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6.2 Detector Operation and Analysis Pipeline

6.2.6 Cross-talk correction and Cabling capacitance estimation

Section 4.2.7discusses the expression of the signal induced on the ionization channel by a re-coil. It is demonstrated that a recoil, creating a number Np of electron-hole pairs, generates a charge perturbation on the electrodesAthroughD. This perturbation is expressed as the charge perturbation vector Q. In the case of the REDN1 and RED80, there are different charge pertur-~ bation vectors depending on the recoil location in the crystal. Their expressions are displayed in equation6.7for RED80 and4.47for REDN1, considering an ideal drift of the charges and a com-plete collection on the electrodes. The voltage signal~Vgenerated on the electrodes is calculated from the charge vectors and the Maxwell capacitance matrixCof the detector according to the equation4.55. It is calculated in the equations4.61for the PL38 design and the equations4.62 for the FID38 design. Contrary to the charge vector Q~ which has 2 null components, a voltage signal is generated on all the electrodes of the detector. This phenomenon is called cross-talk.

The cross-talk correction is an analysis step consisting in calculating an effective charge vector Q~e f f from the amplitude ACH of the measured ionization voltage signals, corresponding to the measured voltage vector~V

meas.. With cross-talk corrected measurement, it is possible to proceed with the calibration of the detector and the rest of the analysis. The calculation is done with the

Figure 6.12: χ2 value for each event as a function of its reconstructed amplitude for the five measuring channels. The cut threshold is represented by the black line. All events are in red, passing events are in blue.

cross-talk correction matrixCtotsuch that:

Q~e f f =Ctot·V~

meas.=Ctot·

 Acorr.A Acorr.B Acorr.C Acorr.D

(6.28)

with the terms Acorr.X being the cross-talk corrected amplitudes in ADU. This equation is the experimental equivalent of the equation4.55dedicated to theoretical perturbation vectorQ~ and

~V on electrodes of known total Maxwell capacitance matrix Ctot. As a result, the cross-talk correction matrix is equal to the Maxwell capacitance matrix of the detector and the cabling such that:

Ctot =Cdetector+Ccabling (6.29)

The Maxwell capacitance matrix of the detector Cdetector is considered known as it is yielded from the detector simulation in the equations6.2 and6.8 for RED80 and REDN1 respectively.

Section4.2.7explains that the cabling possesses a diagonal Maxwell capacitance matrix. Under the assumption that the properties of the cabling, like its length or its shielding, are the same for all the electrodes, all its diagonal components are equals. Their value is a single cabling capacitanceCcablingwhich is unknown. Therefore, all the non-diagonal terms of the cross-talk correctionCtotmatrix are known and its diagonal terms are to be defined through the estimation of the cabling capacitanceCcabling.

This estimation is based on the ionization signatures of the events expected from the fully collected bulk, guard or veto events induced by the 10.37 keV calibration electronic recoils. This

estimation process is therefore iterative as cross-talk correction and energy calibration are in-terdependent. For this analysis, the cross-talk correction is first approximated with a graphical method. The calculated effective charge signal Q~

e f f are then used in the calibration step and in the selection of the calibration events both described in section6.2.7. The precise cross-talk correction is done with the 10.37 keV calibration events only.

The cross-talk correction matrixCtotand more specifically the cabling capacitanceCcabling, are approximated with a graphical method. The principle is to have the effective charge perturba-tion vectorQ~

e f f corresponding to the theoretical charge perturbation vectorsQfor the different collection volume: bulk, guard, veto as expressed in equations6.7and4.47. As the detector is not calibrated yet, the component of the theoretical charge vector are known up to a calibration factoraXdepending on the electrodeX. Considering the bulk events of RED80 as reference, the equation that is solved graphically withCcablingas unknown is the following:

As the calibration coefficientaXare unknown, it is handy to consider a normalized cross-talk corrected signal vector~Yexpressed as:

~Ybulk = 1

with(Cdetector,11+Ccabling), the normalization factor andCtotN the normalized cross-talk correction matrix.

With a correctly estimatedCcablingsatisfying the equation6.30, the cross-talk corrected signal vector ~Ybulk of the bulk event has two null componentsYAbulk = YCbulk = 0 and two non-null components YBbulk andYDbulk. In order to visualize the four components of the cross-talk cor-rected vector ~Y, corner plots are used . The figure 6.13present such a corner plot for the de-tector RED80 for the stream tg09l000 in the Run 57. Only events passing the quality cuts are plotted. The dashed guide lines indicates the null signal at 0 ADU and the full collection of the 10.37 keV calibration electronic recoils at≈ ±55 ADU (drawn a fortiori after the calibration step). Each color corresponds to a different cabling capacitance value Ccabling with the vector

~Y(125 pF)colored in orange,~Y(0 pF)colored in green and~Y(+)colored in blue. We note that as Ccabling → +, CtotN1. The non-diagonal terms of the normalized cross-talk correction matrixCtotN are inversely proportional to the cabling capacitanceCcabling. As a result, we observe a diminishing return in the change of shape of the vector~Ywith increasingCcabling.

