Research graph
References from Advanced security framework for 5G-SDN attack detection and mitigation using Affinity Cohesive Clustering and Improved Chaotic Walrus-Optimized Convolutional LSTM with Deep Dual Info-Varcoder. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
2024 · External reference
Modelling and evaluation of software defined networking based 5G core network architecture
10.1109/access.2021.3049945 · 2021 · External reference
Multi-layered intrusion detection and prevention in the SDN/NFV enabled cloud of 5G networks using AI-based defense mechanisms
10.1016/j.comnet.2020.107364 · 2020 · External reference
The DAG blockchain: a secure edge-assisted honeypot for attack detection and multi-controller based load balancing in SDN 5G
10.1016/j.future.2022.11.008 · 2023 · External reference
ML assisted snort and Zeek in detecting DDoS attacks in software-defined networking
10.1007/s41870-023-01469-3 · 2024 · External reference
Unresolved reference
2024 · External reference
Unresolved reference
2023 · External reference
Cyber threats detection in smart environments using SDN-enabled DNN-LSTM hybrid framework
10.1109/access.2022.3172304 · 2022 · External reference
A2T-boost: an adaptive cell selection approach for 5G/SDN-based vehicular networks
10.1109/access.2023.3237851 · 2023 · External reference
ML for securing SDN based 5G network
10.5120/ijca2021921027 · 2021 · External reference
Capturing low-rate DDos attack based on MQTT protocol in software defined-IoT environment
10.1016/j.array.2023.100316 · 2023 · External reference
DL algorithms for detecting denial of service attacks in software-defined networks
10.1016/j.procs.2021.07.032 · 2021 · External reference
An intelligent fuzzy-based system for handover decision in 5G-IoT networks considering network slicing and SDN technologies
10.1016/j.iot.2023.100870 · 2023 · External reference
Unresolved reference
2024 · External reference
Graph neural networks with multi-head attention and SHAP-based explainability for robust, interpretable, and high-throughput intrusion detection in 5G-enabled software defined networks
10.32604/cmc.2026.074930 · 2026 · External reference
Unresolved reference
2024 · External reference
Network intrusion detection in software defined networking with self-organized constraint-based intelligent learning framework
10.1016/j.measen.2022.100580 · 2022 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2024 · External reference
Unresolved reference
2020 · External reference
InSDN: A novel SDN intrusion dataset
10.1109/access.2020.3022633 · 2020 · External reference
DTL-5G: deep transfer learning-based DDoS attack detection in 5G and beyond networks
10.1016/j.comcom.2024.107927 · 2024 · External reference
10.1109/fnwf55208.2022.00114
10.1109/fnwf55208.2022.00114 · 2022 · External reference
An improved binary walrus optimizer with golden sine disturbance and population regeneration mechanism to solve feature selection problems
10.3390/biomimetics9080501 · 2024 · External reference
A deep CNN ensemble framework for efficient DDoS attack detection in software defined networks
10.1109/access.2020.2976908 · 2020 · External reference
Traffic feature selection and distributed denial of service attack detection in software-defined networks based on ML
10.3390/s24134344 · 2024 · External reference
DeepTransIDS: transformer-based DL model for detecting DDoS attacks on 5G NIDD
10.1016/j.rineng.2025.104826 · 2025 · External reference
Comprehensive analysis of DDoS anomaly detection in software-defined networks
10.1109/access.2025.3535943 · 2025 · External reference
Enhancing SDN anomaly detection: a hybrid DL model with SCA-TSO optimization
10.14569/ijacsa.2024.0150551 · 2024 · External reference
Survey on joint paradigm of 5G and SDN emerging mobile technologies: architecture, security, challenges and research directions
10.1007/s11277-023-10402-7 · 2023 · External reference
FMDADM: a multi-layer DDoS attack detection and mitigation framework using ML for stateful SDN-based IoT networks
10.1109/access.2023.3260256 · 2023 · External reference
rDefender: a lightweight and robust defense against flow table overflow attacks in SDN
10.1109/tifs.2024.3472477 · 2024 · External reference
A survey on software-defined vehicular networks (SDVNs): a security perspective
10.1007/s11227-022-05008-y · 2023 · External reference
Unresolved reference
2024 · External reference
A complete EDA and DL pipeline for Softwarized 5G network intrusion detection
10.3390/fi16090331 · 2024 · External reference
Design and evaluation of a robust and explainable intrusion detection framework for 5G/B5G networks
10.1016/j.comnet.2026.112100 · 2026 · External reference
Enhancing 5G SDN/NFV edge with P4 data plane programmability
10.1109/mnet.021.1900599 · 2021 · External reference
Adaptive multi-criteria selection for efficient resource allocation in frugal heterogeneous Hadoop clusters
10.3390/electronics13101836 · 2024 · External reference
Security in 5G and beyond recent advances and future challenges
10.1002/spy2.271 · 2023 · External reference
Fine-grained traffic classification based on improved residual convolutional network in software defined networks
10.1109/tla.2023.10128928 · 2023 · External reference
A survey on data plane security in software-defined networks: toward adaptive security of data planes
10.1109/access.2025.3575494 · 2025 · External reference
Unresolved reference
2009 · External reference
5G aviation networks using novel AI approach for DDoS detection
10.1109/access.2023.3296311 · 2023 · External reference
PSO-GA hyperparameter optimized ResNet-BiGRU-based intrusion detection method
10.1109/access.2024.3464529 · 2024 · External reference
Formal-guided fuzz testing: targeting security assurance from specification to implementation for 5g and beyond
10.1109/access.2024.3369613 · 2024 · External reference
SDN-based architecture for transport and application layer DDoS attack detection by using machine and DL
10.1109/access.2021.3101650 · 2021 · External reference
