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  1. SAFe Program
  2. SP-3513

SRC workflow example: Spectral line finding and classification

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    Description

      Input data: Spectra (frequency vs amplitude)

      Output data: Spectra with marked positions of peaks above a (defined?) threshold. CSV file of frequency, peak, FHWM. 

      Software involved: Basic Python libraries. Also could be a CNN workflow.

      Workflow steps: Very basic: run a script to find peaks after the user has defined thresholds. Plot peaks on the spectra. Extended: Run a CNN to classify optical spectra.

      State of existing workflows: Alex has a very simple script that finds peaks. Would be very easy to reproduce. Distributing the data and creating a workflow that searches would be a moderate amount of work. A more detailed (science-ready) workflow needs to be implemented for this in general - Shari. Alex once had students that developed a CNN that classified millions of optical spectra (sub categories of stars and galaxies)

      Architecture and hardware: Multithreaded CPU. Minimal RAM. Data can be distributed.

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                r.bolton Bolton, Rosie
                r.bolton Bolton, Rosie
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