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Convergence of MEC and DRL in Non-Terrestrial Wireless Networks: Key Innovations, Challenges, and Future Pathways
Syed Asad Ullah, Syed Ali Hassan, Hatem Abou-Zeid, Hassaan Khaliq Qureshi, Haejoon Jung, Aamir Mahmood, Mikael Gidlund, Muhammad Ali Imran, Ekram Hossain
(2025)
IEEE Communications Surveys & Tutorials
vol.
-
no.
-
pp.
-
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DRL-Driven Dual-Stage Resource Optimization Strategy for Efficient Computational Offloading in MEC-Enabled Vehicular Networks
Mehwish Bibi, Syed Asad Ullah, Haejoon Jung, Syed Ali Hassan
(2025)
IEEE Transactions on Vehicular Technology
vol.
-
no.
-
pp.
-
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Multi-Agent Deep Reinforcement Learning for Energy Efficient RIS-assisted CoMP-NOMA Networks
Ahmad Faisal Mirza, Fatima Binte Tanveer, Muhammad Umer, Syed Asad Ullah, Haejoon Jung, Syed Ali Hassan
(2025)
2025 IEEE International Conference on Communications Workshops (ICC Workshops)
vol.
-
no.
-
pp.
1809-1814
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Towards Intelligent and Sustainable IoT: A DRL Approach for Backscatter-Based Communication Under QoS Constraints
Hafiz Muhammad Ali Zeeshan, Syed Asad Ullah, Muhammad Sohaib J Solaija, Muhammad Ali Jamshed, Mohammad Mahdi Mojahedian, Haejoon Jung, Syed Ali Hassan
(2025)
IEEE Open Journal of the Communications Society
vol.
-
no.
-
pp.
-
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AI-driven Computation Offloading in MEC-enabled Vehicular Networks: A Dual-Stage DRL Framework
Syed Zain Abbas, Syed Asad Ullah, Mehwish Bibi, Haejoon Jung, Hatem Abou Zeid, Aryan Kaushik, Syed Ali Hassan
(2025)
2025 IEEE International Conference on Communications Workshops (ICC Workshops)
vol.
-
no.
-
pp.
554-559
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Mobility-aware Hybrid EH for Self-Sustaining IoT Devices: A DRL-driven Opportunistic NOMA Framework
Fatima Tuz Zehra, Syed Asad Ullah, Arsalan Ahmad, Aamir Mahmood, Mikael Gidlund, Syed Ali Hassan
(2025)
2025 IEEE International Conference on Communications Workshops (ICC Workshops)
vol.
-
no.
-
pp.
178-183
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Towards Trustworthy and Fresh Data Delivery in 6G IoT: A DRL-aided Cognitive NOMA and Backscatter Framework
Neha Mazhar, Syed Asad Ullah, Shakila Basheer, Haejoon Jung, Muhammad Sohaib J Solaija, Aamir Mahmood, Mikael Gidlund, Syed Ali Hassan
(2025)
IEEE Internet of Things Journal
vol.
-
no.
-
pp.
-
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DRL-enhanced QoS-aware NOMA for Ambient IoT: Resource Allocation Optimization with RIS and RF Energy Harvesting Diversity
Syed Asad Ullah, Neha Mazhar, Aryan Kaushik, Aamir Mahmood, Mikael Gidlund, Syed Ali Hassan
(2025)
IEEE Communications Standards Magazine
vol.
-
no.
-
pp.
-
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From Nodes to Roads: Surveying DRL Applications in MEC-Enhanced Terrestrial Wireless Networks
Syed Asad Ullah, Mehwish Bibi, Syed Ali Hassan, Hatem Abou-Zeid, Hassaan Khaliq Qureshi, Haejoon Jung, Aamir Mahmood, Mikael Gidlund, Ekram Hossain
(2025)
IEEE Communications Surveys & Tutorials
vol.
-
no.
-
pp.
