Projects per year
Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations and top research areas from the last five years
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Projects
- 1 Active
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Policy-Driven Access Control in OpenStack Using Machine Learning for Enhanced Cloud Security
Afaq, M. (PI)
1/03/25 → 28/02/26
Project: Research
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Accelerating zero-touch automation and optimization of beyond 5G services: deep learning and intent-based networking fusion
Khan, T. A., Abbas, K., Afaq, M. & Song, W. C., May 2025, In: Journal of Supercomputing. 81, 7, 833.Research output: Contribution to journal › Article › peer-review
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From Features to Qubits: A Hybrid Learning Approach for Predicting SDN Link States
Afaq, M., 2025, 2025 IEEE International Mediterranean Conference on Communications and Networking, MeditCom 2025. Institute of Electrical and Electronics Engineers Inc., (2025 IEEE International Mediterranean Conference on Communications and Networking, MeditCom 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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IBN-ZTSA: AI-IBN for Zero Touch Service Automation of B5G Terrestrial and Non-Terrestrial Networks
Abbas, K., Cho, Y., Afaq, M., Nauman, A., Yoo, J. H., Hong, J. W. K. & Song, W. C., 2025, In: IEEE Communications Standards Magazine. 9, 2, p. 15-22 8 p.Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
Intelligent QV2X Routing for Traffic Management in Consumer IoV Using STGNN and Reinforcement Learning
Saqib Jamal, S., Muhammad, A. & Song, W. C., 2025, In: IEEE Transactions on Consumer Electronics. 71, 1, p. 1288-1297 10 p.Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
Assuring Efficient Path Selection in an Intent-Based Networking System: A Graph Neural Networks and Deep Reinforcement Learning Approach
Alam, S., Diaz Rivera, J. J., Sarwar, M. M. S., Muhammad, A. & Song, W. C., Apr 2024, In: Journal of Network and Systems Management. 32, 2, 41.Research output: Contribution to journal › Article › peer-review
1 Scopus citations