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Application and Optimisation of the Spatial Phase Shifting ...

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2.3 Second-order speckle statistics 43<br />

<strong>of</strong> speckle size to pixel size. Hence, Fig. 2.27 gives <strong>the</strong> expected st<strong>and</strong>ard deviation <strong>of</strong> <strong>the</strong> error in many<br />

ESPI phase measurements, where ϕ 1 (x,y) is <strong>the</strong> initial <strong>and</strong> ϕ 2 (x,y) <strong>the</strong> final speckle phase distribution.<br />

2.3.3.3 Interaction <strong>of</strong> intensities <strong>and</strong> phases<br />

As already pointed out in [Don79], (2.49) is not separable into a product <strong>of</strong> marginal pdf's, which means<br />

that all <strong>of</strong> <strong>the</strong> involved quantities are mutually dependent. Hence we have dropped some information by<br />

eliminating intensities or phases from (2.49). Also, in 2.2 we have found that high speckle intensities are<br />

associated with low phase gradients, <strong>and</strong> vice versa. Therefore, we will now consider <strong>the</strong> interaction <strong>of</strong><br />

intensities <strong>and</strong> phases more generally. This has been done in [Don79] as well; I list <strong>the</strong> results for<br />

completeness here <strong>and</strong> also give a simple qualitative interpretation for π that I think has not been<br />

mentioned before.<br />

Since we are again interested in phase differences between two points instead <strong>of</strong> absolute phases, our<br />

relative phase variable will be useful again. Then, we can investigate two general cases: (i), what<br />

influence do I 1 <strong>and</strong> have on I 2 , <strong>and</strong> (ii) what does do when we constrain I 1 <strong>and</strong> I 2 ? The pdf <strong>of</strong> I 2<br />

conditioned on <strong>the</strong> o<strong>the</strong>r quantities is [Don79]<br />

( | I , ϕ , ϕ )<br />

p I<br />

2 1 1 2<br />

where we have abbreviated<br />

( , I , ϕ , ϕ )<br />

p I1 2 1 2<br />

= =<br />

p I<br />

1<br />

exp<br />

( ) 2<br />

⎜ −<br />

1, ϕ1,<br />

ϕ 2<br />

2 I ( 1−<br />

µ A ) ⎜<br />

⎝<br />

I ( 1−<br />

µ A )<br />

⎛<br />

⎜<br />

I<br />

− 2 µ cosϑ<br />

I I<br />

2 A 1 2<br />

⎞<br />

⎟<br />

⎟ D<br />

⎟<br />

⎠<br />

( δ)<br />

, (2.56)<br />

δ = µ cosϑ<br />

A<br />

2<br />

( 1−<br />

µ A )<br />

( )<br />

2 −1<br />

D( δ ) = 1+ πδ exp( δ )( 1+<br />

erf δ ) .<br />

I<br />

I<br />

1<br />

(2.57)<br />

In contrast to <strong>the</strong> calculations in [Don79], we use Fµ Α F everywhere; since appears as an argument <strong>of</strong> a<br />

cosine only, we can constrain 0 π <strong>and</strong> still explore -1Fµ Α Fcos 1; thus, we need not deal with <strong>the</strong><br />

ambiguity <strong>of</strong> µ A cos as was done in [Don79]. Unfortunately, it is still confusing to go through <strong>the</strong> many<br />

possible ways <strong>of</strong> plotting (2.56) with various fixed <strong>and</strong> running variables, so that we will resort to simpler<br />

functions. Indeed, it turns out that <strong>the</strong> statistical quantities<br />

2 2<br />

( A )( D )<br />

I<br />

I2 | I1, ϑ =<br />

2 1 − µ 3 − ( δ ) + 2 δ<br />

I<br />

σI<br />

| I1, ϑ = ( A ) ( ) D D<br />

2 1 − µ 6 − 1 − 2 δ ( δ ) − ( δ ) + 8 δ<br />

2<br />

2 2 2 2<br />

(2.58)<br />

will provide sufficient insight. There are still three parameters to vary, namely |µ A |, , <strong>and</strong> I 1 ; unlike<br />

[Don79], we do not use <strong>the</strong> composite parameter I 1 cos 2 /I, but only I 1 , which will allow us a direct<br />

interpretation <strong>and</strong> to see <strong>the</strong> effect <strong>of</strong> more clearly. We normalise I to unity <strong>and</strong> investigate

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