1 internal alignment of vxd3 overview vxd3 at sld observing misalignments with the track data matrix...
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Internal Alignment of VXD3
Overview
• VXD3 at SLD
• Observing misalignments with the track data
• Matrix technique to unfold alignment corrections
• Comments on SiD tracker alignment
David Jackson
Oxford University / RAL
SiD Tracking Meeting SLAC
25th March 2005
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SOUTH NORTH
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Rigid Body Alignment in 3D: , 3 translation + 3 rotation parametersGlobal Alignment:
Internal Alignment:
1 x
96 x
= 6 parameters
= 576 parameters
(align to CDC)
(mainly internal to VXD3)
CCD single hit resolution < 5μm,
Optical survey precision ~ 10μm
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Apparent hit position on a CCD due to misalignment.
NORTHSOUTH
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The CCDs themselves provide the most precise measurements of the track trajectory
Construct internal constraints with track fixed to two CCD hits and measure ‘residual’ to the third
All CCDs in for each residual type contribute to the residual in proportion to a lever-arm weight
In ‘overlap’ regions only 2 CCDs contribute a significant weight
VXD3 ‘doublets’, ‘shingles’ and ‘triplets’ connected the North/South halves, CCDs within each layer and the three layers of the detector respectively.
DOUBLETS
SHINGLES
TRIPLETS
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…three further residual types were added
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A total of 700 polynomial fits to residual distributions like…
Functional forms of residual distributions for 3D rigid body misalignments:
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The two fits to one shingle region
The two fits to each of two triplet regions (one
triple on left, the other on right)
The above shingle conforms very well to the predicted functional forms
Vertical scatter is due to the intrinsic spatial hit resolution of the CCDs
Removal of outlayers is shown by the red circles on the triplet fits
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Internal Alignment Matrix Equation I
Weight matrix – determined to an extremely good approximation
from the known ideal geometry
The residual fits involve a large number of related simultaneous linear equations in the unknown alignment parameters; these are organised into a single matrix equation
Coefficients measured in residual fits
Alignment corrections to be determined
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Singular Value Decomposition
m x n m x m othogonal
m x n diag.
n x n orthogonal
s1…sr are called the ‘singular values’ of matrix A; si ~ 0 corresponds to a singularity of A
Here’s the SVD trick:
define the inverse A+ = VS+UT with S+ = with 1/si = 0 if si ~ 0
.1/s1 . 1/s2 . . . 1/sr
Then if Ax = b (for vectors x,b)
The solution x0 = A+b is such that: | Ax0 – b | has minimum length
That is, the SVD technique gives the closest ‘least squares’ solution for an over-constrained (and possibly singular)
system
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CCD shapes from optical survey
Fitted 14-parameter Chebychev polynomial shape, as well as CCD position, used as rigid body starting point for internal
alignment
A large number of track residual distributions showed signs of the CCD shapes deviating from the optical survey
data. The biggest effects could be described my a 4th order polynomial as a function of the z
axis
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An arbitrary surface shape
can be introduced by
setting:
δr → δr + f (z)
For convenience the base of the
CCDs (each 8cm in length) was taken
as:
zB = (r tanλ)/8
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With shape parameters included the same residual distributions were fitted to extended higher order functional forms:
The required new fit coefficients roughly doubling the total number to 4,160
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Six examples of the 28 Pair δrz residual fits(would take quadratic form without shape
corrections)
Pairs, using
Z0 → μ+μ-
Z0 → e+e-
events, were the most limited in statistics.
Important to correctly take into account
correlations in each fit.
tanλ
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Internal Alignment Matrix Equation II
Extra constraints such as
δqi = 0.0 ± 5.0 μm
used to ensure stable solution.
Each of 700 residual fit error matrices used to
determine linearly independent basis
in each case.
The SVD technique is
improved from a ‘least squares’ to an optimal χ2 fit.
866 (9 x 96 + 2) alignment corrections to be determined
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‘Before’ and ‘After’ Triplet ResidualsUsing optical survey
geometryAfter track-based
alignment
Post-alignment single hit resolution ~ 3.6 μm
Tracks with P > 5
GeV
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Triplet residual mean as function of φ-dependent indexBefore
AlignmentAfter Alignment
Systematic effects < 1μm level~
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Pair Residuals rms at Interaction Point(divided by √2 to give single track contribution)
Impact Parameter resolution (for full track fit):
…design performance achieved
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Comments for SiD tracker ISingular Value Decomposition – this alignment technique allowed a robust unbiased solution for SLD; but the method is somewhat secondary in that any technique will have similar statistical dependence on the data and geometry.
Symmetry of the detector – greatly assists book-keeping and allows comparison of different parts of the detector.Overlap regions – allows devices to be stitched together with favourable lever arm (data α area of overlap).Large devices – obviously better to have a single element than two with an overlap.
Alignment is aided by:
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Comments for SiD tracker II• Stability - the geometry (devices and support structure)
should be stable with respect to time. Changes due to temperature fluctuations, cycling of magnetic field, ageing under gravity/elastic forces, should be ‘small’; at least over a period of time long enough to collect sufficient track data for alignment.
• Shape - within reason the shape of the device is irrelevant; only the uncertainty in the shape is important and the ability to describe the shape correction with as few parameters as possible. Making the devices ‘flat’ is somewhat arbitrary; introducing a deliberate bow of around 1% could greatly increase mechanical stability and decrease shape uncertainty without effecting tracking performance.
VXD3 alignment: D.J.Jackson, D.Su, F.J.Wickens; NIM A510, 233 (2003)
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Vertices in VXD3 data overlay of four rφ quadrants
IP cm
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Alignment Shape Corrections
SOUTH NORTH
μmLAYER 3
LAYER 2
LAYER 1
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Single hit resolution
δrz δrφ
DOUBLETS
SHINGLES
TRIPLETS
PAIRS
hit resolution consistently ~ 3.8 μm