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Proceedings of the 2nd Warsaw Meeting on Particle Correlations and Resonances in Heavy Ion Collisions, 15-18 October 2003, Warsaw, Poland
Języki publikacji
Abstrakty
A neural network based algorithm to perform track recognition in the ALICE Inner Tracking System (ITS) for high transverse momentum particles (pt > 1 GeV/c) is presented. The model is based on the Denby-Peterson scheme, with some original improvements which are necessary to cope with the large track density expected at ALICE. Results are shown for central Pb-Pb events at 5.5 ATeV in the center of mass system and the comparison with the Kalman filter results is included. Data coming from this tracking procedure are used for 1-dimensional HBT correlations and results are presented.
Czasopismo
Rocznik
Tom
Strony
95--98
Opis fizyczny
Bibliogr. 17 poz., rys.
Twórcy
autor
- Istituto Nazionale di Fisica Nucleare, Sezione di Catania, 64 S. Sofia Str., 95123 Catania, Italy
autor
- Istituto Nazionale di Fisica Nucleare, Sezione di Catania, 64 S. Sofia Str., 95123 Catania, Italy
- Dipartimento di Fisica e Astronomia dell’Università di Catania, 64 S. Sofia Str., 95123 Catania, Italy, Tel.: +39-095-3785286, Fax: +39-095-3785231
autor
- Istituto Nazionale di Fisica Nucleare, Sezione di Catania, 64 S. Sofia Str., 95123 Catania, Italy
- Dipartimento di Fisica e Astronomia dell’Università di Catania, 64 S. Sofia Str., 95123 Catania, Italy, Tel.: +39-095-3785286, Fax: +39-095-3785231
autor
- Istituto Nazionale di Fisica Nucleare, Sezione di Catania, 64 S. Sofia Str., 95123 Catania, Italy
autor
- Istituto Nazionale di Fisica Nucleare, Sezione di Catania, 64 S. Sofia Str., 95123 Catania, Italy
autor
- Istituto Nazionale di Fisica Nucleare, Sezione di Catania, 64 S. Sofia Str., 95123 Catania, Italy
- Dipartimento di Fisica e Astronomia dell’Università di Catania, 64 S. Sofia Str., 95123 Catania, Italy, Tel.: +39-095-3785286, Fax: +39-095-3785231
autor
- Istituto Nazionale di Fisica Nucleare, Sezione di Catania, 64 S. Sofia Str., 95123 Catania, Italy
- Dipartimento di Fisica e Astronomia dell’Università di Catania, 64 S. Sofia Str., 95123 Catania, Italy, Tel.: +39-095-3785286, Fax: +39-095-3785231
Bibliografia
- 1. Badalà A, Barbera R, Lo Re G et al. (2002) Neural tracking in ALICE: high transverse momentum pattern recognited in the ITS stand-alone. ALICE-INT-2002-12
- 2. Badalà A, Barbera R, Lo Re G et al. (2002) Tracking inside the ALICE Inner Tracking System. Nucl Instrum Meth A 85:15−22, (ALICE-INT-2001-39)
- 3. Badalà A, Barbera R, Lo Re G et al. (2002) Vertex finding in ALICE by the use of silicon pixel layers in the inner tracking system. Nucl Instrum Meth Phys Res A 485:100−104, (ALICE-INT-2001-11)
- 4. Batyunya B, Belikov Yu, Fedunov A, Zinchenko A (1995) Track finding with neural networks in ALICE ITS. ALICE Internal Note ALICE-INT-1995-50
- 5. Batyunya B, Belikov Yu, Safarik K (1997) Kalman filtering application for track recognition and reconstruction in ALICE tracking. ALICE Experiment Internal Note ALICEINT-1997-24
- 6. Billoir P, Qian S (1990) Simultaneous pattern recognition and track fitting by the Kalman filtering method. Nucl Instrum Meth Phys Res A 294:219−228
- 7. Dellacassa G, Ramello L, Scalas E et al. (for the ALICE Collaboration) (1995) ALICE: technical proposal for a large ion collider experiment at the CERN LHC. CERN/LHCC95−71
- 8. Dellacassa G, Ramello L, Scalas E et al. (for the ALICE Collaboration) (1999) ALICE technical design report of the inner tracking system (ITS). CERN/LHCC-99-12
- 9. Dellacassa G, Ramello L, Scalas E et al. (for the ALICE Collaboration) (2000) ALICE technical design report of the time projection chamber. CERN/LHCC-2000-001
- 10. Freeman JA, Skapura DM (1991) Neural networks: algorithms, application and programming techniques. Addison-Wesley,Reading, Mass
- 11. http://AliSoft.cern.ch/offline/
- 12. http://alisoft.cern.ch/people/skowron, The ALICE Collaboration Physics Performance Report, chapter 6
- 13. Kindziuk P, Leszczynski P, Maliszewski A (1999) ALICE Internal Note. ALICE-INT-1999-34
- 14. Morsch A, http://home.cern.ch/~morsch/AliGenerator/AliGenerator.html
- 15. Peterson C (1989) Track finding with neural networks. Nucl Instrum Meth Phys Res A 279:537−545
- 16. Peterson C, Anderson JR (1988) Neural network and NPcomplete optimization problems; a performance study on the graph bisection problem. Complex Systems 2:59−89
- 17. Stimpfl-Abele G, Garrido L (1991) Fast track finding with neural nets. Comput Phys Commun 64:46−56
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BUJ6-0005-0098