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Realtime Analysis of Large-Scale Data

In photon science more and more data are taken. It is not possible anymore to store and process all data offline. In this book, we explore strategies for handling this large amount of data. A neural network as well as techniques from image processing are used to efficiently categorize and select use...

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Main Author: Becker, Daniel
Format: Online
Language:English
Published: KIT Scientific Publishing 2021
Subjects:
QA75.5-76.95
nanocrystalligraphy
image-processing
signalverarbeitungbig data
signal-processing
nanokristallographie
echtzeitverarbeitung
real-time-processing
big data
bildverarbeitung
bic Book Industry Communication::U Computing & information technology::UY Computer science
Online Access:35018
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Summary:In photon science more and more data are taken. It is not possible anymore to store and process all data offline. In this book, we explore strategies for handling this large amount of data. A neural network as well as techniques from image processing are used to efficiently categorize and select useful data. We also indicate why many sophisticated algorithms cannot be used in this context. In addition, a prototype for data selection is presented, discussed, and benchmarked.

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