PHALIN THAKKAR

Finding the hidden direction

I used I(a) = I0 cos²(φ − a) to recover a direction from four independent model readings at 0°, 30°, 60°, and 90°. I fixed the reference intensity at I0 = 100 and compared candidate directions computationally. The inverse is useful, but it does not recover every feature of an electromagnetic state.

An independent investigation by Phalin Thakkar.

My approach

I reversed the intensity model to recover an unknown direction. I generated four readings at known analyzer angles and compared candidate directions using the sum of squared errors. My computational grid search recovers 37.0° from the illustrative readings. I examined the 180° ambiguity and why a good fit alone cannot rule out calibration error.

I distinguish my completed analytical calculations and computational models from proposed physical measurements. Physical measurements described here are future work, not completed experimental results.

Question

Can intensity readings at known analyzer angles identify an unknown linear polarization direction?

The forward problem predicts a reading from a direction. The reconstruction problem reverses that process. Because intensity is unchanged when the field direction is rotated by 180°, the direction is an axis, not an arrow. If I0 is known, one reading narrows the possibilities but leaves a cosine ambiguity. Measurements at several nonparallel axes constrain the same φ from different views.

Same unchanged input · φ = 37°
One analyzer · 0°Separate reading, not a filter chain
Detector intensity≈ 63.8 units
Same unchanged input · φ = 37°
One analyzer · 30°Separate reading, not a filter chain
Detector intensity≈ 98.5 units
Same unchanged input · φ = 37°
One analyzer · 60°Separate reading, not a filter chain
Detector intensity≈ 84.7 units
Same unchanged input · φ = 37°
One analyzer · 90°Separate reading, not a filter chain
Detector intensity≈ 36.2 units
I0 = 100 intensity units. Rotate one analyzer between readings while keeping the input unchanged.

Model and variables

φ is the unknown direction, a is a known analyzer angle, I0 is the unfiltered scale, and Iₐ is a reading. Here the pure model fixes I0 = 100 and fits only φ. A separate background model, Iₐ = b + I0 cos²(φ − a), has three free parameters if background, scale and direction are all fitted. I assume linear polarization and stable source output.

Derivation

Analytical result

SSE(ϕ)=∑i[yi−100cos⁡2((ϕ−ai)π/180)]2\mathrm{SSE}(\phi)=\sum_i[y_i-100\cos^2((\phi-a_i)\pi/180)]^2

Numerical example. Illustrative model data for φ = 37° and I0 = 100 intensity units: at 0°, I ≈ 63.8; at 30°, I ≈ 98.5; at 60°, I ≈ 84.7; at 90°, I ≈ 36.2. A 0.1° grid search uses the full precision readings, not these rounded labels, and recovers 37.0° with SSE = 0 within floating point tolerance. Directions 37° and 217° describe the same linear polarization axis.

Reproducible method

I generated four intensity readings with I0 fixed at 100 and compared them with predictions for candidate directions from 0° to 179.9° in 0.1° steps. I selected the direction that minimised the sum of squared errors, using full precision readings rather than the rounded labels. For future physical measurements, I would calibrate the reference intensity, repeat readings at each axis and randomise their order if the source drifts. I would examine residuals and repeat spread before reporting a recovered direction. An uncertainty interval would also require a stated noise model and estimation method; the grid spacing or an arbitrary width around the minimum is not a confidence interval.

Reading the plot

The fit curve shows how one hidden direction explains all readings. The SSE versus φ graph has repeated minima 180° apart. A broad minimum means the data do not resolve direction precisely. If the four points cannot sit near one curve, drift, background, ellipticity, or a wrong scale assumption may be responsible.

Computational illustration

Four readings, one fitted axis

These readings are generated from φ = 37°, not detector measurements. I compare the full precision readings with the pure known intensity model using a 0.1° grid from 0° through 179.9°.

I(a;ϕ)=100cos⁡2[(ϕ−a)π/180],SSE(ϕ)=∑i[yi−I(ai;ϕ)]2I(a;\phi)=100\cos^2[(\phi-a)\pi/180],\qquad \mathrm{SSE}(\phi)=\sum_i[y_i-I(a_i;\phi)]^2
Generated readings and fitted predictions (illustrative intensity units)
Analyzer angleInput readingPredictionResidual
0°63.7818677963.781867790.00e+0
30°98.5147863198.514786310.00e+0
60°84.7329185284.732918520.00e+0
90°36.2181322136.218132210.00e+0

Recovered axis: 37.0° modulo 180°. SSE: 0.00e+0 intensity units², zero within floating point tolerance.

