Abstract
Discrete symmetries play an important role in particle physics with violation of CP connected to the matter-antimatter imbalance in the Universe. We report the most precise test of P, T and CP invariance in decays of ortho-positronium, performed with methodology involving polarization of photons from these decays. Positronium, the simplest bound state of an electron and positron, is of recent interest with discrepancies reported between measured hyperfine energy structure and theory at the level of 10−4 signaling a need for better understanding of the positronium system at this level. We test discrete symmetries using photon polarizations determined via Compton scattering in the dedicated J-PET tomograph on an event-by-event basis and without the need to control the spin of the positronium with an external magnetic field, in contrast to previous experiments. Our result is consistent with QED expectations at the level of 0.0007 and one standard deviation.
Subject terms: Experimental particle physics, Experimental nuclear physics
Positronium decay events can be used to test violation of fundamental symmetries. Here, the authors use events in the J-PET to improve existing limits on P, T and CP invariance in positronium decays, thanks to a method that does not require to measure the positronium spin but determining polarization of the annihilation photons instead.
Introduction
Positronium, Ps, is a bound state of an electron and positron with its physics governed by quantum electrodynamics, QED. For describing Ps one commonly uses non-relativistic QED bound state theory. While this approach is mostly successful, recent hyperfine structure, HFS, spectroscopy measurements have revealed a 4.5 standard deviations anomaly between experiment and theory at the level of one part in 104 (see ref. 1) prompting new thinking about Ps structure and interactions—for recent discussion see refs. 2,3.
Here, we investigate the properties of the ortho-positronium, o-Ps, spin with respect to discrete symmetries. As a bound state, o-Ps should respect the symmetries of its constituents, including discrete symmetries involving parity P, charge conjugation C and time reversal T invariance4. Fundamental QED respects P, C, T symmetries as well as the combinations CP and CPT. This paper presents the world’s most precise test of T, P, and CP invariance in o-Ps decays. The measurement is realized by a method using the polarization of photons from o-Ps decays.
For a single electron or positron, C and CPT are seen to be working to 1 part in 1012 in their anomalous magnetic moments ae = (g − 2)/2 (see refs. 5,6). The symmetry between electrons and positrons is also manifested in comparison of their masses and electric charges 7. CPT is a general property of relativistic quantum field theories beyond these charged leptons. A further recent test is the measurement of the antiproton-to-proton charge-mass ratio resulting in a 16-parts-per-trillion fractional precision in CPT invariance8.
For CP, important information comes from electron electric dipole moment (eEDM). The tiny value ∣de∣ < 4.1 × 10−30 e cm9 (see also refs. 10–12) constrains the scale of any new CP violating interactions coupling to the electron. If such interactions couple with similar strength to Standard Model particles, then one finds constraints on the heavy particle masses similar to the constraints from the Large Hadron Collider at CERN. If, instead, the new interactions should involve ultra-light particles, then one finds that their couplings to the electron should be less than about αeff ~ 5 × 10−9 (see ref. 4). Some new CP violation from beyond the Standard Model is needed to explain baryogenesis13—hence the interest in looking for such couplings. There are hints for possible CP violation in the neutrino sector though conservation is still allowed at the level of 1–2 σ7,14,15.
Based on the EDM constraints, one expects CP to be working in Ps decays down to branching ratios at least about 10−9 (see ref. 4). This has been explored in studies of CP-odd correlations16, e.g., between final state photon momenta and the spin of the Ps. These experiments used ortho-positronium which decays into three photons with a lifetime in vacuum of 142 ns17, and measured the correlation
1 |
with S the o-Ps spin vector and ki the momenta of the emitted photons defined with magnitude k1 > k2 > k3, and found the result 〈O1〉 = 0.0013 ± 0.0022 (see ref. 18)—consistent with zero at the level of 2 × 10−3. Since Ps freely decays in vacuum to massless photons, it is not an eigenstate of T. This means that one can get CP, T and CPT violation mimicking final state interactions with magnitudes only detectable at the prevision level of about 10−9-10−10 (see ref. 19), beyond the scope of the present experiments.
