Dr. Shreshth Tuli
Publications
Shreshth Tuli, Nipam Basumatary, Sukhpal S. Gill, Mohsen Kahani, Rajesh C. Arya, Gurpreet S. Wander, and Rajkumar Buyya. "HealthFog: An Ensemble Deep Learning Based Smart Healthcare System for Automatic Diagnosis of Heart Diseases in Integrated IoT and Fog Computing Environments." Future Generation Computer Systems 104, 2020. https://doi.org/10.1016/j.future.2019.10.043.
Shreshth Tuli, Shikhar Tuli, Rakesh Tuli, and Sukhpal S. Gill. "Predicting the Growth and Trend of COVID-19 Pandemic Using Machine Learning and Cloud Computing." Internet of Things 11, 2020. https://doi.org/10.1016/j.iot.2020.100222
Sukhpal Singh Gill, Shreshth Tuli, Minxian Xu, Inderpreet Singh, Karan Vijay Singh, Dominic Lindsay, Shikhar Tuli, Daria Smirnova, Manmeet Singh, Udit Jain, Haris Pervaiz, Bhanu Sehgal, Sukhwinder Singh Kaila, Sanjay Misra, Mohammad Sadegh Aslanpour, Harshit Mehta, Vlado Stankovski and Peter Garraghan. "Transformative Effects of IoT, Blockchain and Artificial Intelligence on Cloud Computing: Evolution, Vision, Trends and Open Challenges." Internet of Things 8, 2019. https://doi.org/10.1016/j.iot.2019.100118.
Shreshth Tuli, Redowan Mahmud, Shikhar Tuli, and Rajkumar Buyya. "FogBus: A Blockchain-based Lightweight Framework for Edge and Fog Computing." Journal of Systems and Software 2019. https://doi.org/10.1016/j.jss.2019.04.050.
Shreshth Tuli, Giuliano Casale and Nicholas R. Jennings: TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data. Proceedings of VLDB 15 (6) 2022
Shreshth Tuli, Shashikant Ilager, Kotagiri Ramamohanarao and Rajkumar Buyya "Dynamic Scheduling for Stochastic Edge-Cloud Computing Environments Using A3C Learning and Residual Recurrent Neural Networks," in IEEE Transactions on Mobile Computing, vol. 21, no. 3, pp. 940-954, 1 March 2022, https://doi.org/10.1109/TMC.2020.3017079.
Shreshth Tuli, Shikhar Tuli, Gurleen Wander, Praneet Wander, Sukhpal Singh Gill, Schahram Dustdar, Rizos Sakellariou and Omer Rana. Next generation technologies for smart healthcare: challenges, vision, model, trends and future directions. Internet Technology Letters 2020. https://doi.org/10.1002/itl2.145
Shreshth Tuli, Shivananda Poojara, Satish N Srirama, Giuliano Casale and Nicholas R Jennings. COSCO: Container Orchestration using Co-Simulation and Gradient-Based Optimization for Fog Computing Environments. IEEE Transactions on Parallel and Distributed Systems 2021
Shreshth Tuli, Nipam Basumatary, Rajkumar Buyya. "EdgeLens: Deep Learning based Object Detection in Integrated IoT, Fog and Cloud Computing Environments," 2019 4th International Conference on Information Systems and Computer Networks (ISCON), Mathura, India, 2019, pp. 496-502, https://doi.org/10.1109/ISCON47742.2019.9036216.
Shreshth Tuli, Sukhpal Singh Gill, Minxian Xu, Peter Garraghan, Rami Bahsoon, Schahram Dustdar, Rizos Sakellariou, Omer Rana, Rajkumar Buyya, Giuliano Casale and Nicholas R Jennings. "HUNTER: AI Based Holistic Resource Management for Sustainable Cloud Computing." Journal of Systems and Software 184, 2022. https://doi.org/10.1016/j.jss.2021.111124.
Sundas Iftikhar, Mirza M. M. Ahmad, Shreshth Tuli, Deepraj Chowdhury, Minxian Xu, Sukhpal S. Gill, and Steve Uhlig. "HunterPlus: AI-Based Energy-efficient Task Scheduling for Cloud–Fog Computing Environments." Internet of Things 21, 2023. https://doi.org/10.1016/j.iot.2022.100667.
Sukhpal Singh Gill, Shreshth Tuli, Adel Nadjaran Toosi, Felix Cuadrado, Peter Garraghan, Rami Bahsoon, Hanan Lutfiyya, Rizos Sakellariou, Omer Rana, Schahram Dustdar and Rajkumar Buyya. "ThermoSim: Deep Learning Based Framework for Modeling and Simulation of Thermal-aware Resource Management for Cloud Computing Environments." Journal of Systems and Software 166, 2020. https://doi.org/10.1016/j.jss.2020.110596.
Shreshth Tuli, Giuliano Casale and Nicholas R Jennings, "PreGAN: Preemptive Migration Prediction Network for Proactive Fault-Tolerant Edge Computing" IEEE INFOCOM 2022 - IEEE Conference on Computer Communications, London, United Kingdom, 2022, https://doi.org/10.1109/INFOCOM48880.2022.9796778.
Shreshth Tuli, Rajinder Sandhu, and Rajkumar Buyya. "Shared Data-aware Dynamic Resource Provisioning and Task Scheduling for Data-Intensive Applications on Hybrid Clouds Using Aneka." Future Generation Computer Systems 106, 2020. https://doi.org/10.1016/j.future.2020.01.038.
Shreshth Tuli, Giuliano Casale, Nicholas R Jennings. "MCDS: AI Augmented Workflow Scheduling in Mobile Edge Cloud Computing Systems". IEEE Transactions on Parallel and Distributed Systems, vol. 33, no. 11, pp. 2794-2807, 2022. https://doi.org/10.1109/TPDS.2021.3135907.
Shreshth Tuli, Sukhpal S. Gill, Giuliano Casale, and Nicholas R. Jennings. "IThermoFog: IoT-Fog Based Automatic Thermal Profile Creation for Cloud Data Centers Using Artificial Intelligence Techniques." Internet Technology Letters 3, 2020. https://doi.org/10.1002/itl2.198.
Shreshth Tuli, Giuliano Casale and Nicholas R Jennings. “GOSH: Task Scheduling Using Deep Surrogate Models in Fog Computing Environments" in IEEE Transactions on Parallel and Distributed Systems, vol. 33, no. 11, pp. 2821-2833, 1 Nov. 2022, https://doi.org/10.1109/TPDS.2021.3136672
Shreshth Tuli, Sukhpal Singh Gill, Peter Garraghan, Rajkumar Buyya, Giuliano Casale and Nick Jennings. "START: Straggler Prediction and Mitigation for Cloud Computing Environments Using Encoder LSTM Networks". IEEE Transactions on Services Computing, vol. 16, no. 1, pp. 615-627, 1 Jan.-Feb. 2023, https://doi.org/10.1109/TSC.2021.3129897.
Tuli, Shreshth, Fatemeh Mirhakimi, Samodha Pallewatta, Syed Zawad, Giuliano Casale, Bahman Javadi, Feng Yan, Rajkumar Buyya, and Nicholas R. Jennings. "AI Augmented Edge and Fog Computing: Trends and Challenges." Journal of Network and Computer Applications 2023. https://doi.org/10.1016/j.jnca.2023.103648.