Abstract
We applied KF Particle, a Kalman Filter package for secondary vertex finding and fitting, to strange and open charm hadron reconstruction in heavy-ion collisions in the STAR experiment. Compared to the conventional helix swimming method used in STAR, the KF Particle method considerably improved the reconstructed \(\Lambda\), \(\Omega\), and \(D^0\) significance. In addition, the Monte Carlo simulation with STAR detector responses could adequately reproduce the topological variable distributions reconstructed in real data using the KF Particle method, thereby retaining substantial control of the reconstruction efficiency uncertainties for strange and open charm hadron measurements in heavy-ion collisions.
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The data that support the findings of this study are openly available in Science Data Bank at https://www.doi.org/10.57760/sciencedb.j00186.00250 and https://cstr.cn/31253.11.sciencedb.j00186.00250.
References
P. Koch, B. Muller, J. Rafelski, Strangeness in relativistic heavy ion collisions. Phys. Rep. 142, 167–262 (1986). https://doi.org/10.1016/0370-1573(86)90096-7
S. Frixione, M.L. Mangano, P. Nason et al., Heavy quark production. Adv. Ser. Direct. High Energy Phys. 15, 609–706 (1998). https://doi.org/10.1142/9789812812667_0009
X. Dong, Y.-J. Lee, R. Rapp, Open heavy-flavor production in heavy-ion collisions. Ann. Rev. Nucl. Part. Sci. 69, 417–445 (2019). https://doi.org/10.1146/annurev-nucl-101918-023806
P.A. Zyla, R.M. Barnett, J. Beringer et al., Review of particle physics. Prog. Theor. Exp. Phys. 2020, 083C01 (2020). https://doi.org/10.1093/ptep/ptaa104
J. Adam, L. Adamczyk, J.R. Adams et al., Centrality and transverse momentum dependence of \(D^0\)-meson production at mid-rapidity in Au+Au collisions at \({\sqrt{s_{{\rm NN}}} = \rm {200\, GeV}}\). Phys. Rev. C 99(3), 034908 (2019). https://doi.org/10.1103/PhysRevC.99.034908
J. Adam, L. Adamczyk, J.R. Adams et al., Strange hadron production in Au+Au collisions at \(\sqrt{s_\text{ NN }}=\)7.7, 11.5, 19.6, 27, and 39 GeV. Phys. Rev. C 102(3), 034909 (2020). https://doi.org/10.1103/PhysRevC.102.034909
M.S. Abdallah, B.E. Aboona, J. Adam et al., Measurements of \(H_\Lambda ^3\) and \(H_\Lambda ^4\) lifetimes and yields in Au+Au collisions in the high-baryon density region. Phys. Rev. Lett. 128(20), 202301 (2022). https://doi.org/10.1103/PhysRevLett.128.202301
K. Ackermann, N. Adams, C. Adler et al., STAR detector overview. Nucl. Instrum. Meth. A 499, 624–632 (2003). https://doi.org/10.1016/S0168-9002(02)01960-5
M. Anderson, J. Berkovitz, W. Betts et al., The STAR time projection chamber: a unique tool for studying high-multiplicity events at RHIC. Nucl. Instrum. Meth. A 499, 659–678 (2003). https://doi.org/10.1016/S0168-9002(02)01964-2
G. Contin, L. Greiner, J. Schambach et al., The STAR MAPS-based PiXeL detector. Nucl. Instrum. Meth. A 907, 60–80 (2018). https://doi.org/10.1016/j.nima.2018.03.003
L. Adamczyk, J.K. Adkins, G. Agakishiev et al., Measurement of \(D^0\) azimuthal anisotropy at midrapidity in Au+Au collisions at \(\sqrt{s_{NN}}\)=200 GeV. Phys. Rev. Lett. 118(21), 212301 (2017). https://doi.org/10.1103/PhysRevLett.118.212301
J. Adam, L. Adamczyk, J.R. Adams et al., First measurement of \(\Lambda _c\) baryon production in Au+Au collisions at \(\sqrt{s_{\rm NN}}\) = 200 GeV. Phys. Rev. Lett. 124(17), 172301 (2020). https://doi.org/10.1103/PhysRevLett.124.172301
J. Adam, L. Adamczyk, J.R. Adams et al., Observation of \(D_{s}^{\pm }/D^0\) enhancement in the Au+Au collisions at \(\sqrt{s_{_{NN}}}\) = 200 GeV. Phys. Rev. Lett. 127, 092301 (2021). https://doi.org/10.1103/PhysRevLett.127.092301
Z. Tang, W. Zha, Y. Zhang, An experimental review of open heavy flavor and quarkonium production at RHIC. Nucl. Sci. Tech. 31(8), 81 (2020). https://doi.org/10.1007/s41365-020-00785-8
X. Luo, S. Shi, N. Xu et al., A study of the properties of the QCD phase diagram in high-energy nuclear collisions. Particles 3(2), 278–307 (2020). https://doi.org/10.3390/particles3020022
L. Adamczyk, J.K. Adkins, G. Agakishiev et al., Observation of \(D^0\) meson nuclear modifications in Au+Au collisions at \(\sqrt{s_{NN}}=200\) GeV. Phys. Rev. Lett. 113(14), 142301 (2014). https://doi.org/10.1103/PhysRevLett.113.142301
