248 citations · 1.3k across the 45 of their papers we have counts for
10 papers · 1 filter
DRAGON: Decentralized Fault Tolerance in Edge Federations
Shreshth Tuli, Giuliano Casale, Nicholas R. Jennings
Edge Federation is a new computing paradigm that seamlessly interconnects the resources of multiple edge service providers. A key challenge in such systems is the deployment of lat…
AI Augmented Edge and Fog Computing: Trends and Challenges
Shreshth Tuli, Fatemeh Mirhakimi, Samodha Pallewatta +6
In recent years, the landscape of computing paradigms has witnessed a gradual yet remarkable shift from monolithic computing to distributed and decentralized paradigms such as Inte…
MetaNet: Automated Dynamic Selection of Scheduling Policies in Cloud Environments
Shreshth Tuli, Giuliano Casale, Nicholas R. Jennings
Task scheduling is a well-studied problem in the context of optimizing the Quality of Service (QoS) of cloud computing environments. In order to sustain the rapid growth of computa…
Learning to Dynamically Select Cost Optimal Schedulers in Cloud Computing Environments
Shreshth Tuli, Giuliano Casale, Nicholas R. Jennings
The operational cost of a cloud computing platform is one of the most significant Quality of Service (QoS) criteria for schedulers, crucial to keep up with the growing computationa…
SplitPlace: AI Augmented Splitting and Placement of Large-Scale Neural Networks in Mobile Edge Environments
Shreshth Tuli, Giuliano Casale, Nicholas R. Jennings
In recent years, deep learning models have become ubiquitous in industry and academia alike. Deep neural networks can solve some of the most complex pattern-recognition problems to…
CAROL: Confidence-Aware Resilience Model for Edge Federations
Shreshth Tuli, Giuliano Casale, Nicholas R. Jennings
In recent years, the deployment of large-scale Internet of Things (IoT) applications has given rise to edge federations that seamlessly interconnect and leverage resources from mul…
PreGAN: Preemptive Migration Prediction Network for Proactive Fault-Tolerant Edge Computing
Shreshth Tuli, Giuliano Casale, Nicholas R. Jennings
Building a fault-tolerant edge system that can quickly react to node overloads or failures is challenging due to the unreliability of edge devices and the strict service deadlines…
START: Straggler Prediction and Mitigation for Cloud Computing Environments using Encoder LSTM Networks
Shreshth Tuli, Sukhpal Singh Gill, Peter Garraghan +3
Modern large-scale computing systems distribute jobs into multiple smaller tasks which execute in parallel to accelerate job completion rates and reduce energy consumption. However…
HUNTER: AI based Holistic Resource Management for Sustainable Cloud Computing
Shreshth Tuli, Sukhpal Singh Gill, Minxian Xu +8
The worldwide adoption of cloud data centers (CDCs) has given rise to the ubiquitous demand for hosting application services on the cloud. Further, contemporary data-intensive indu…
COSCO: Container Orchestration using Co-Simulation and Gradient Based Optimization for Fog Computing Environments
Shreshth Tuli, Shivananda Poojara, Satish N. Srirama +2
Intelligent task placement and management of tasks in large-scale fog platforms is challenging due to the highly volatile nature of modern workload applications and sensitive user…