Detector Alignment with Tracks. Wouter Hulsbergen (Nikhef, BFYS)
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1 Detector Alignment with Tracks Wouter Hulsbergen (Nikhef, BFYS)
2 Detector alignment LHC silicon detectors provide <20 micron coordinate resolution resolution of a point inside a silicon wafer challenge: maintain such resolution in structures that contain many wafers requires accurate positioning of detector elements, both active (when installing) and passive (in software) alignment is the procedure that calibrates detector positions input to the alignment survey: a measuring rod, RASNIK,... tracks: reconstructed trajectories from charged particles 2
3 Alignment parameters alignment parameters: rotations and translations of solid objects in space alignment performed at different levels of granularity, with different constraints from assembly or survey smallest granularity: silicon wafer, driftchamber module etc other DOFs (e.g. deformations of wafers) usually considered later number of parameters considered in alignment of tracking detectors see e.g. proceedings of 1st LHC alignment workshop 3
4 Tracks and residuals x z detector plane hit: strip/wire/pad with fixed coordinate x track model, e.g. x(z) = a0 + a1 z track fitting and alignment is all about hit 'residuals' track parameters 4
5 Track fitting x z the track fit is a 'least squares estimator' minimizes track 'chi square' 'minimize' means minimization performed with (semi ) analytic method Newton Raphson method for finding the 'zero' of a non linear function it is not so different from what's happening inside MINUIT 5
6 Perfect detector: residuals are unbiased x z x_hit x_track residual RMS ~ detector position resolution multiple scattering etc 6
7 Misaligned detector: biased residuals x z x_hit x_track note: one layer was misaligned but next layer has biased residuals as well typical problem in detector alignment: residuals from track fit are correlated 7
8 Alignment using residuals simple alignment method: extract misalignments from residual histograms not easy to extend to detector displacements other than measurement direction no straightforward method to deal with correlations, especially in 'segmented' detectors tracks constrain correlated movements alignment becomes a bookkeeping problem: 'residuals in module A1' with respect to tracks in B1, C2, D3' etc most popular solution: 'minimum chisquare method for alignment' consider the chi square of a sample of tracks minimize this chi square simultaneously with respect to alignment parameters and track parameters 8
9 Minimum chi square method for alignment the solution to this minimum chi square problem can again be written as change in alignment parameters correlations between elements 'the big matrix' 'the big vector' average residuals eliminating the track parameters from this problem is actually not totally trivial need to exploit that different tracks only correlated via alignment parameters best known implementation of this idea: MILLIPEDE by Viktor Blobel 9
10 Weak modes: poorly constrained common movements special complication in alignment with tracks: some (linear) combinations of alignment parameters are unconstrained global translation z scale shearing more dangerous than unconstrained modes are so called 'weak modes' 'statistically underconstrained' common movements in a track samples with finite size extremely sensitive to mistakes ('outliers') in track reconstruction can lead to poor convergence of alignment procedure weak modes are the major concern in detectors that require alignment of many elements LHCb inner tracker: silicon tracker with O(500) ladders LHCb outer tracker: drift chamber with 216 modules CMS/Atlas inner detectors 10
11 (from C. Escobar, Vertex 2008) Example: weak modes in central Si tracker weak modes affect physics... but almost everything that affects track, vertex or momentum resolution can be extracted from data 11
12 Constraining 'weak modes' design: overlap, redundancy overlaps constrain radial expansion and clamshell effects multi track constraints: vertex, invariant mass, beam kinematics different data sets: cosmics, beam halo, magnet off off axis events constrain twist and eleptical distortions survey measurements before after mass constraints fix curvature bias vertex constraints fix clamshell survey constrains scale, like z scale of LHCb VELO 12
13 Example of unconstrained mode in LHCb spectrometer LHCb spectrometer measures 'kink' of particle around magnet axis: kink Q/pxz shearing of the tracking stations leads to bias in the kink momentum bias velo TT magnet forward tracker shearing Q/p bias 10 m J/psi mass peak versus p(μ+) p(μ ) Q/p bias bias in mass as function of asymmetry of decay can be used to extract shearing with <100 micron precision from J/ψ μ+μ decays 13
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