132 citations · 196 across the 11 of their papers we have counts for
5 papers · 1 filter
LiLM-RDB-SFC: Lightweight Language Model with Relational Database-Guided DRL for Optimized SFC Provisioning
Parisa Fard Moshiri, Xinyu Zhu, Poonam Lohan +2
Effective management of Service Function Chains (SFCs) and optimal Virtual Network Function (VNF) placement are critical challenges in modern Software-Defined Networking (SDN) and…
Meeting Deadlines in Motion: Deep RL for Real-Time Task Offloading in Vehicular Edge Networks
Mahsa Paknejad, Parisa Fard Moshiri, Murat Simsek +2
Vehicular Mobile Edge Computing (VEC) drives the future by enabling low-latency, high-efficiency data processing at the very edge of vehicular networks. This drives innovation in k…
A Reliable and Efficient 5G Vehicular MEC: Guaranteed Task Completion with Minimal Latency
Mahsa Paknejad, Parisa Fard Moshiri, Murat Simsek +2
This paper explores the advancement of Vehicular Edge Computing (VEC) as a tailored application of Mobile Edge Computing (MEC) for the automotive industry, addressing the rising de…
Partitioned Task Offloading for Low-Latency and Reliable Task Completion in 5G MEC
Parisa Fard Moshiri, Murat Simsek, Burak Kantarci
The demand for MEC has increased with the rise of data-intensive applications and 5G networks, while conventional cloud models struggle to satisfy low-latency requirements. While t…
Integrating Language Models for Enhanced Network State Monitoring in DRL-Based SFC Provisioning
Parisa Fard Moshiri, Murat Arda Onsu, Poonam Lohan +2
Efficient Service Function Chain (SFC) provisioning and Virtual Network Function (VNF) placement are critical for enhancing network performance in modern architectures such as Soft…