Calculated intensity and four input points
Intensity (illustrative units)002545509075135100180Analyzer angle a (degrees)
  • Fitted prediction
  • Generated input
Calculated data: Calculated intensity and four input points
Analyzer angle a (degrees); Intensity (illustrative units). Display values rounded; calculations use full precision.
SeriesAnalyzer angle a (degrees)Intensity (illustrative units)
Fitted prediction063.781868
Fitted prediction165.45085
Fitted prediction267.101007
Fitted prediction368.73033
Fitted prediction470.336832
Fitted prediction571.918557
Fitted prediction673.473578
Fitted prediction775
Fitted prediction876.495963
Fitted prediction977.959645
Fitted prediction1079.389263
Fitted prediction1180.783074
Fitted prediction1282.13938
Fitted prediction1383.45653
Fitted prediction1484.732919
Fitted prediction1585.96699
Fitted prediction1687.157241
Fitted prediction1788.302222
Fitted prediction1889.400538
Fitted prediction1990.45085
Fitted prediction2091.451879
Fitted prediction2192.402405
Fitted prediction2293.30127
Fitted prediction2394.14738
Fitted prediction2494.939702
Fitted prediction2595.677273
Fitted prediction2696.359193
Fitted prediction2796.984631
Fitted prediction2897.552826
Fitted prediction2998.063085
Fitted prediction3098.514786
Fitted prediction3198.90738
Fitted prediction3299.240388
Fitted prediction3399.513403
Fitted prediction3499.726095
Fitted prediction3599.878203
Fitted prediction3699.969541
Fitted prediction37100
Fitted prediction3899.969541
Fitted prediction3999.878203
Fitted prediction4099.726095
Fitted prediction4199.513403
Fitted prediction4299.240388
Fitted prediction4398.90738
Fitted prediction4498.514786
Fitted prediction4598.063085
Fitted prediction4697.552826
Fitted prediction4796.984631
Fitted prediction4896.359193
Fitted prediction4995.677273
Fitted prediction5094.939702
Fitted prediction5194.14738
Fitted prediction5293.30127
Fitted prediction5392.402405
Fitted prediction5491.451879
Fitted prediction5590.45085
Fitted prediction5689.400538
Fitted prediction5788.302222
Fitted prediction5887.157241
Fitted prediction5985.96699
Fitted prediction6084.732919
Fitted prediction6183.45653
Fitted prediction6282.13938
Fitted prediction6380.783074
Fitted prediction6479.389263
Fitted prediction6577.959645
Fitted prediction6676.495963
Fitted prediction6775
Fitted prediction6873.473578
Fitted prediction6971.918557
Fitted prediction7070.336832
Fitted prediction7168.73033
Fitted prediction7267.101007
Fitted prediction7365.45085
Fitted prediction7463.781868
Fitted prediction7562.096095
Fitted prediction7660.395585
Fitted prediction7758.682409
Fitted prediction7856.958655
Fitted prediction7955.226423
Fitted prediction8053.487824
Fitted prediction8151.744975
Fitted prediction8250
Fitted prediction8348.255025
Fitted prediction8446.512176
Fitted prediction8544.773577
Fitted prediction8643.041345
Fitted prediction8741.317591
Fitted prediction8839.604415
Fitted prediction8937.903905
Fitted prediction9036.218132
Fitted prediction9134.54915
Fitted prediction9232.898993
Fitted prediction9331.26967
Fitted prediction9429.663168
Fitted prediction9528.081443
Fitted prediction9626.526422
Fitted prediction9725
Fitted prediction9823.504037
Fitted prediction9922.040355
Fitted prediction10020.610737
Fitted prediction10119.216926
Fitted prediction10217.86062
Fitted prediction10316.54347
Fitted prediction10415.267081
Fitted prediction10514.03301
Fitted prediction10612.842759
Fitted prediction10711.697778
Fitted prediction10810.599462
Fitted prediction1099.5491503
Fitted prediction1108.5481214
Fitted prediction1117.5975952
Fitted prediction1126.6987298
Fitted prediction1135.8526204
Fitted prediction1145.0602977
Fitted prediction1154.3227271
Fitted prediction1163.6408073
Fitted prediction1173.015369
Fitted prediction1182.4471742
Fitted prediction1191.9369152
Fitted prediction1201.4852137
Fitted prediction1211.09262
Fitted prediction1220.75961235
Fitted prediction1230.48659656
Fitted prediction1240.27390523
Fitted prediction1250.12179749
Fitted prediction1260.030458649
Fitted prediction1273.7493995e-31
Fitted prediction1280.030458649
Fitted prediction1290.12179749
Fitted prediction1300.27390523
Fitted prediction1310.48659656
Fitted prediction1320.75961235
Fitted prediction1331.09262
Fitted prediction1341.4852137
Fitted prediction1351.9369152
Fitted prediction1362.4471742
Fitted prediction1373.015369
Fitted prediction1383.6408073
Fitted prediction1394.3227271
Fitted prediction1405.0602977
Fitted prediction1415.8526204
Fitted prediction1426.6987298
Fitted prediction1437.5975952
Fitted prediction1448.5481214
