scholarly journals Robust exponential stabilization for large-scale uncertain impulsive systems with coupling time-delays

2008 ◽  
Vol 68 (5) ◽  
pp. 1169-1183 ◽  
Author(s):  
Bin Liu ◽  
Kok Lay Teo ◽  
Xinzhi Liu
Keyword(s):  
Time Delays ◽  
Large Scale ◽  
Exponential Stabilization ◽  
Impulsive Systems ◽  
Robust Exponential Stabilization ◽  
Coupling Time ◽  
Uncertain Impulsive Systems

scholarly journals Swarm: A federated cloud framework for large-scale variant analysis

2021 ◽  
Vol 17 (5) ◽  
pp. e1008977
Author(s):  
Amir Bahmani ◽  
Kyle Ferriter ◽  
Vandhana Krishnan ◽  
Arash Alavi ◽  
Amir Alavi ◽  
...  
Keyword(s):  
Time Delays ◽  
Large Scale ◽  
Cloud Platform ◽  
Computational Costs ◽  
Cloud Framework ◽  
Amazon Web Services ◽  
Minimal Data ◽  
Genomic Data Analysis ◽  
Variant Analysis ◽  
Privacy Violation

Genomic data analysis across multiple cloud platforms is an ongoing challenge, especially when large amounts of data are involved. Here, we present Swarm, a framework for federated computation that promotes minimal data motion and facilitates crosstalk between genomic datasets stored on various cloud platforms. We demonstrate its utility via common inquiries of genomic variants across BigQuery in the Google Cloud Platform (GCP), Athena in the Amazon Web Services (AWS), Apache Presto and MySQL. Compared to single-cloud platforms, the Swarm framework significantly reduced computational costs, run-time delays and risks of security breach and privacy violation.

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