023 IEEE Globecom …, 2023 - ieeexplore.ieee.org
The dramatic increase in the connectivity demand results in an excessive amount of Internet
of Things (IoT) sensors. To meet the management needs of these large-scale networks, such …

Q-CSM: Q-Learning-based Cognitive Service Management in Heterogeneous IoT Networks

K Duran, M Ozdem, K Gursu… - 2024 IEEE 10th World …, 2024 - ieeexplore.ieee.org
The dramatic increase in the number of smart services and their diversity poses a significant
challenge in Internet of Things (IoT) networks: heterogeneity. This causes significant quality …