Fitted prediction1459.5491503
Fitted prediction14610.599462
Fitted prediction14711.697778
Fitted prediction14812.842759
Fitted prediction14914.03301
Fitted prediction15015.267081
Fitted prediction15116.54347
Fitted prediction15217.86062
Fitted prediction15319.216926
Fitted prediction15420.610737
Fitted prediction15522.040355
Fitted prediction15623.504037
Fitted prediction15725
Fitted prediction15826.526422
Fitted prediction15928.081443
Fitted prediction16029.663168
Fitted prediction16131.26967
Fitted prediction16232.898993
Fitted prediction16334.54915
Fitted prediction16436.218132
Fitted prediction16537.903905
Fitted prediction16639.604415
Fitted prediction16741.317591
Fitted prediction16843.041345
Fitted prediction16944.773577
Fitted prediction17046.512176
Fitted prediction17148.255025
Fitted prediction17250
Fitted prediction17351.744975
Fitted prediction17453.487824
Fitted prediction17555.226423
Fitted prediction17656.958655
Fitted prediction17758.682409
Fitted prediction17860.395585
Fitted prediction17962.096095
Fitted prediction18063.781868
Generated input063.781868
Generated input3098.514786
Generated input6084.732919
Generated input9036.218132
SSE over one axis period
SSE (intensity units²)004250458500901275013517000180Candidate axis φ (degrees)
  • Full precision grid search
Calculated data: SSE over one axis period
Candidate axis φ (degrees); SSE (intensity units²). Display values rounded; calculations use full precision.
SeriesCandidate axis φ (degrees)SSE (intensity units²)
Full precision grid search06744.4729
Full precision grid search0.16719.2977
Full precision grid search0.26694.1039
Full precision grid search0.36668.8918
Full precision grid search0.46643.6616
Full precision grid search0.56618.4138
Full precision grid search0.66593.1485
Full precision grid search0.76567.8662
Full precision grid search0.86542.5672
Full precision grid search0.96517.2518
Full precision grid search16491.9203
Full precision grid search1.16466.573
Full precision grid search1.26441.2103
Full precision grid search1.36415.8325
Full precision grid search1.46390.44
Full precision grid search1.56365.0331
Full precision grid search1.66339.6121
Full precision grid search1.76314.1773
Full precision grid search1.86288.7292
Full precision grid search1.96263.2681
Full precision grid search26237.7943
Full precision grid search2.16212.3082
Full precision grid search2.26186.8101
Full precision grid search2.36161.3004
Full precision grid search2.46135.7794
Full precision grid search2.56110.2476
Full precision grid search2.66084.7052
Full precision grid search2.76059.1527
Full precision grid search2.86033.5904
Full precision grid search2.96008.0187
Full precision grid search35982.438
Full precision grid search3.15956.8486
Full precision grid search3.25931.2509
Full precision grid search3.35905.6454
Full precision grid search3.45880.0323
Full precision grid search3.55854.4121
Full precision grid search3.65828.7851
Full precision grid search3.75803.1519
Full precision grid search3.85777.5126
Full precision grid search3.95751.8678
Full precision grid search45726.2178
Full precision grid search4.15700.5631
Full precision grid search4.25674.904
Full precision grid search4.35649.2409
Full precision grid search4.45623.5743
Full precision grid search4.55597.9045
Full precision grid search4.65572.2321
Full precision grid search4.75546.5572
Full precision grid search4.85520.8805
Full precision grid search4.95495.2023
Full precision grid search55469.523
Full precision grid search5.15443.8431
Full precision grid search5.25418.1629
Full precision grid search5.35392.483
Full precision grid search5.45366.8036
Full precision grid search5.55341.1253
Full precision grid search5.65315.4485
Full precision grid search5.75289.7737
Full precision grid search5.85264.1011
Full precision grid search5.95238.4314
Full precision grid search65212.7649
Full precision grid search6.15187.1021
Full precision grid search6.25161.4433
Full precision grid search6.35135.7892
Full precision grid search6.45110.14
Full precision grid search6.55084.4963
Full precision grid search6.65058.8586
Full precision grid search6.75033.2271
Full precision grid search6.85007.6025
Full precision grid search6.94981.9852
Full precision grid search74956.3756
Full precision grid search7.14930.7742
Full precision grid search7.24905.1815
Full precision grid search7.34879.5979
Full precision grid search7.44854.0238
Full precision grid search7.54828.4599
Full precision grid search7.64802.9064
Full precision grid search7.74777.364
Full precision grid search7.84751.833
Full precision grid search7.94726.314
