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Entry  Fri Sep 8 12:08:32 2017, Gabriele, Summary, LSC, Good reconstruction of PRMI degrees of freedom with deep learning full_real_data_2017_09_06b_100x4_4000_300_20_free_swinging_time_domain.png.pngfull_real_data_2017_09_06b_100x4_4000_300_20_free_swinging_free_swinging_histograms2d.png.pnggru_2017_08_13a_100x4_4000_300_20_free_swinging_simulation_reference.png.png
    Reply  Fri Oct 6 12:56:40 2017, gautam, Summary, LSC, RTCDS NN post_NN_test.png
       Reply  Tue Oct 17 17:53:25 2017, jamie, Summary, LSC, prep for tests of Gabriele's neural network cavity length reconstruction c1dnn.png
          Reply  Wed Oct 18 12:14:08 2017, jamie, Summary, LSC, prep for tests of Gabriele's neural network cavity length reconstruction 
             Reply  Thu Oct 19 15:42:03 2017, jamie, Summary, LSC, MICH/PRCL reconstruction neural network running on c1lsc NN.pngC1DNN_GDS.pngC1DNN_CPU_METER.png
                Reply  Tue Oct 24 20:14:21 2017, jamie, Summary, LSC, further testing of c1dnn integration; plugged in to DAQ NN.pngc1dnn_out.png
                   Reply  Wed Oct 25 09:32:14 2017, Gabriele, Summary, LSC, further testing of c1dnn integration; plugged in to DAQ 
                   Reply  Mon Nov 6 18:22:48 2017, jamie, Summary, LSC, current procedure for running c1dnn code 
                      Reply  Thu Nov 9 10:51:37 2017, gautam, Summary, LSC, current procedure for compiling and installing c1dnn code 
Message ID: 13401     Entry time: Wed Oct 25 09:32:14 2017     In reply to: 13400
Author: Gabriele 
Type: Summary 
Category: LSC 
Subject: further testing of c1dnn integration; plugged in to DAQ 
Quote:

 

 

We'll need to set the phase rotation of the demodulated RF PD signals (REFL11, REFL55, AS55, POP22) to match them with what the NN expects...

Here are the demodulation phases and rotation matrices tuned for the network. For the matrices, I am assuming that the input is [I, Q] and the output is [I,Q].

POP22
phi = 153 degrees
[[-0.894, 0.447],
 [-0.447, -0.894]]

REFL11
phi = 93 degrees
[[-0.058, 0.998],
 [-0.998, -0.058]]

REFL55
phi = -90 degrees
[[0.000, -1.000],
 [1.000, 0.000]]

AS55
phi = 7 degrees
[[0.993, 0.122],
 [-0.122, 0.993]]

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