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R&D (FilterCavity)
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YuhangZhao - 13:44, Thursday 15 July 2021 (2618)Get code to link to this report
A comparison of least square and mcmc

Michael and Yuhang

We took FDS with filter cavity GR control about two weeks ago. The measurement contains 12 effective data with 6 for detuning around 200Hz and 6 for detuning around 70Hz. The data below around 70Hz is contaminated by back scattered noise. To have some margin from back scattered noise, we start fit from 100Hz.

The mcmc code needs a good enough initial value and corresponding range. We start with a least square fit with detuning, homodyne angles free and other parameters fixed. The fit result was used as initial value for mcmc code. The least square fit results are attached as figure 1 and 2.

We used the result of least square for mcmc and set four parameters to be free, including homodyne angle, detuning, optical losses, generated squeezing level. The result is attached as figure 3 and 4. The FDS with 200Hz detuning has more information about the squeezing quadrature rotation. Therefore, the error of fitting result is more precise. But the FDS with 70Hz detuning has less information, which makes the fit result has larger error on detuning.

The mcmc result gives more stabilized detuning, which means data favors a more stable detuning. The least square mothod gives larger detuning change may just comes from the fact that we are fixing other parameters but leave only two free.

Images attached to this report
2618_20210715064345_lfds.png 2618_20210715064354_hfds.png 2618_20210715064403_lfdsmcmc.png 2618_20210715064410_hfdsmcmc.png
Comments related to this report
NaokiAritomi - 14:16, Thursday 15 July 2021 (2619)

Interesting result! By the way, how is the fitting result of generated squeezing and optical loss for each curve? Are they consistent with each other?

YuhangZhao - 14:39, Thursday 15 July 2021 (2621)

For detuning around 200Hz data, the fit result of generated squeezing level and optical losses are

  sqz loss
data1 11.1 38.3
data2 11.2 39.9
data3 11.1 39.9
data4 10.8 37.4
data5 10.6 37
data6 10.5 42

For detuning around 70Hz data, the fit result of generated squeezing level and optical losses are

  sqz loss
data1 10.7 40.6
data2 10.4 40.6
data3 10.4 40.4
data4 10.0 37.5
data5 9.6 36.8
data6 10.0 37.1