Full precision grid search84700.8074
Full precision grid search8.14675.3137
Full precision grid search8.24649.8333
Full precision grid search8.34624.3669
Full precision grid search8.44598.9148
Full precision grid search8.54573.4775
Full precision grid search8.64548.0556
Full precision grid search8.74522.6494
Full precision grid search8.84497.2596
Full precision grid search8.94471.8866
Full precision grid search94446.5308
Full precision grid search9.14421.1929
Full precision grid search9.24395.8732
Full precision grid search9.34370.5723
Full precision grid search9.44345.2907
Full precision grid search9.54320.0288
Full precision grid search9.64294.7873
Full precision grid search9.74269.5665
Full precision grid search9.84244.3671
Full precision grid search9.94219.1894
Full precision grid search104194.0341
Full precision grid search10.14168.9016
Full precision grid search10.24143.7924
Full precision grid search10.34118.7071
Full precision grid search10.44093.6461
Full precision grid search10.54068.61
Full precision grid search10.64043.5994
Full precision grid search10.74018.6146
Full precision grid search10.83993.6563
Full precision grid search10.93968.7249
Full precision grid search113943.821
Full precision grid search11.13918.9452
Full precision grid search11.23894.0978
Full precision grid search11.33869.2796
Full precision grid search11.43844.4909
Full precision grid search11.53819.7323
Full precision grid search11.63795.0044
Full precision grid search11.73770.3076
Full precision grid search11.83745.6426
Full precision grid search11.93721.0098
Full precision grid search123696.4098
Full precision grid search12.13671.8431
Full precision grid search12.23647.3103
Full precision grid search12.33622.8118
Full precision grid search12.43598.3483
Full precision grid search12.53573.9203
Full precision grid search12.63549.5282
Full precision grid search12.73525.1728
Full precision grid search12.83500.8544
Full precision grid search12.93476.5737
Full precision grid search133452.3311
Full precision grid search13.13428.1273
Full precision grid search13.23403.9628
Full precision grid search13.33379.8381
Full precision grid search13.43355.7537
Full precision grid search13.53331.7103
Full precision grid search13.63307.7084
Full precision grid search13.73283.7485
Full precision grid search13.83259.8312
Full precision grid search13.93235.957
Full precision grid search143212.1265
Full precision grid search14.13188.3403
Full precision grid search14.23164.5988
Full precision grid search14.33140.9027
Full precision grid search14.43117.2525
Full precision grid search14.53093.6488
Full precision grid search14.63070.0921
Full precision grid search14.73046.5829
Full precision grid search14.83023.1219
Full precision grid search14.92999.7097
Full precision grid search152976.3466
Full precision grid search15.12953.0334
Full precision grid search15.22929.7706
Full precision grid search15.32906.5587
Full precision grid search15.42883.3983
Full precision grid search15.52860.2899
Full precision grid search15.62837.2342
Full precision grid search15.72814.2317
Full precision grid search15.82791.283
Full precision grid search15.92768.3885
Full precision grid search162745.5489
Full precision grid search16.12722.7648
Full precision grid search16.22700.0367
Full precision grid search16.32677.3652
Full precision grid search16.42654.7508
Full precision grid search16.52632.1941
Full precision grid search16.62609.6957
Full precision grid search16.72587.2562
Full precision grid search16.82564.876
Full precision grid search16.92542.5558
Full precision grid search172520.2962
Full precision grid search17.12498.0976
Full precision grid search17.22475.9608
Full precision grid search17.32453.8861
Full precision grid search17.42431.8743
Full precision grid search17.52409.9258
Full precision grid search17.62388.0413
Full precision grid search17.72366.2213
Full precision grid search17.82344.4663
Full precision grid search17.92322.777
Full precision grid search182301.1539
Full precision grid search18.12279.5976
Full precision grid search18.22258.1086
Full precision grid search18.32236.6875
Full precision grid search18.42215.3349
Full precision grid search18.52194.0513
Full precision grid search18.62172.8374
Full precision grid search18.72151.6936
Full precision grid search18.82130.6205
Full precision grid search18.92109.6187
Full precision grid search192088.6888
Full precision grid search19.12067.8313
Full precision grid search19.22047.0468
Full precision grid search19.32026.3359
Full precision grid search19.42005.699
Full precision grid search19.51985.1369