In this paper, we develop a methodology made possible using the J-PET tomograph in Kraków using polarizations of the emitted photons, which are determined from Compton rescattering in the detector20. No magnetic field to control the o-Ps spin is needed in the experiment. The maximal cross-section of the Compton scattering is for the direction perpendicular to the electric field and polarization axis of the incident photon21,22. This leads to defining the polarization-related quantities
2 |
where ki and are the momenta of a photon from the positronium decay before and after Compton scattering in the detector, respectively20. These i vectors are most likely to be along the axis of the incident photon polarization vector and are even under P and T transformations.
One may then consider new correlations. Taking the polarization vector of one of photons i and momentum vector of another photon kj, we construct the momentum-polarization correlations20
3 |
for all three independent combinations of these vectors, (i, j) = (1, 2), (1, 3), (2, 3) with ωij being the angle between the i and kj vectors. This correlation O2 is odd under P, T and CP transformations. If the expectation value of O2 does not vanish, then each of T, P, and CP symmetries would be violated in the o-Ps decay. Measurement of the correlation O2 can be performed without an external magnetic field and without control of the o-Ps spin.
Here, we present an investigation of discrete symmetries in the o-Ps system based on the momenta and polarizations of the emitted photons Eq. (3) in o-Ps decays over the entire range of ωij:
4 |
We calculate 〈O2〉 from a distribution which is the sum of all independent combinations of ωij. We find a value consistent with zero at 68% confidence level, as expected from the underlying QED with a threefold precision improvement over the previous measurements of the CP-odd correlation, Eq. (1), where the o-Ps spin was used to define the correlation. The bound state o-Ps decays obeys the CP symmetry of the underlying QED dynamics. Here one is probing the discrete symmetry properties of QED. Weak interaction effects are characterized by a factor with GF the Fermi constant, and would only be manifested with very much enhanced precision.
Results
Detector
The strategy we use here is to study the discrete symmetries associated with the operator correlation, Eq. (3), involving the momenta of photons from the o-Ps decay and the photon polarization-related vectors i, which are measured using the Jagiellonian Positron Emission Tomograph (J-PET)22–25. The J-PET detector is based on plastic scintillators and is designed for total body scanning26 in medicine25,27,28 as well as biomedical studies29,30 and fundamental physics research4,20,22. The J-PET detector is described in more detail in “Methods”. For the measurement reported here, the positrons are emitted from a radioactive 22Na source placed at the center of the detector (Fig. 1a).
The source is coated with a porous polymer material to increase the probability of o-Ps creation31 and inserted in the small vacuum chamber to decrease the background contribution from positron annihilation in the air. The annihilation photons from o-Ps → 3γ are registered in three layers of scintillator strips forming a barrel shaped detector (Fig. 1a). Detection of annihilation photons in a given scintillator is based on registration of a light pulse at both ends of the scintillating strip. The light is collected by means of attached photomultipliers and the interaction, later on referred to as hit, is confirmed if signals at both ends of the strip are over a 30 mV threshold within a coincidence time of 6 ns. Figure 1b presents an example of a signal event of o-Ps → 3γ annihilation for the CP symmetry test. The novelty of the reported measurement is in the determination of the polarization plane of annihilation photons and the experimental coverage of the whole angular range of the tested correlation. In addition, application of data acquisition system based on a fast, trigger-less, field-programmable gate array (FPGA)32,33 and good timing properties of the plastic scintillators used in the experiment34–36 (short light signals with 1 ns rising and 2 ns falling edges) and a high activity β+ radioactive source allowed us to register the highest number of o-Ps → 3γ annihilations for discrete symmetry studies so far recorded.
In addition, the achieved high data throughput make it possible to use high granularity of the active detector elements. As a consequence the angular resolution in the plane perpendicular to the detector axis is 0.5°, which is important for the determination of the momentum direction.
Signal and background
In order to construct the operator correlation defined in Eq. (3), three vectors of photon momenta are required: the momentum vectors of a Compton scattered photon before and after scattering, and an arbitrarily chosen one of two remaining photons from the o-Ps annihilation. However, for proper o-Ps → 3γ event identification and k1 > k2 > k3 ordering, the momenta of all photons from o-Ps decay must be reconstructed. In this work we consider the expectation value of the distribution of the sum of three independent operators constructed with the aforementioned vectors. The momentum vector of a photon is reconstructed on the basis of its origin point and point of interaction with the scintillator. The origin point is common for photons emitted from the o-Ps decay and is equivalent to the source position. The point and time of interaction with the scintillator are calculated on the basis of the difference and sum of times, respectively, of registered signals at both ends of the scintillator strips23. The main experimental background to o-Ps → 3γ signal events (described in detail in “Methods”) consists of (i) p-Ps → 2γ events with single scattering registered, (ii) events with multiple scattering of a single photon between active elements of detector, and (iii) cosmic rays.
