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HPC cloud for scientific and business applications: taxonomy, vision, and research challenges
High performance computing (HPC) clouds are becoming an alternative to on-premise
clusters for executing scientific applications and business analytics services. Most research …
clusters for executing scientific applications and business analytics services. Most research …
A survey of data-intensive scientific workflow management
Nowadays, more and more computer-based scientific experiments need to handle massive
amounts of data. Their data processing consists of multiple computational steps and …
amounts of data. Their data processing consists of multiple computational steps and …
Dynamic steering of HPC scientific workflows: A survey
The field of scientific workflow management systems has grown significantly as applications
start using them successfully. In 2007, several active researchers in scientific workflow …
start using them successfully. In 2007, several active researchers in scientific workflow …
A characterization of workflow management systems for extreme-scale applications
Automation of the execution of computational tasks is at the heart of improving scientific
productivity. Over the last years, scientific workflows have been established as an important …
productivity. Over the last years, scientific workflows have been established as an important …
Mashup: making serverless computing useful for hpc workflows via hybrid execution
This work introduces Mashup, a novel strategy to leverage serverless computing model for
executing scientific workflows in a hybrid fashion by taking advantage of both the traditional …
executing scientific workflows in a hybrid fashion by taking advantage of both the traditional …
A workflow management system for scalable data mining on clouds
The extraction of useful information from data is often a complex process that can be
conveniently modeled as a data analysis workflow. When very large data sets must be …
conveniently modeled as a data analysis workflow. When very large data sets must be …
A provenance-based adaptive scheduling heuristic for parallel scientific workflows in clouds
In the last years, scientific workflows have emerged as a fundamental abstraction for
structuring and executing scientific experiments in computational environments. Scientific …
structuring and executing scientific experiments in computational environments. Scientific …
Starship: Mitigating i/o bottlenecks in serverless computing for scientific workflows
R Basu Roy, D Tiwari - Proceedings of the ACM on Measurement and …, 2024 - dl.acm.org
This work highlights the significance of I/O bottlenecks that data-intensive HPC workflows
face in serverless environments-an issue that has been largely overlooked by prior works …
face in serverless environments-an issue that has been largely overlooked by prior works …
Daydream: Executing dynamic scientific workflows on serverless platforms with hot starts
HPC applications are increasingly being designed as dynamic workflows for the ease of
development and scaling. This work demonstrates how the serverless computing model can …
development and scaling. This work demonstrates how the serverless computing model can …
Computational resource and cost prediction service for scientific workflows in federated clouds
The use of cloud platforms has been widely encouraged in applications that require a lot of
processing power and storage such as scientific workflows. However, users who operate …
processing power and storage such as scientific workflows. However, users who operate …