Search Results - "Moayyedi, Arash"
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1
A Meta-Learning Scheme for Adaptive Short-Term Network Traffic Prediction
Published in IEEE journal on selected areas in communications (01-10-2020)“…Network traffic prediction is a fundamental prerequisite for dynamic resource provisioning in wireline and wireless networks, but is known to be challenging…”
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Journal Article -
2
Coordinated Slicing and Admission Control using Multi-Agent Deep Reinforcement Learning
Published in IEEE eTransactions on network and service management (01-06-2023)“…5G Cloud Radio Access Networks (C-RANs) facilitate new forms of flexible resource management as dynamic RAN function splitting and placement. Virtualized RAN…”
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Journal Article -
3
Generalizable 5G RAN/MEC Slicing and Admission Control for Reliable Network Operation
Published in IEEE eTransactions on network and service management (01-10-2024)“…The virtualization and distribution of 5G Radio Access Network (RAN) functions across radio unit (RU), distributed unit (DU), and centralized unit (CU) in…”
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Journal Article -
4
Generalizable GNN-based 5G RAN/MEC Slicing and Admission Control in Metropolitan Networks
Published in NOMS 2023-2023 IEEE/IFIP Network Operations and Management Symposium (08-05-2023)“…The 5G RAN functions can be virtualized and distributed across the radio unit (RU), distributed unit (DU), and centralized unit (CU) to facilitate flexible…”
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Conference Proceeding -
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Multi-Agent Deep Reinforcement Learning for Slicing and Admission Control in 5G C-RAN
Published in NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium (25-04-2022)“…5G Cloud Radio Access Networks (C-RANs) facilitate new forms of flexible resource management as dynamic RAN function splitting and placement. Virtualized RAN…”
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Conference Proceeding