JOURNAL ARTICLE

Dynamic Self-assembling Petaflop Scale Clusters

Abstract

High Performance Computing (HPC) has been studied and used in the scientific community for decades. The Message Passing Interface was first introduced in 1992. Similarly, commercial businesses have been relying on High Throughput Computing (HTC) for the past two decades. Mapreduce platforms became popular with the advent of Very Large Databases (VLDBs) and Big Data. We are now seeing the convergence between HPC and HTC to provide faster and cheaper parallel computation. The emergence of MPI as a scalable and viable parallel platform along with the acceptance of Mapreduce to tackle large data sets now opens the door to a host of new applications particularly in biomedical, public health, scientific, and health informatics research. This convergence is making it possible to have every device be a parallel node. In this paper we explore this convergence and a method for creating dynamic self-assembling clusters using commodity hardware and mobile devices.

Keywords:
Computer science Scalability Big data Message Passing Interface Convergence (economics) Distributed computing Interface (matter) Node (physics) Supercomputer Host (biology) Data-intensive computing Parallel computing Data science Message passing Database Operating system Grid computing

Metrics

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Cited By
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FWCI (Field Weighted Citation Impact)
20
Refs
0.08
Citation Normalized Percentile
Is in top 1%
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Topics

Distributed and Parallel Computing Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
Scientific Computing and Data Management
Social Sciences →  Decision Sciences →  Information Systems and Management
Parallel Computing and Optimization Techniques
Physical Sciences →  Computer Science →  Hardware and Architecture

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