Publications
Research publications from the Networked Wireless Systems Laboratory
HARNESS: High Availability supportive Self Reliant Network Slicing in 5G Networks
Shwetha Vittal, Antony Franklin, "
Intelligent Admission and Placement of O-RAN Slices Using Deep Reinforcement Learning
Antony Franklin, Nabhasmita Sen
Network slicing is a key feature of 5G and beyond networks. Intelligent management of slices is important for reaping its highest benefits which needs further exploration. Focusing only on one …
Method and System for Privacy-Preserving Continuous Internet Forensics
Maruthi Seshidhar Inukonda, Bheemarjuna Reddy Tamma, Sparsh Mittal, Jessy Bondla "
Method and System for Slice Identification in 5G RAN and Core for Secure Slice Service
Shwetha Vittal, Antony Franklin, "
Multi-Neural Network based Tiled 360\DEGREE Video Caching with Mobile Edge Computing
Shashwat Kumar, Lalit Bhagat, Antony Franklin, and Jiong Jin, "
PPAS: Privacy-preserving Resource Discovery for Multi-domain SFC orchestration
Neha Joshi, Rishabh Kumar, Abhishek Thakur, Antony Franklin, NV Narendra Kumar
Service function chaining of network-functions across multiple domains enables next-generation services to be offered efficiently. Multi-domain orchestrator decouples the complexities of setting up such chains across domains on behalf of …
Proactive Clustering of Base Stations in 5G C-RAN using Cellular Traffic Prediction
Bheemarjuna Reddy Tamma, Antony Franklin, Ujjwal Pawar, Mehul Sharma
The rapid growth in mobile network traffic and dynamic user mobility patterns have propelled network operators toward the Cloud-Radio Access Network (C-RAN) to reduce operational costs and improve service quality. …
RESTRAIN: Dynamic and Cost-Efficient Resource Management for Addressing Performance Interference in NFV-based Systems
Venkatarami Reddy Chintapalli, Madhura Adeppady, Bheemarjuna Reddy Tamma and Antony Franklin, "
Traffic-Aware Dynamic Functional Split for 5G Cloud Radio Access Networks
Bheemarjuna Reddy Tamma, Antony Franklin, Mayank Kumar, Himank Gupta
The recent adaption of virtualization technologies in the next generation mobile network enables 5G base station to be segregated into a Radio Unit (RU), a Distributed Unit (DU), and a …
Impact of AI/ML Model Adaptation on RAN Control Loop Response Time
Venkatarami Reddy Chintapalli, Venkateswarlu Gudepu, Andrea Sgambelluri, Antony Franklin, Bheemarjuna Reddy Tamma
The advent of Open Radio Access Network (O-RAN) technology enables intelligent edge solutions for base stations in beyond 5G (B5G) networks. O-RAN Working Group 2 (WG2) focuses on the architecture …
NASCENT: A Non-Invasive Solution for Detecting Utilization of Servers in Bare-Metal Cloud
MARUTHI SESHIDHAR INUKONDA, ATHARVA RAJENDRA KARPATE, BHEEMARJUNA REDDY TAMMA, SPARSH MITTAL, PRAVEEN TAMMANA
Physical servers are available as-a-service in bare-metal public and private cloud platforms, and their demand has been proliferating because of the high levels of privacy and security guarantees they provide …
Continual Learning for Anomaly based Network Intrusion Detection
Amalapuram Suresh Kumar, Akash Tadwai, Reethu Vinta, Sumohana S. Channappayya, Bheemarjuna Reddy Tamma
To defend computing systems against ever-growing cyber attacks, Anomaly-based Network Intrusion Detection Systems (A-NIDS) have to evolve continuously. This requirement renders classical machine learning algorithms ineffective since they do not …
NUMASFP: NUMA-aware Dynamic Service Function Chain Placement in Multi-core Servers
Bheemarjuna Reddy Tamma, Antony Franklin, Sai Balaram Korrapati, Venkatarami Reddy Chintapalli
Many prior works investigated service function chain (SFC) placement in multi-core NFV servers with an assumption of treating all CPU cores equal. However, sophisticated servers follow non-uniform memory access (NUMA) …
A Cooperative Federated Learning Mechanism for Collision Avoidance using Cellular and 802.11p based Radios Opportunistically
Suhel Sajjan Magdum, Antony Franklin, Bheemarjuna Reddy Tamma
Reinforcement learning (RL) is a powerful learning framework which can be used in complex environments such as autonomous driving. Generally, in autonomous driving, vehicles run RL algorithm locally. However doing …
A Prediction-based Online Cost Optimization Algorithm for 5G Vertical
Jyoti Tiwari, Shashwat Kumar, Antony Franklin
End-to-end network slicing in 5G enables new business models and use cases across all industry verticals. Network slicing is an efficient solution that fulfills the diverse business requirements, characterized by …