The correct cabling capacitanceCcabling satisfying the equation6.30is chosen when the dis-tribution of the components of~Yin the corner plots mostly correspond to the guide lines. In the case of RED80 and REDN1, the cabling capacitance was first estimated toCcabling = 120 pF.

We can check that the normalized cross-talk correction matrix CtotN corresponds to the identity matrix at the first order. The correction terms are in the range of few percents, going up to 5.2%

in the case of the case of the electrodeBinducing signal on the electrodeA.

The precise estimation of the cabling capacitanceCcablingand the cross-talk correction matrix Ctot happens after the calibration step and the selection of the full collected bulk events cre-ated by the 10.37 keV calibration electronic recoils. A fiducial recoil leads to the induced charge

Figure 6.13: Corner plot of the cross-talk corrected amplitude vector ~Y in ADU. The plotted events corresponds to the stream tg09l000 of the run 57 operating the detector RED80. Only events passing the quality cuts are displayed. Each color corresponds to a different cabling ca-pacitanceCcablingused to calculate the cross-talk correction matrixCtot. The guide lines indicate no collection at 0 ADU and full collection at≈ ±55 ADU of the 10.37 keV calibration electronic recoils.

vector:

with the electric charge multiplicative factor being:

Q(10.37 keV) =Np(10.37 keV)·e= ER

ǫ e= 10.37×103eV

2.97 eV e (6.33)

According to equation 4.55, the voltage signal induced on the electrodes is expressed by the vector V~RED80

f id obtained with the Maxwell capacitance matrix of the detector and cabling Ctotal =Cdetector+Ccablingsuch that:

~Vf idREDN1 =

In section4.2.7, the Maxwell capacitance matrix associated with the cablingCcabling is con-sidered to be diagonal with∀i 6= j,Ccabling,ij = 0 . The previous equation6.34can be translated for the termsVi andQiof the vectors~VRED80

We assume that the Maxwell capacitance matrix relative to the detectorCdetector is known as it calculated from the electrostatics simulation of RED80. The diagonal terms Ccabling,ii of the cabling capacitance matrix can therefore be evaluated from the voltage signal induced by the 10.37 keV fiducial eventsVi:

Ccabling,ii= 1 Qi

[Vi−(Cdetector,i4Cdetector,i2)Q(10.37 keV)] (6.36) One should note that asQ1 = Q3 = 0, the equation 6.36is only valid fori ∈ {2, 4}. This means that the fiducial events collected by the electrodesBandDcan only be used to determine the cabling capacitance associated with these electrodesCcabling,22andCcabling,44respectively. A precise estimation of the cabling capacitances affecting the electrodesAandCwould necessitate to adjust the veto or guard events which lack statistics.

The figures 6.14 and 6.15 display the histograms derived from the values Ccabling,22 and Ccabling,44 computed with the equation 6.36 for each of the 10.37 keV calibration events pass-ing the Bulk cut for the detectors RED80 and REDN1 respectively. The estimation of the cablpass-ing capacitances and their associated error bars are extracted from the quantiles 0.16, 0.50 and 0.84 of the distributions:

Ccabling,22RED80 =129+98pF Ccabling,44RED80 =125+98pF (6.37) Ccabling,22REDN1 =124+117 pF Ccabling,44REDN1 =125+107 pF (6.38)

0

Figure 6.14: Histogram and CDF derived from the experimental estimation of the cabling capac-itanceCcabling,22andCcabling,44for each Bulk events in the RED80 detector.

All the values are very similar and compatible within their 1σ-error bars. The small differences in cabling capacitance could be explained by small variation in length of the cabling between the conductive tracks on the copper chassis in the suspended tower and the electronics on the fixed mixing chamber of the cryostat.

In the end, we consider the collect electrodesBandDof both detectors RED80 and REDN1 to be affected by a common cabling capacitanceCcabling=125 pF. We extrapolate this estimation to the auxiliary electrodesAandC. The decorrelated amplitudesAXare processed into the cross-talk corrected amplitude Acorr.X according to the equation 6.30using the determinedCcabling = 125 pF.

In future studies and with enough statistics, we can imagine a more complex and precise cross-talk correction by considering one cabling capacitance term specific to each electrode.