Neural networks and PCA coefficients to identify and correct aberrations in adaptive optics

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Table 3

Injected Zernike coefficients and the corresponding values found by the NN in two images of the testsets for the two different cases of no turbulence and AO residual 42.5 nm turbulence.

Zernike n°	Values from Fig. 12 [nm]		Values from Fig. 16 [nm]
Zernike n°	Injected	Predicted	Injected	Predicted
Z₄	−32.96	−28.18	−12.20	−7.19
Z₅	10.84	5.21	0.48	−2.77
Z₆	−7.25	−1.05	39.03	38.53
Z₇	−30.41	−34.89	7.73	9.91
Z₈	41.55	45.89	−10.33	−15.54
Z₉	32.40	28.27	−10.60	−6.57
Z₁₀	−39.65	−44.58	29.52	18.29
Z₁₁	−45.94	−45.68	−25.53	−30.26
Z₁₂	−38.05	−41.37	28.65	20.17
Z₁₃	45.17	46.04	3.66	11.02
Z₁₄	32.42	28.23	46.86	34.53
Z₁₅	−16.27	−22.20	−24.22	−24.71
Z₁₆	−24.38	−22.98	−7.34	−6.87
Z₁₇	30.49	26.77	−46.07	−54.12
Z₁₈	−19.29	−23.58	−21.41	−27.45
Z₁₉	30.90	27.31	−12.94	−11.59
Z₂₀	27.54	26.6	34.53	34.54
Z₂₁	−3.06	−8.65	−49.8	−47.18

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