Big Data Aware High Capacity Wireless Network Architecture Using Caching and Machine Leaning
The proposed research on big data aware wireless networks will develop a comprehensive theoretical understanding, practical system design guidelines, and demonstration of a big data aware intelligent demand-attentive wireless cloud network that adapts itself autonomously and dynamically to the user demands and service requirements in order to improve the delivery of multimedia content and the end-user Quality of Experience (QoE)
Research
Members Involved : Navneet Garg, Mu Yuchen, T. Zhang, Sudip Biswas
Publications
Journal Papers
Conference Papers
Research
Members Involved : Navneet Garg, Mu Yuchen, T. Zhang, Sudip Biswas
Publications
Journal Papers
- S. Krishnendu, B.N. Bharath, N. Garg, V. Bhatia and T. Ratnarajah, "Learning to Cache: Federated Caching in a Cellular Network With Correlated Demand," IEEE Trans. on Communications, in press, 2021.
- N. Garg, M. Sellathurai, V. Bhatia and T. Ratnarajah, "Function Approximation Based Reinforcement Learning for Edge Caching in Massive MIMO Networks," IEEE Trans. on Communications, Vol. 60, No. 4. pp. 2304-2316, April 2021.
- T. Zhang, S. Biswas, and T Ratnarajah, "On the Performance of Cache-Enabled Hybrid Wireless Networks," IEEE Trans. on Communications, Vol. 60, No. 3. pp. 1818-1834, March 2021.
- T. Zhang, S. Biswas, and T Ratnarajah, "Performance Analysis on Cache-Enabled FR2 IAB Networks," IEEE Access, in press.
- T. Zhang, S. Biswas, and T Ratnarajah, "An Analysis on Wireless Edge Caching in In-band Full-Duplex FR2-IAB Networks," IEEE Access, Vol. 8, pp. 164987-165002, 2020.
- N. Garg, M. Sellathurai, B. Bettagere, V. Bhatia and T. Ratnarajah, "Online Content Popularity Prediction and Learning in Wireless Edge Caching," IEEE Trans. on Communications, Vol. 68, No.2, pp. 1087-1100, Feb. 2020.
- S Biswas, T Zhang, K Singh, S Vuppala, and T Ratnarajah, “An Analysis on Caching Placement for Millimeter/Micro Wave Hybrid Networks,” IEEE Trans. on Communications, Vol. 67, No. 2, pp., pp. 1645-1662, Feb. 2019.
- A. Papazafeiropoulos and T. Ratnarajah, "Modeling and Performance of Uplink Cache-Enabled Massive MIMO Heterogeneous Networks," IEEE Trans on Wireless Communications, Vol. 17, No. 12, pp. 8136-8149, Dec. 2018.
Conference Papers
- N. Garg and T. Ratnarajah, "Cooperative Scenarios for Multi-agent Reinforcement Learning in Wireless Edge Caching," In Proc. the IEEE 46th International Conference on Acoustics, Speech and Signal Processing, Toronto, Canada, 6-11, June 2021.
- Y. Doshi, B.N. Bharath, N. Garg, V. Bhatia and T. Ratnarajah, "Learning Distributed Coded Caching Strategy in a Cellular Network," In Proc. the IEEE 93rd Vehicular Technology Conference, Helsinki, Finland, April 25-28, 2021
- N. Garg, M. Sellathurai and T. Ratnarajah, "Decentralized Coded Caching for Interference Networks," In the Proc. of 54th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, California, Nov. 1-4, 2020.
- N. Garg and T. Ratnarajah, "Tensor Completion based Prediction in Wireless Edge Caching," In the Proc. of 54th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, California, Nov. 1-4, 2020.
- N. Garg, M. Sellathurai and T. Ratnarajah, "In-network Caching For Hybrid Satellite-Terrestrial Networks Using Deep Reinforcement Learning," In Proc. the IEEE 45th International Conference on Acoustics, Speech and Signal Processing, Barcelona, Spain, UK, 4-8, May 2020.
- N. Garg, M. Sellathurai and T. Ratnarajah, "Linear Function Approximation Based Reinforcement Learning for Edge Caching in Massive MIMO Networks," In the Proc. of 53rd Asilomar Conference on Signals, Systems and Computers, Pacific Grove, California, Nov. 3-6, 2019.
- N. Garg, M. Sellathurai, B. Bettagere, V. Bhatia and T. Ratnarajah, "Online Learning Models for Content Popularity Prediction in Wireless Edge Caching," In the Proc. of 53rd Asilomar Conference on Signals, Systems and Computers, Pacific Grove, California, Nov. 3-6, 2019.
- T Zhang, S Biswas and T Ratnarajah, "An Analysis on Caching in Full-Duplex Enabled mmWave IAB HetNets," In the Proc. IEEE 16th International Symposium on Wireless Communication Systems, Oulu Finland, Aug. 27-30, 2019.
- N. GARG, M. Sellathurai and T. Ratnarajah, "Content Placement Learning for Success Probability Maximization in Wireless Edge Caching Networks," In Proc. the IEEE 44th International Conference on Acoustics, Speech and Signal Processing, Brighton, UK, 12-17. May 2019.