Full precision grid search19.61964.65
Full precision grid search19.71944.2389
Full precision grid search19.81923.9041
Full precision grid search19.91903.6463
Full precision grid search201883.466
Full precision grid search20.11863.3637
Full precision grid search20.21843.34
Full precision grid search20.31823.3955
Full precision grid search20.41803.5307
Full precision grid search20.51783.7462
Full precision grid search20.61764.0426
Full precision grid search20.71744.4203
Full precision grid search20.81724.88
Full precision grid search20.91705.4221
Full precision grid search211686.0474
Full precision grid search21.11666.7562
Full precision grid search21.21647.5492
Full precision grid search21.31628.4269
Full precision grid search21.41609.3899
Full precision grid search21.51590.4387
Full precision grid search21.61571.5739
Full precision grid search21.71552.796
Full precision grid search21.81534.1055
Full precision grid search21.91515.503
Full precision grid search221496.9891
Full precision grid search22.11478.5643
Full precision grid search22.21460.2291
Full precision grid search22.31441.9841
Full precision grid search22.41423.8299
Full precision grid search22.51405.7669
Full precision grid search22.61387.7957
Full precision grid search22.71369.9168
Full precision grid search22.81352.1308
Full precision grid search22.91334.4382
Full precision grid search231316.8396
Full precision grid search23.11299.3354
Full precision grid search23.21281.9263
Full precision grid search23.31264.6127
Full precision grid search23.41247.3952
Full precision grid search23.51230.2742
Full precision grid search23.61213.2504
Full precision grid search23.71196.3243
Full precision grid search23.81179.4963
Full precision grid search23.91162.767
Full precision grid search241146.137
Full precision grid search24.11129.6067
Full precision grid search24.21113.1766
Full precision grid search24.31096.8474
Full precision grid search24.41080.6194
Full precision grid search24.51064.4932
Full precision grid search24.61048.4694
Full precision grid search24.71032.5483
Full precision grid search24.81016.7307
Full precision grid search24.91001.0168
Full precision grid search25985.40734
Full precision grid search25.1969.90271
Full precision grid search25.2954.50345
Full precision grid search25.3939.21005
Full precision grid search25.4924.02301
Full precision grid search25.5908.94282
Full precision grid search25.6893.97
Full precision grid search25.7879.10502
Full precision grid search25.8864.34838
Full precision grid search25.9849.70058
Full precision grid search26835.1621
Full precision grid search26.1820.73342
Full precision grid search26.2806.41504
Full precision grid search26.3792.20744
Full precision grid search26.4778.11109
Full precision grid search26.5764.12648
Full precision grid search26.6750.25408
Full precision grid search26.7736.49438
Full precision grid search26.8722.84783
Full precision grid search26.9709.31492
Full precision grid search27695.89612
Full precision grid search27.1682.59188
Full precision grid search27.2669.40268
Full precision grid search27.3656.32898
Full precision grid search27.4643.37124
Full precision grid search27.5630.52992
Full precision grid search27.6617.80548
Full precision grid search27.7605.19836
Full precision grid search27.8592.70903
Full precision grid search27.9580.33792
Full precision grid search28568.0855
Full precision grid search28.1555.9522
Full precision grid search28.2543.93847
Full precision grid search28.3532.04475
Full precision grid search28.4520.27148
Full precision grid search28.5508.61909
Full precision grid search28.6497.08802
Full precision grid search28.7485.6787
Full precision grid search28.8474.39155
Full precision grid search28.9463.22701
Full precision grid search29452.1855
Full precision grid search29.1441.26744
Full precision grid search29.2430.47325
Full precision grid search29.3419.80335
Full precision grid search29.4409.25815
Full precision grid search29.5398.83806
Full precision grid search29.6388.5435
Full precision grid search29.7378.37486
Full precision grid search29.8368.33255
Full precision grid search29.9358.41698
Full precision grid search30348.62854
Full precision grid search30.1338.96763
Full precision grid search30.2329.43464
Full precision grid search30.3320.02997
Full precision grid search30.4310.75399
Full precision grid search30.5301.6071
Full precision grid search30.6292.58968
Full precision grid search30.7283.70211
Full precision grid search30.8274.94477
Full precision grid search30.9266.31802
Full precision grid search31257.82224
Full precision grid search31.1249.45781
