source: sasmodels/doc/guide/orientation/orientation.rst @ 9c640ff

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[da5536f]1.. _orientation:
2
3Oriented particles
4==================
5
[7e6bc45e]6With two dimensional small angle diffraction data sasmodels will calculate
[e964ab1]7scattering from oriented particles, applicable for example to shear flow
8or orientation in a magnetic field.
[da5536f]9
[3d40839]10In general we first need to define the reference orientation
[7e6bc45e]11of the particle's $a$-$b$-$c$ axes with respect to the incoming
12neutron or X-ray beam. This is done using three angles: $\theta$ and $\phi$
13define the orientation of the $c$-axis of the particle, and angle $\Psi$ is
14defined as the orientation of the major axis of the particle cross section
15with respect to its starting position along the beam direction (or
16equivalently, as rotation about the $c$ axis). There is an unavoidable
17ambiguity when $c$ is aligned with $z$ in that $\phi$ and $\Psi$ both
18serve to rotate the particle about $c$, but this symmetry is destroyed
19when $\theta$ is not a multiple of 180.
20
21The figures below are for an elliptical cross section cylinder, but may
22be applied analogously to other shapes of particle.
[da5536f]23
24.. note::
[e964ab1]25    It is very important to note that these angles, in particular $\theta$
26    and $\phi$, are NOT in general the same as the $\theta$ and $\phi$
27    appearing in equations for the scattering form factor which gives the
28    scattered intensity or indeed in the equation for scattering vector $Q$.
29    The $\theta$ rotation must be applied before the $\phi$ rotation, else
30    there is an ambiguity.
[da5536f]31
32.. figure::
33    orient_img/elliptical_cylinder_angle_definition.png
34
[e964ab1]35    Definition of angles for oriented elliptical cylinder, where axis_ratio
[7e6bc45e]36    b/a is shown >1. Note that rotation $\theta$, initially in the $x$-$z$
[3d40839]37    plane, is carried out first, then rotation $\phi$ about the $z$-axis,
[e964ab1]38    finally rotation $\Psi$ is around the axis of the cylinder. The neutron
[7e6bc45e]39    or X-ray beam is along the $-z$ axis.
[da5536f]40
41.. figure::
42    orient_img/elliptical_cylinder_angle_projection.png
43
[e964ab1]44    Some examples of the orientation angles for an elliptical cylinder,
45    with $\Psi$ = 0.
[da5536f]46
[7e6bc45e]47Having established the mean direction of the particle (the view) we can then
48apply angular orientation distributions (jitter). This is done by a numerical
49integration over a range of angles in a similar way to particle size
50dispersity. The orientation dispersity is defined with respect to the
51$a$-$b$-$c$ axes of the particle, with roll angle $\Psi$ about the $c$-axis,
52yaw angle $\theta$ about the $b$-axis and pitch angle $\phi$ about the
53$a$-axis.
54
55More formally, starting with axes $a$-$b$-$c$ of the particle aligned
56with axes $x$-$y$-$z$ of the laboratory frame, the orientation dispersity
57is applied first, using the
58`Tait-Bryan <https://en.wikipedia.org/wiki/Euler_angles#Conventions_2>`_
59$x$-$y'$-$z''$ convention with angles $\Delta\phi$-$\Delta\theta$-$\Delta\Psi$.
60The reference orientation then follows, using the
61`Euler angles <https://en.wikipedia.org/wiki/Euler_angles#Conventions>`_
62$z$-$y'$-$z''$ with angles $\phi$-$\theta$-$\Psi$.  This is implemented
63using rotation matrices as
64
65.. math::
66
67    R = R_z(\phi)\, R_y(\theta)\, R_z(\Psi)\,
68        R_x(\Delta\phi)\, R_y(\Delta\theta)\, R_z(\Delta\Psi)
69
70To transform detector $(q_x, q_y)$ values into $(q_a, q_b, q_c)$ for the
71shape in its canonical orientation, use
72
73.. math::
74
75    [q_a, q_b, q_c]^T = R^{-1} \, [q_x, q_y, 0]^T
76
77
78The inverse rotation is easily calculated by rotating the opposite directions
79in the reverse order, so
80
81.. math::
82
83    R^{-1} = R_z(-\Delta\Psi)\, R_y(-\Delta\theta)\, R_x(-\Delta\phi)\,
84             R_z(-\Psi)\, R_y(-\theta)\, R_z(-\phi)
85
[da5536f]86
[3d40839]87The $\theta$ and $\phi$ orientation parameters for the cylinder only appear
[5fb0634]88when fitting 2d data. On introducing "Orientational Distribution" in the
[7e6bc45e]89angles, "distribution of theta" and "distribution of phi" parameters will
[e964ab1]90appear. These are actually rotations about the axes $\delta_1$ and $\delta_2$
[7e6bc45e]91of the cylinder, which correspond to the $b$ and $a$ axes of the cylinder
92cross section. (When $\theta = \phi = 0$ these are parallel to the $Y$ and
93$X$ axes of the instrument.) The third orientation distribution, in $\Psi$,
94is about the $c$ axis of the particle. Some experimentation may be required
95to understand the 2d patterns fully. A number of different shapes of
96distribution are available, as described for size dispersity, see
97:ref:`polydispersityhelp`.
98
99Given that the angular dispersion distribution is defined in cartesian space,
100over a cube defined by
101
102.. math::
103
104    [-\Delta \theta, \Delta \theta] \times
105    [-\Delta \phi, \Delta \phi] \times
106    [-\Delta \Psi, \Delta \Psi]
107
108but the orientation is defined over a sphere, we are left with a
109`map projection <https://en.wikipedia.org/wiki/List_of_map_projections>`_
110problem, with different tradeoffs depending on how values in $\Delta\theta$
111and $\Delta\phi$ are translated into latitude/longitude on the sphere.
