78 citations · 173 across the 34 of their papers we have counts for
4 papers · 1 filter
A Deep Reinforcement Learning based Algorithm for Time and Cost Optimized Scaling of Serverless Applications
Anupama Mampage, Shanika Karunasekera, Rajkumar Buyya
Serverless computing has gained a strong traction in the cloud computing community in recent years. Among the many benefits of this novel computing model, the rapid auto-scaling ca…
A Holistic View on Resource Management in Serverless Computing Environments: Taxonomy and Future Directions
Anupama Mampage, Shanika Karunasekera, Rajkumar Buyya
Serverless computing has emerged as an attractive deployment option for cloud applications in recent times. The unique features of this computing model include, rapid auto-scaling,…
Optimal Multi-Level Interval-based Checkpointing for Exascale Stream Processing Systems
Sachini Jayasekara, Aaron Harwood, Shanika Karunasekera
State-of-the-art stream processing platforms make use of checkpointing to support fault tolerance, where a "checkpoint tuple" flows through the topology to all operators, indicatin…
A Utilization Model for Optimization of Checkpoint Intervals in Distributed Stream Processing Systems
Sachini Jayasekara, Aaron Harwood, Shanika Karunasekera
State-of-the-art distributed stream processing systems such as Apache Flink and Storm have recently included checkpointing to provide fault-tolerance for stateful applications. Thi…