Analysis scheme
A signal event consists of four depositions of energy inside scintillating strips: three from o-Ps → 3γ and one from registered Compton scattering. Hits with energy deposition of at least 31 keV are registered by the data acquisition system, DAQ. Background interactions from p-Ps → 2γ and cosmic radiation with high energy depositions are suppressed by the requirement of time-over-threshold, TOT, less than 17 ns. Hits from o-Ps → 3γ decays (for each combination of three hits within an event) are identified based on the angular correlation between annihilation photons, comparison of their emission time and coplanarity of the momentum vectors of the annihilation photons. The energy of the annihilation photons is calculated from the angular dependence between all three photons from the o-Ps decay37 and the momenta are ordered as k1 > k2 > k3. Finally, the assignment of one of the remaining hits in the event to one of the photons originating from o-Ps → 3γ is based on the smallest value of the difference between calculated and measured time of flight of photon between ki and interactions. The detailed description of the applied selection criteria is in “Methods”. After the aforementioned selection", the final sample consists of 7.7 × 105 events. The angular correlation between momenta of annihilation photons for the final sample is presented in the Fig. 2a.
Expectation value of the correlation O2
The distribution of the reconstructed correlation defined in Eq. (3) is presented in the Fig. 2b. For the first time, the whole range of the CP asymmetry operator is measured. For the distribution of O2 operator, the background expected on the grounds of performed Monte Carlo simulations is subtracted from the experimental distribution. The resulting distribution is corrected for the detector acceptance and analysis efficiency. The expectation value of the operator correlation O2 is determined to be
5 |
The systematic error contributions to this result are estimated from hit spatial, temporal and energy resolutions. The possible influence of cosmic rays is tested on the basis of a dedicated measurement without the positron source, but with an identical data processing scheme to that used for the 〈O2〉 determination. No significant systematic error from any contribution is found. The expectation value of the operator O2 is consistet with zero within achieved accuracy, therefore no P, T, and CP asymmetry is observed.
Discussion
Our methodology using the polarization of photons from positronium decays has allowed us to make the world’s presently most accurate test of CP symmetry in o-Ps decays. The experiment uses the polarizations of photons emitted in the decay measured through the non-local correlation in Eq. (3), which is independent of the o-Ps spin. It involves the o-Ps decay and rescattering in the detector. Previous tests of CP-odd18 and CPT-odd38 decays of o-Ps were conducted by measuring angular correlations between momenta of the annihilation photons and the spin of the ortho-positronium only at specific fixed angles. Recently the J-PET group improved the test of CPT symmetry by measuring a momentum-spin correlation with full angular coverage39. The CP result reported here is also obtained using the full kinematic range of photons appearing in the correlation O2. With our method, the CP test is performed without the need to control the o-Ps spin using an external magnetic field. It is the first simultaneous test of P, T, and CP symmetries using the angular correlation between momentum of one of the annihilation photons and the polarization plane of another annihilation photon. The result reached the precision of , which represents a threefold improvement in the search for CP-odd decays of o-Ps (Fig. 3). The use of polarization of photons for correlations like ⋅ k or ⋅ S, where S is the spin of the positronium, opens a new class of discrete symmetry tests in positronium decays20.
The new result might be further improved using the methods introduced here together with upgrades in the J-PET detector. These experiments will be conducted with a modular J-PET detector having about 20 times higher sensitivity for the registration of ortho-positronium. The modular version of the J-PET system40 with increased acceptance is currently being used for a measurement of the P, T, CP, and CPT symmetries with a goal of reaching 10−5 accuracy.