112
[06ee63c]113Sasmodels is using the
114`equirectangular projection <https://en.wikipedia.org/wiki/Equirectangular_projection>`_.
115In this projection, square patches in angular dispersity become wedge-shaped
116patches on the sphere. To correct for the changing point density, there is a
117scale factor of $\sin(\Delta\theta)$ that applies to each point in the
118integral. This is not enough, though. Consider a shape which is tumbling
119freely around the $b$ axis, with $\Delta\theta$ uniform in $[-180, 180]$. At
120$\pm 90$, all points in $\Delta\phi$ map to the pole, so the jitter will have
[5fb0634]121a distinct angular preference. If the spin axis is along the beam (which
122will be the case for $\theta=90$ and $\Psi=90$) the scattering pattern
123should be circularly symmetric, but it will go to zero at $q_x = 0$ due to the
[06ee63c]124$\sin(\Delta\theta)$ correction. This problem does not appear for a shape
[7e6bc45e]125that is tumbling freely around the $a$ axis, with $\Delta\phi$ uniform in
126$[-180, 180]$, so swap the $a$ and $b$ axes so $\Delta\theta < \Delta\phi$
[5fb0634]127and adjust $\Psi$ by 90. This works with the current sasmodels shapes due to
[06ee63c]128symmetry.
129
[8cfb486]130Alternative projections were considered.
131The `sinusoidal projection <https://en.wikipedia.org/wiki/Sinusoidal_projection>`_
[06ee63c]132works by scaling $\Delta\phi$ as $\Delta\theta$ increases, and dropping those
133points outside $[-180, 180]$. The distortions are a little less for middle
134ranges of $\Delta\theta$, but they are still severe for large $\Delta\theta$
[8cfb486]135and the model is much harder to explain.
136The `azimuthal equidistance projection <https://en.wikipedia.org/wiki/Azimuthal_equidistant_projection>`_
137also improves on the equirectangular projection by extending the range of
138reasonable values for the $\Delta\theta$ range, with $\Delta\phi$ forming a
139wedge that cuts to the opposite side of the sphere rather than cutting to the
140pole. This projection has the nice property that distance from the center are
141preserved, and that $\Delta\theta$ and $\Delta\phi$ act the same.
142The `azimuthal equal area projection <https://en.wikipedia.org/wiki/Lambert_azimuthal_equal-area_projection>`_
143is like the azimuthal equidistance projection, but it preserves area instead
144of distance. It also has the same behaviour for $\Delta\theta$ and $\Delta\phi$.
145The `Guyou projection <https://en.wikipedia.org/wiki/Guyou_hemisphere-in-a-square_projection>`_
[06ee63c]146has an excellent balance with reasonable distortion in both $\Delta\theta$
[5fb0634]147and $\Delta\phi$, as well as preserving small patches. However, it requires
148considerably more computational overhead, and we have not yet derived the
149formula for the distortion correction, measuring the degree of stretch at
150the point $(\Delta\theta, \Delta\phi)$ on the map.
[da5536f]151
[82592da]152.. note::
[7e6bc45e]153    Note that the form factors for oriented particles are performing
154    numerical integrations over one or more variables, so care should be
155    taken, especially with very large particles or more extreme aspect
156    ratios. In such cases results may not be accurate, particularly at very
157    high Q, unless the model has been specifically coded to use limiting
158    forms of the scattering equations.
159
160    For best numerical results keep the $\theta$ distribution narrower than
161    the $\phi$ distribution. Thus for asymmetric particles, such as
162    elliptical_cylinder, you may need to reorder the sizes of the three axes
163    to acheive the desired result. This is due to the issues of mapping a
164    rectanglar distribution onto the surface of a sphere.
165
166Users can experiment with the values of *Npts* and *Nsigs*, the number of steps
167used in the integration and the range spanned in number of standard deviations.
168The standard deviation is entered in units of degrees. For a "rectangular"
169distribution the full width should be $\pm \sqrt(3)$ ~ 1.73 standard deviations.
170The new "uniform" distribution avoids this by letting you directly specify the
[82592da]171half width.
172
[7e6bc45e]173The angular distributions may be truncated outside of the range -180 to +180
174degrees, so beware of using saying a broad Gaussian distribution with large
175value of *Nsigs*, as the array of *Npts* may be truncated to many fewer
176points than would give a good integration,as well as becoming rather
177meaningless. (At some point in the future the actual dispersion arrays may be
178made available to the user for inspection.)
[e964ab1]179
180Some more detailed technical notes are provided in the developer section of
181this manual :ref:`orientation_developer` .
[da5536f]182
[7e6bc45e]183This definition of orientation is new to SasView 4.2.  In earlier versions,
184the orientation distribution appeared as a distribution of view angles.
185This led to strange effects when $c$ was aligned with $z$, where changes
186to the $\phi$ angle served only to rotate the shape about $c$, rather than
187having a consistent interpretation as the pitch of the shape relative to
188the flow field defining the reference orientation.  Prior to SasView 4.1,
189the reference orientation was defined using a Tait-Bryan convention, making
190it difficult to control.  Now, rotation in $\theta$ modifies the spacings
191in the refraction pattern, and rotation in $\phi$ rotates it in the detector
192plane.
193
194
[da5536f]195*Document History*
196
[7e6bc45e]197| 2017-11-06 Richard Heenan
198| 2017-12-20 Paul Kienzle
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