8 papers · 1 filter
Multi-Objective Load Balancing for Heterogeneous Edge-Based Object Detection Systems
Daghash K. Alqahtani, Maria A. Rodriguez, Muhammad Aamir Cheema +1
The rapid proliferation of the Internet of Things (IoT) and smart applications has led to a surge in data generated by distributed sensing devices. Edge computing is a mainstream a…
A Decentralized Root Cause Localization Approach for Edge Computing Environments
Duneesha Fernando, Maria A. Rodriguez, Rajkumar Buyya
Edge computing environments host increasingly complex microservice-based IoT applications, which are prone to performance anomalies that can propagate across dependent services. Id…
Saarthi: An End-to-End Intelligent Platform for Optimising Distributed Serverless Workloads
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
FaaS offers significant advantages with its infrastructure abstraction, on-demand execution, and attractive no idle resource pricing for modern cloud applications. Despite these be…
On-demand Cold Start Frequency Reduction with Off-Policy Reinforcement Learning in Serverless Computing
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
Function-as-a-Service (FaaS) is a cloud computing paradigm offering an event-driven execution model to applications. It features serverless attributes by eliminating resource manag…
A Framework for Carbon-aware Real-Time Workload Management in Clouds using Renewables-driven Cores
Tharindu B. Hewage, Shashikant Ilager, Maria A. Rodriguez +1
Cloud platforms commonly exploit workload temporal flexibility to reduce their carbon emissions. They suspend/resume workload execution for when and where the energy is greenest. H…
Input-Based Ensemble-Learning Method for Dynamic Memory Configuration of Serverless Computing Functions
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
In today's Function-as-a-Service offerings, a programmer is usually responsible for configuring function memory for its successful execution, which allocates proportional function…