Methods
Experimental setup
The J-PET shown in Fig. 1, is a multi-purpose, axially symmetric detector in the form of a barrel constructed with three layers of plastic scintillator strips23,41,42. Two inner layers consist of 48 strips each, placed at 425-mm and 467.5-mm radius, respectively, with the second layer rotated by 3.75° with respect to the first one. The outer layer is composed of 96 strips at radius 575 mm. A single strip of J-PET is 500 × 19 × 7 mm3 and made of fast-timing plastic scintillator23,34,41,42 wrapped with two kinds of foils: external (for optical isolation) and an internal one to reflect the light from the scintillator. The position of a photon interaction along a scintillator strip is derived from the time difference of signals from two photomultipliers attached to a given strip, whereas the time of interaction is calculated from a sum of times of these signals. Each 19 × 7 mm2 side is optically connected to the R9800 Hamamatsu photomultiplier23,24. Signals from 192 photomultipliers are probed in voltage domain at four different amplitude thresholds (Fig. 4). In total, up to eight measurements of time (leading and trailing edges) are performed allowing for precise signal start time derivation and time-over-threshold measurement equivalent to the photon deposited energy determination32,43,44. In the reported measurement, the amplitude thresholds are equal to 30, 80, 190, and 300 mV. All Time-to-Digital Converter (TDC) channels are distributed on the eight Trigger Readout Boards (TRBs) in the trigger-less manner33. Large amounts of data are registered due to the trigger-less data acquisition system DAQ33, namely for the 1 MBq source there are 105 hits per second collected, which translates into 28 MBps of recorded data. The Lempel–Ziv–Markov chain algorithm45 is used to compress the data. The 122 days of data taking reported here resulted in 100 TB of archived data. For long-term storage, data were recorded on magnetic tapes in Linear Tape-Open version 7 (LTO-7). Data analysis of J-PET files was performed with a dedicated analysis framework46,47. In the reported measurement, four data campaigns were carried out: two with 22Na source of 5 MBq activity and two with activity of 1 MBq. The source was inserted between two 3-mm thick pads of XAD-4 porous polymer48 and placed in the center of PA6 polyamide cylindrical chamber of inner diameter of 10 mm located on the axis of the J-PET detector (Fig. 1a). A vacuum system connected to the source holder ensured a pressure at a level of ~1.5 × 10−4 Pa inside its volume. Taking into account the density of the chamber material (1.14 g/cm3), the thickness of the outer wall (1 mm), and mass attenuation coefficient49, the attenuation of photons from o-Ps annihilation is estimated to 1%.
For Monte Carlo simulations, the geometry and material of the annihilation chamber and active detector elements (scintillator strips) are implemented in the GEANT4 toolkit50. The experimental resolution of the whole experimental setup is introduced as Gaussian smearing with standard deviation σ. For the deposited energy σE=14 keV, for time of the hit σT = 225 ps and for Z-position of the photon interaction σZ = 2.4 cm. The values of the above-mentioned smearing parameters are obtained from the fit of Monte Carlo distributions to data points shown in Fig. 5.
The X and Y coordinates of photon interactions are generalized to the center of a given scintillator strip. In order to reduce the statistical fluctuation of simulated samples of events the generated signal and background events are 3.5 and 2.4 times bigger than the contributions found in the experimental data, respectively.
Signal candidates selection
A signal event is an o-Ps → 3γ decay with one of the annihilation photons undergoing Compton scattering. Therefore a signal candidate consists of four registered hits of photons in scintillator strips: three coming directly from annihilation of o-Ps and one as a secondary scattered photon.