M.S. Abdallah, B.E. Aboona, J. Adam et al., Evidence of mass ordering of charm and bottom quark energy loss in Au+Au collisions at RHIC. Eur. Phys. J. C 82(12), 1150 (2022). https://doi.org/10.1140/epjc/s10052-022-11003-7
F. Si, X. Chen, L. Zhou et al., Charm and beauty isolation from heavy flavor decay electrons in Au+Au collisions at \(\sqrt{s_{NN}}\) = 200 GeV at RHIC. Phys. Lett. B 805, 135465 (2020). https://doi.org/10.1016/j.physletb.2020.135465
D. Li, F. Si, Y. Zhao et al., Charm and beauty isolation from heavy flavor decay electrons in p+p and Pb+Pb collisions at \(\sqrt{s_{NN}}\) = 5.02 TeV at LHC. Phys. Lett. B 832, 137249 (2022). https://doi.org/10.1016/j.physletb.2022.137249
H. Voss, A. Höcker, J. Stelzer et al., TMVA, the Toolkit for Multivariate Data Analysis with ROOT. PoS ACAT, 040 (2009). https://doi.org/10.22323/1.050.0040
R.E. Kalman, A new approach to linear filtering and prediction problems. J. Basic Eng. 82(1), 35–45 (1960). https://doi.org/10.1115/1.3662552
R. Frühwirth, et al., Data Analysis Techniques for High-Energy Physics, 2nd Ed. Cambridge (2000)
S. Gorbunov, On-line reconstruction algorithms for the CBM and ALICE experiments. PhD. Thesis (2013). https://nbn-resolving.org/urn:nbn:de:hebis:30:3-295385
M. Zyzak, Online selection of short-lived particles on many-core computer architectures in the CBM experiment at FAIR. PhD. Thesis (2016). https://nbn-resolving.org/urn:nbn:de:hebis:30:3-414288
R. Brun, F. Bruyant, M. Maire et al., GEANT 3: user’s guide Geant 3.10, Geant 3.11; rev. version. CERN, Geneva (1987). https://cds.cern.ch/record/1119728
H. Drucker, C. Cortes, Boosting decision trees. In Proceedings of the 8th International Conference on Neural Information Processing Systems Vol. 8, pp. 479-485 (1995)
L. Adamczyk, J.K. Adkins, G. Agakishiev et al., Probing parton dynamics of QCD matter with \(\Omega\) and \(\phi\) production. Phys. Rev. C 93(2), 021903 (2016). https://doi.org/10.1103/PhysRevC.93.021903
R. Ralf, Bottomonium suppression in heavy-ion collisions and the in-medium strong force. Nucl. Sci. Tech. 34, 63 (2023). https://doi.org/10.1007/s41365-023-01213-3
Y. Ma, Hypernuclei as a laboratory to test hyperon-nuucleon interactions. Nucl. Sci. Tech. 34(6), 97 (2023). https://doi.org/10.1007/s41365-023-01248-6
N. Li, Z. Sun, X. Liu et al., Perfect \(DD^*\) molecular prediction matching the \(T_{cc}\) observation at LHCb. Chin. Phys. Lett. 38(9), 092001 (2021). https://doi.org/10.1088/0256-307X/38/9/092001
R. Aaij, Search for the doubly charmed baryon \(\Omega _{cc}^+\). Sci. China Phys. Mech. 64(10), 101062 (2021). https://doi.org/10.1007/s11433-021-1742-7
Acknowledgements
The authors thank the STAR Collaboration, RHIC Operations Group, RCF at BNL, and NERSC Center at LBNL for their support.
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All authors contributed to the study conception and design. Material preparation, and analysis were performed by Xin-Yue Ju and Yue-Hang Leung. Data collection are performed by the RHIC-STAR collaboration and the Monte Carlo simulation thanks to Sooraj Radhakrishnann and Xiang-Lei Zhu. The first draft of the manuscript was written by Xin-Yue Ju,Yue-Hang Leung, Xin Dong and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
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This work was supported by the National Natural Science Foundation of China (Nos. 11890712 and 12061141008) and the National Key R &D Program of China (Nos. 2018YFE0104700 and 2018YFE0205200). This work was supported in part by the Offices of NP and HEP within the U.S. DOE Office of Science; Yue-Hang Leung was partially supported by the GSI-Heidelberg cooperation contract.
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Ju, XY., Leung, YH., Radhakrishnann, S. et al. Applying the Kalman filter particle method to strange and open charm hadron reconstruction in the STAR experiment. NUCL SCI TECH 34, 158 (2023). https://doi.org/10.1007/s41365-023-01320-1
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DOI: https://doi.org/10.1007/s41365-023-01320-1