Publications

Journal Publications

Selected Conference Publications

  1. Bashir Mohammed, Mariam Kiran; Bjorn Enders; NetGraf: An End-to-End Learning Network Monitoring Service. SC21: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis. The 8th International Workshop on Innovating the Network for Data-Intensive Science (INDIS 2021), pp. 12-22. Nov 2021.
  2. Bashir Mohammed, Mariam Kiran; Bjorn Enders; Net-Preflight Check: Using File transfer to Measure Network Performance before Large Data Transfers. ICSNC 2021: The Sixteenth International Conference on Systems and Networks Communications. Oct. 2021
  3. Sheng Shen, Bashir Mohammed and Mariam Kiran: DynamicDeepFlow: An Approach for Identifying Changes in Network Traffic Flow Using Unsupervised Clustering. 4th International Conference on Machine Learning for Networking (MLN'2021), Nov 2021 – BEST PAPER AWARD.
  4. Mariam Kiran, Bashir Mohammed, Qiang Du, Dan Wang, Sheng Shen, Russell Wilcox, Controlling Laser Beam Combining via an Active Reinforcement Learning Algorithm , Laser Applications Conference, pp. JM3A. Optical Society of America, 2021., OSA Publishing, November 1, 2021
  5. Divneet Kaur, Bashir Mohammed, Mariam Kiran; NetGraf: A Collaborative Network Monitoring Stack for Network Experimental Testbeds. SC20: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis. Nov 2020.
  6. Bashir Mohammed, Mariam Kiran, Dan Wang, Qiang Du, Russell Wilcox, Deep Reinforcement Learning based Control for two-dimensional Coherent Combining.In Laser Applications Conference, pp. JTu5A-7. Optical Society of America, 2020.
  7. Dan Wang, Qiang Du, Tong Zhou, Bashir Mohammed, Mariam Kiran, Derun Li, Russell Wilcox, Artificial Neural Networks Applied to Stabilization of 81-beam Coherent Combining. In Advanced Solid State Lasers, pp. ATu4A-6. Optical Society of America, 2020.
  8. Mallick, Tanwi, Mariam Kiran, Bashir Mohammed, and Prasanna Balaprakash. Dynamic Graph Neural Network for Traffic Forecasting in Wide Area Networks. 2020 IEEE International Conference on Big Data (Big Data)(2020).
  9. Nandini, Krishnaswamy; Mariam, Kiran; Bashir Mohammed; Singh, Kunal; Data-driven Learning to Predict WAN Network Traffic. In Proceedings of the 3rd International Workshop on Systems and Network Telemetry and Analytics, pp. 11-18. 2020.
  10. Mahtout, Hocine, Mariam Kiran, Anu Mercian, and Bashir Mohammed, Using Machine Learning for Intent-based provisioning in High-Speed Science Networks. In Proceedings of the 3rd International Workshop on Systems and Network Telemetry and Analytics, pp. 27-30. 2020.
  11. Kiran, Mariam, Bashir Mohammed, and Nandini Krishnaswamy. DeepRoute: Herding Elephant and Mice Flows with Reinforcement Learning. In International Conference on Machine Learning for Networking, pp. 296-314. Springer, Cham, 2019.
  12. Bashir Mohammed Mariam Kiran, and Nandini Krishnaswamy. DeepRoute on Chameleon: Experimenting with Large-scale Reinforcement Learning and SDN on Chameleon Testbed. In 2019 IEEE 27th International Conference on Network Protocols (ICNP), pp. 1-2. IEEE, 2019.
  13. Bashir Mohammed, Nandini Krishnaswamy, and Mariam Kiran. Multivariate Time-Series Prediction for Traffic in Large WAN Topology. In 2019 ACM/IEEE Symposium on Architectures for Networking and Communications Systems (ANCS), pp. 1-4. IEEE, 2019.
  14. Sangodoyin, Abimbola, Bashir Mohammed, Moyo Sibusiso, Irfan Awan, and Jules Pagna Disso. A Framework for Distributed Denial of Service Attack Detection and Reactive Countermeasure in Software Defined Network. In 2019 7th International Conference on Future Internet of Things and Cloud (FiCloud), pp. 80-87. IEEE, 2019.
  15. Makinde, Omololu, Abimbola Sangodoyin, Bashir Mohammed, Daniel Neagu, and Umaru Adamu. Distributed Network Behaviour Prediction Using Machine Learning and Agent-Based Micro Simulation. In 2019 7th International Conference on Future Internet of Things and Cloud (FiCloud), pp. 182-188. IEEE, 2019.
  16. K. M. Maiyama, D. Kouvatsos, Bashir Mohammed, M. Kiran and M. A. Kamala, Performance Modelling and Analysis of an OpenStack IaaS Cloud Computing Platform. 2017 IEEE 5th International Conference on Future Internet of Things and Cloud (FiCloud), Prague, 2017.
  17. Hussaini Adamu, Bashir Mohammed, Ali Bukar Maina, Andrea Cullen, Hassan Ugail, Irfan-Ullah Awan, An approach to failure prediction in a cloud-based environment. The 5th International Conference on Future Internet of Things and Cloud (FICLOUD 2017), Prague, Czech Republic, August 2017
  18. Bashir Mohammed, Mariam Kiran, Irfan-Ullah Awan; Optimising Fault Tolerance in Real-Time Cloud Computing IaaS Environment The 4th International Conference on Future Internet of Things and Cloud (FICLOUD 2016), Vienna, Austria, August, 2016
  19. Bashir Mohammed, Mariam Kiran, Irfan-Ullah Awan; An Integrated Virtualized Strategy for Fault Tolerance in Cloud Computing Environment. The 16th IEEE International Conference on Scalable Communication and Communication (SCALCOM 2016), Toulouse, France, July 2016.
  20. K. M. Maiyama, A. P. Namanya, B. Mohammed, M. Kiran, D. D. Kouvatsos and M. A. Kamala; Analytical Performance Evaluation of OpenStack IaaS Cloud Using M/M/1 and M/M/c Queues, 32nd Annual UK Performance Engineering Workshop & Cyber Security Workshop (UKPEW & CyberSecW - 2016).
  21. Bashir Mohammed, Mariam Kiran; Analysis of Cloud TestBeds using OpenSource Solutions, The 3rd International Conference on Future Internet of Things and Cloud (FICLOUD 2015), Rome, Italy, August, 2015.
  22. Mariam Kiran, Haroon Mir, Bashir Mohammed, Ashraf Al Oun, Kabiru Maiyama; Agent-based Modelling as a Service on Amazon EC2 Opportunities and Challenges, 8th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2015), Limassol, Cyprus.

Technical Report

Talks and Presentations

  1. Failover Strategy for Cloud Fault Tolerance approach, Network Security and Performance Engineering Workshop, 2015 at The University of Bradford (NeTSPen 2015). Paper Presentation
  2. Analysis of Cloud TestBeds using OpenSource Solutions, The 3rd International Conference on Future Internet of Things and Cloud (FICLOUD 2015), Rome, Italy, August, 2015. Paper Presentation
  3. Optimizing Fault Tolerance in Real-Time Cloud Computing IaaS Environment. The 4th International Conference on Future Internet of Things and Cloud (FICLOUD 2016), Vienna, Austria, August, 2016. Paper Presentation
  4. Experimental Case study using Openstack, Bradford Cloud research group visit to EPSRC Center for Doctorial Training (CDT) Newcastle UK. 2015. -- SLIDES
  5. Fault Tolerance in Cloud Computing Enviroment, MPhil to Phd Progression Presentation, 2016 at The University of Bradford. -- SLIDES