The selection of signal candidates is a three-step process:
- Selection of at least four candidate hits within one event (Fig. 6), where each hit fulfills the following conditions:
- the energy deposited in the scintillator must not be smaller than 31 keV to reject multiple scattered hits (this value corresponds in fact to the lowest threshold set at DAQ);
- the position of the hit at the scintillator strip must be within ± 23 cm window around the center point to suppress hits at the ends of scintillators due to scatterings from aluminum plates holding scintillator strips (Fig. 1a);
- the registered TOT value must be ≤17 ns to reject hits originating from cosmic radiation (tested with separate data-taking campaign without the radioactive source) and to reduce the p-Ps → 2γ background component (Fig. 7a), as well as the deexitation photon from 22Ne*;
- The identification of hits from o-Ps → 3γ decay was performed as follows:
- the emission time was calculated for each hit as a difference between the registered time (hit time) and a travel time (ratio of the distance between source and hit position and speed of light); the emission time spread (ETS) was calculated as a difference between last and first emission time of three candidates; this ETS must be less than or equal to 1.4 ns to ensure that hits originate from the same o-Ps decay (Fig. 7b);
- for a source position of (sx, sy, sz) a distance between annihilation plane (spanned by the annihilation photons’ momenta and defined as Ax + By + Cz + D = 0) and the source was calculated as ; the DOP constructed with three candidate hits must be less than or equal to 4 cm to reject hits from multiple scatterings (Fig. 7c);
- for events with more than three hits a combination with the smallest (ETS)2 + (DOP)2 value was selected;
After the above-mentioned selection of three photons from o-Ps → 3γ decay, the assignment of one of the remaining hits in the event as the interaction of a scattered photon from the o-Ps → 3γ decay was based on the smallest time difference Δij = (tj − ti) − ∣rj − ri∣/c between the reconstructed and expected time of flight of the scattered photon, where the measured time and position of interactions are ti, ri for the ith selected annihilation photon and tj, rj for jth candidate for scattering of the ith photon, respectively (i = 1, 2, 3 and j = 4, . . . , multiplicity), where multiplicity is the number of registered hits per event, see Fig. 7d.
The main background contributions to o-Ps → 3γ events are p-Ps → 2γ events with the registration of additional scatterings, partially reconstructed o-Ps → 3γ decays mixed with different hits, and o-Ps → 3γ decays with wrong assignment of hits to photons from annihilation and scattering. As an example, a composition of different background events is presented in Fig. 9. Differences between signal and background events were identified in the two-dimensional distribution of difference and the sum of relative angles between momentum vectors of photons (Fig. 8a for the full Monte Carlo sample, Fig. 8b for simulated background events, and for simulated signal events in Fig. 8c)20.
All the values of the applied cuts were optimized for the best Monte Carlo to data agreement of the distribution of the sum of two smallest relative azimuthal angles between the annihilation photons (Fig. 5).
The number of generated Monte Carlo events exceeds the number of experimental events. Therefore, the normalization of Monte Carlo contributions was performed with two independent parameters: one for o-Ps → 3γ signal events and a second scaling parameter for remaining background events. The histograms in Fig. 5 are shown after the normalization procedure.
The geometrical acceptance of the J-PET detector is determined using Monte Carlo simulations. It is estimated as a ratio of the number of simulated signal events to the number of generated events with the o-Ps decay into three photons and one scattered photon. The signal events are those in which three photons from the o-Ps to 3γ decay interacted in the detector, and at least one of them scattered a second time. The selected Monte Carlo signal events after the entire analysis chain are used for the determination of analysis efficiency as a ratio of the number of signal events surviving selection cuts over a number of registered signal events. The combined distribution of acceptance and analysis efficiency is presented in the Fig. 10a.
Determination of expectation value
Having three hits assigned to an o-Ps → 3γ decay and a fourth hit correlated as a scattering to one of the annihilation photons, cos(ωij) is determined for each event after the analysis selection chain. The energy of annihilation photons from o-Ps decay is calculated in the basis of their relative angles37, and the momenta are ordered accordingly k1 > k2 > k3. Then cos(ωij) is calculated according to Eq. (4) while ϵ is derived from Eq. (2). From the experimental distribution of cos(ωij) (Fig. 2b) the normalized background spectrum is subtracted. The obtained distribution is finally divided by Monte Carlo-derived distributions of the total efficiency (Fig. 10a) and a mean value of the distribution is calculated as the expectation value of the correlation O2, Eq. (3), along with the statistical error of the expectation value.
