orm_analysis

Scripts for analyzing the ORM measurements performed with madgui.

Scripts

`fit_model.py`	Fit a MAD-X model to madgui ORM measurements.
`model_params.py`	Spit out a list of error parameters that can be fitted for the given model.
`model_orbits.py`	Compute model orbits and export to .txt files for all given optics using the specified errors.
`measured_orbits.py`	Convert madgui ORM measurement files to .txt files
`bpm_export.py`	Read CSV exports of beam profiles, compute weighted mean and export as .txt files.
`backtrack_and_fit_tm.py`	Visualize and investigate the discrepancies between model and measurements of G3MU3 (the final 90° gantry dipole).
`quadscan.py`	Investigate kL dependency in the quadscan measurements.
`orm_generate.py`	Generate a fake ORM measurement using a disturbed MAD-X model. This is used for testing.
`orm_info.py`	Quickly plot ORM measurements along with model expectations assuming a given error and print the chisq.
`plot_folders.py`	Plot the .txt files previously generated with `model_orbits.py` or `measured_orbits.py`
`transpose_folder.py`	Invert folder structure for output generated by `model_orbits.py` or `measured_orbits.py` this can be useful to faster compare certain parameters/elements with each other.

fit_model.py:

./fit_model.py -m hht3 --backtrack -e fit0/errors.yml -o fit0/ \
    data/2018-10-20-orm_measurements/M8-E108-F1-I9-G1/*.yml

./fit_model.py --help

The errors.yml file might look as follows:

Δay_h1ms1: 0.1      # absolute error
δax_h1ms2: 0.1      # relative error

model_params.py:

./model_params.py -m hht3 --ealign --twiss --knobs --attrs sbend->e1/e2

./model_params.py --help

model_orbits.py:

./model_orbits.py -m hht3 -o orbits0/ -i errors.yml \
    data/2018-10-20-orm_measurements/M8-E108-F1-I9-G1/*.yml

./model_orbits.py --help

measured_orbits.py:

./measured_orbits.py -m hht3 -o measured/ \
    data/2018-10-20-orm_measurements/M8-E108-F1-I9-G1

./measured_orbits.py --help

bpm_export.py:

./bpm_export.py Gitter-Exporte/*.CSV

backtrack_and_fit_tm.py:

./backtrack_and_fit_tm.py 2018-10-20-orm_measurements/M8-E108-F1-I9-G1/*.yml

`orm_util`	`OrbitResponse` class for reading in ORM measurements, and `Analysis` class for fitting etc
`orm_plot`	Functions for plotting orbits and ORM.
`util`	Text utilities to output tables as .txt files.