-
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Optimizing Age of Information in Energy-Constrained IIoT Networks: A Reinforcement Learning Framework
Neha Mazhar, Syed Asad Ullah, Sajjad Hussain Chauhdary, Kapal Dev, Haejoon Jung, Syed Ali Hassan
(2025)
IEEE Internet of Things Journal
vol.
-
no.
-
pp.
-
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Towards Spectrum-Efficient 6G: Revolutionizing Beamforming with Vision and Deep Learning
Ahmad Faisal Mirza, Tayyib Ul Hassan, Syed Asad Ullah, Shakila Basheer, Sajjad Hussain Chauhdary, Kapal Dev, Syed Ali Hassan
(2025)
IEEE Network
vol.
-
no.
-
pp.
-
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Enhancing Spectral Efficiency in IoT Networks using Deep Deterministic Policy Gradient and Opportunistic NOMA
Neha Mazhar, Syed Asad Ullah, Haejoon Jung, Qurrat-Ul-Ain Nadeem, Syed Ali Hassan
(2024)
2024 IEEE 100th Vehicular Technology Conference (VTC2024-Fall)
vol.
-
no.
-
pp.
1-6
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Optimizing Resource Allocation in MEC-Enabled CR-NOMA-Assisted IoT Networks: A DRL-Driven Strategy
Muhammad Taha Qaiser, Muhammad Sarmad Sohail, Minahil Shafqat, Syed Asad Ullah, Haejoon Jung, Syed Ali Hassan
(2024)
2024 IEEE Wireless Communications and Networking Conference (WCNC)
vol.
-
no.
-
pp.
1-6
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Navigating Boundaries in Quantifying Robustness: A DRL Expedition for Non-Linear Energy Harvesting IoT Networks
Ali Asgher Mohammed, Mirza Wasay Baig, Muhammad Abdullah Sohail, Syed Asad Ullah, Haejoon Jung, Syed Ali Hassan
(2024)
IEEE Communications Letters
vol.
-
no.
-
pp.
-
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Sum rate maximization in IoT networks with diversity-enhanced energy harvesting: A DRL-guided approach
Syed Asad Ullah, Muhammad Abdullah Sohail, Haejoon Jung, Muhammad Omer Bin Saeed, Syed Ali Hassan
(2024)
IEEE Internet of Things Journal
vol.
11
no.
18
pp.
30309-30322
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DRL-driven optimization of a wireless powered symbiotic radio with nonlinear EH model
Syed Asad Ullah, Aamir Mahmood, Ali Arshad Nasir, Mikael Gidlund, Syed Ali Hassan
(2024)
IEEE Open Journal of the Communications Society
vol.
-
no.
-
pp.
-
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Mobility-aware DRL strategy for Throughput Optimization in QoS-driven Opportunistic NOMA IoT Networks
Neha Mazhar, Syed Asad Ullah, Haejoon Jung, Qurrat-Ul-Ain Nadeem, Syed Ali Hassan
(2024)
2024 IEEE Globecom Workshops (GC Wkshps)
vol.
-
no.
-
pp.
1-6
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An energy-efficient communication protocol for power-constrained IoT networks: A deep reinforcement learning approach
Syed Asad Ullah, Syed Muhammad Khalid, Umair Ahmed Korai, Anayat Ullah
(2023)
2023 Global Conference on Wireless and Optical Technologies (GCWOT)
vol.
-
no.
-
pp.
1-6
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Opportunistic CR-NOMA transmissions for zero-energy devices: A DRL-driven optimization strategy
Syed Asad Ullah, Shah Zeb, Aamir Mahmood, Syed Ali Hassan, Mikael Gidlund
(2023)
IEEE Wireless Communications Letters
vol.
12
no.
5
pp.
893-897
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Impact of Imperfect CSI on Multiuser MIMO-OFDM-based IIoT Networks: A BER and Capacity Analysis
Syed Asad Ullah, Shah Zeb, Syed Ali Hassan, Haejoon Jung, Kapal Dev
(2023)
GLOBECOM 2023-2023 IEEE Global Communications Conference
vol.
-
no.
-
pp.
3789-3794
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