Estimation of systematic uncertainties
Contributions from all selection criteria to the systematic uncertainty were calculated by changing the given cut value by its resolution and performing the whole analysis chain again. Following the approach proposed by Barlow51,52 the statistical significance of the systematical contribution from each cut was calculated as the difference between the expectation value of operator O2 obtained this way and the final result normalized to the uncertainty. The resolution of the distance to the annihilation plane (DOP) is estimated to be 1.1 cm. The position of the energy deposition by a photon along the scintillator strip Zhit is known to the accuracy of 2.4 cm. The angular resolution for θ1 + θ2 determination (Fig. 5) is 1.5°. The emission time spread ETS of photons originating from the o-Ps decay is about 0.5 ns. The TOT is measured with 1.2 ns resolution, while the DAQ registration threshold is known up to 14 keV. The position of the annihilation measured from p-Ps → 2γ decays is known to 0.5 mm accuracy in the X–Y plane and 0.4 mm resolution along the Z axis. It is worth to mention that the annihilation place (source position) is continuously monitored with p-Ps → 2γ events, as an intersection of lines formed with two monoenergetic, back-to-back annihilation photons. Two-dimensional distribution of reconstructed annihilation points in the XY plane is presented in the Fig. 10b. Possible influence of bin width at cos(ωij) spectrum (Fig. 2b) to the final result is tested with double and twice reduced width of the bin. Finally the contribution of pure cosmic rays is estimated with a separate measurement without positronium source for which registered data is analyzed the same way as in case of o-Ps → 3γ decays. The resulting distribution of cos(ωij) is subtracted from the experimental spectrum. In addition, for conservative consideration the cosmic rays distribution is added to the experimental spectrum. The result shows no statistically significant contribution from any of the aforementioned parameters.
Supplementary information
Acknowledgements
The authors acknowledge the technical and administrative support of A. Heczko, M. Kajetanowicz and W. Migdał. This work was supported by the Foundation for Polish Science through the TEAM POIR.04.04.00-00-4204/17 program (P.M.), the National Science Centre of Poland through grants MAESTRO no. 2021/42/A/ST2/00423 (P.M.), OPUS no. 2019/35/B/ST2/03562 (P.M.) and SONATA BIS no. 2020/38/E/ST2/00112 (E. P.d.R.), the Ministry of Education and Science through grant no. SPUB/SP/490528/2021 (P.M.), the EU Horizon 2020 research and innovation programme, STRONG-2020 project, under grant agreement No 824093 (P.M.), and the SciMat and qLife Priority Research Areas budget under the program Excellence Initiative - Research University at the Jagiellonian University (P.M.), and Jagiellonian University project no. CRP/0641.221.2020 (P.M.).
Author contributions
The experiment was conducted using the J-PET apparatus. The J-PET detector, the techniques of the experiment, and the symmetry test involving polarization were conceived by P.M. The data analysis was conducted by J.R. Signal selection criteria were developed by P. M. and E. C., applied by J. R., and verified by E.C. Authors: P.M., E.C., J.R., E.Y.B., N.C., A.C., C.C., M. Dadgar, M. Das, K.D., A.G., B.C.H., K. Kacprzak, T. Kaplanoglu, Ł.K., K. Klimaszewski, P.K., G.K., T. Kozik, W.K., D.K., S.M., W.M., S.N., S.P., E.P.d.R., L.R., S.S., S.C., R.Y.S., M. Silarski, M. Skurzok, E.Ł.S., P.T., F.T.A., K.T.A., K.V.E., and W.W. participated in the construction, commissioning, and operation of the experimental setup, as well as in the data-taking campaign and data interpretation. M.G. and B.J. designed and constructed the positronium production chamber. S.N. and G.K. optimized the working parameters of the detector. K.D., A.G., K. Kacprzak, and W.K. developed the J-PET analysis and simulation framework. G.K. developed and operated the DAQ system. K.D., M. Silarski and M. Skurzok performed timing calibration of the detector. K. Klimaszewski, P.K., W.W., L.R., and R.Y.S. managed the computing resources for high-level analysis and simulations. E.C. developed and operated short- and long-term data archiving systems and the computer center of J-PET. S.S. established relation between energy loss and TOT. S.D.B. provided advice for the theory. P.M. managed the whole project and secured the main financing. The manuscript was prepared by P.M., E.C., S.D.B., and J.R. and was then edited and approved by all authors.
Peer review
Peer review information
Nature Communications thanks Hong Joo Kim and the other, anonymous, reviewer(s) for their contribution to the peer review of this work. A peer review file is available.
Data availability
The datasets collected in the experiment and analyzed during the current study are available under restricted access due to the large data volume. Direct access to the data can be arranged on request by contacting the corresponding author.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
The online version contains supplementary material available at 10.1038/s41467-023-44340-6.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The datasets collected in the experiment and analyzed during the current study are available under restricted access due to the large data volume. Direct access to the data can be arranged on request by contacting the corresponding author.