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Distributed Computing

Authors: Rui Santos Cruz; Miguel Casquilho;

Distributed Computing

Abstract

This study is based on a concrete problem in a fertilizer factory about the estimation of process parameters: to calculate the mean and standard deviation from weights (sums only)of loads of unequal (known)number of bags (“equal” case being trivial). With many distribution depots., the data for each depot must be collected for processing. These are addressed in a Cloud Computing., big-data framework. The use of Apache Spark is described and adopted., as advantageous over Hadoop due to “in-memory computation” and Resilient Distributed Dataset. The computation uses Terraform and Ansible as configuration tool, and is deployed on the Google Cloud Platform. The evaluation preliminary tests confirmed good accuracy and produced low runtimes.

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
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