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Research Data supporting "Data-Driven Model of an EDFA Using Gaussian Processes with Aging Detection"


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Dataset

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Description

This data related to a research project involving erbium-doped fibre amplifier modelling using different machine learning methods.

The data was primarily collected as outputs from machine learning models being run to predict amplifier gain. The mean absolute error of the models were collected and collated into the dataset for graphical purposes. No processing was done on the data, this data is raw measurements from the model.

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Software / Usage instructions

Excel used to create dataset

Keywords

EDFA gain modeling, EDFA pump power distributions, Gaussian processes regression

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