Full precision grid search31.2241.22508
Full precision grid search31.3233.12442
Full precision grid search31.4225.15618
Full precision grid search31.5217.32073
Full precision grid search31.6209.61843
Full precision grid search31.7202.04961
Full precision grid search31.8194.61463
Full precision grid search31.9187.31384
Full precision grid search32180.14757
Full precision grid search32.1173.11617
Full precision grid search32.2166.21997
Full precision grid search32.3159.45931
Full precision grid search32.4152.83451
Full precision grid search32.5146.34591
Full precision grid search32.6139.99383
Full precision grid search32.7133.77858
Full precision grid search32.8127.70049
Full precision grid search32.9121.75988
Full precision grid search33115.95704
Full precision grid search33.1110.2923
Full precision grid search33.2104.76595
Full precision grid search33.399.378307
Full precision grid search33.494.129659
Full precision grid search33.589.020304
Full precision grid search33.684.050535
Full precision grid search33.779.220642
Full precision grid search33.874.530911
Full precision grid search33.969.981623
Full precision grid search3465.57306
Full precision grid search34.161.305496
Full precision grid search34.257.179204
Full precision grid search34.353.194454
Full precision grid search34.449.351513
Full precision grid search34.545.650642
Full precision grid search34.642.092102
Full precision grid search34.738.676147
Full precision grid search34.835.403031
Full precision grid search34.932.273003
Full precision grid search3529.286309
Full precision grid search35.126.443191
Full precision grid search35.223.743887
Full precision grid search35.321.188634
Full precision grid search35.418.777662
Full precision grid search35.516.511201
Full precision grid search35.614.389475
Full precision grid search35.712.412706
Full precision grid search35.810.581111
Full precision grid search35.98.8949047
Full precision grid search367.354298
Full precision grid search36.15.959498
Full precision grid search36.24.7107083
Full precision grid search36.33.6081287
Full precision grid search36.42.6519559
Full precision grid search36.51.8423824
Full precision grid search36.61.1795976
Full precision grid search36.70.66378684
Full precision grid search36.80.29513214
Full precision grid search36.90.073811668
Full precision grid search370
Full precision grid search37.10.073868015
Full precision grid search37.20.29558291
Full precision grid search37.30.66530817
Full precision grid search37.41.1832036
Full precision grid search37.51.8494253
Full precision grid search37.62.6641255
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Full precision grid search1728675.2018
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Residuals: reading minus prediction
Residual (intensity units)-10-0.522.50450.567.5190Analyzer angle a (degrees)
  • Zero reference
  • Residual
Calculated data: Residuals: reading minus prediction
Analyzer angle a (degrees); Residual (intensity units). Display values rounded; calculations use full precision.
SeriesAnalyzer angle a (degrees)Residual (intensity units)
Zero reference00
Zero reference900
Residual00
Residual300
Residual600
Residual900

The fit assumes fully linear input, calibrated angles, fixed I₀ = 100 and no additive background. The grid step is computational resolution, not a confidence interval. The same equation generated and fitted these readings; that checks consistency, not physical calibration. The axis cannot distinguish φ from φ + 180° or reveal circular polarisation.

Fitting offset, amplitude and direction is a different problem from this one parameter fit. Measurement sensitivity explains why uncertainty needs a stated noise model.

Uncertainty and limits

Intensity-only readings do not distinguish φ from φ + 180°. They also cannot by themselves identify circular or elliptical polarization; those require phase sensitive information or additional optics. Fitting can produce a precise number from biased readings, so uncertainty and residuals matter more than extra decimal places.

Further question

What does the fit leave unresolved?

A scale error, angular offset or background can change the interpretation of a fitted axis. A harmonic fit estimates more parameters but cannot uniquely identify what caused its constant term.

Fitting a direction without searching every angle

Next question

What changes when the measurement is treated as a communication choice rather than only a reconstruction? Measurement and messages adds conditional probabilities.

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