10 papers
Dynamic Function Configuration and its Management in Serverless Computing: A Taxonomy and Future Directions
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
The serverless cloud computing model offers a framework where the service provider abstracts the underlying infrastructure management from developers. In this serverless model, Faa…
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…
Serv-Drishti: An Interactive Serverless Function Request Simulation Engine and Visualiser
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
The rapid adoption of serverless computing necessitates a deeper understanding of its underlying operational mechanics, particularly concerning request routing, cold starts, functi…
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…