PL EN


Preferences help
enabled [disable] Abstract
Number of results
Journal
2011 | 9 | 3 | 874-883
Article title

Application of genetic programming for proton-proton interactions

Content
Title variants
Languages of publication
EN
Abstracts
EN
The aim of the present work is to use one of the machine learning techniques named the genetic programming (GP) to model the p-p interactions through discovering functions. In our study, GP is used to simulate and predict the multiplicity distribution of charged pions (P(n
ch)), the average multiplicity (〈n
ch〉) and the total cross section (σ
tot) at different values of high energies. We have obtained the multiplicity distribution as a function of the center of mass energy ($$
\sqrt s
$$) and charged particles (n
ch). Also, both the average multiplicity and the total cross section are obtained as a function of $$
\sqrt s
$$. Our discovered functions produced by GP technique show a good match to the experimental data. The performance of the GP models was also tested at non-trained data and was found to be in good agreement with the experimental data.
Publisher

Journal
Year
Volume
9
Issue
3
Pages
874-883
Physical description
Dates
published
1 - 6 - 2011
online
26 - 2 - 2011
Contributors
  • Department of Physics, Faculty of Sciences, Ain Shams University, Abbassia, Cairo, 11566, Egypt, e_eldahshan@yahoo.com
References
  • [1] B. Alessandro et al. (ALICE Collaboration), J. Phys. G: Nucl. Part. Phys. 32, 1295 (2006) http://dx.doi.org/10.1088/0954-3899/32/10/001[Crossref]
  • [2] F. Carminati et al. (ALICE Collaboration), J. Phys. G: Nucl. Part. Phys. 30, 1517 (2004) http://dx.doi.org/10.1088/0954-3899/30/11/001[Crossref]
  • [3] D.G. d’Enterria et al. (CMS Collaboration), J. Phys. G: Nucl. Part. Phys. 34, 2307 (2007) http://dx.doi.org/10.1088/0954-3899/34/11/008[Crossref]
  • [4] G.L. Bayatian et al. (CMS Collaboration), J. Phys. G: Nucl. Part. Phys. 34, 995 (2007) http://dx.doi.org/10.1088/0954-3899/34/6/S01[Crossref]
  • [5] G. Aad et al. (ATLAS Collaboration), arXiv:0901.0512
  • [6] A. Augusto Alves et al. (LHCb Collaboration), J. Instrum. 3, S08005 (2008) http://dx.doi.org/10.1088/1748-0221/3/08/S08005[Crossref]
  • [7] M. Tantawy, M. El Mashad, M.Y. Elbakry, Indian J. Phys. Pt-A 72, 110 (1998)
  • [8] E. Fermi, Prog. Theor. Phys. 5, 570 (1951) http://dx.doi.org/10.1143/PTP.5.570[Crossref]
  • [9] E. Fermi, Phys. Rev. 81, 683 (1950) http://dx.doi.org/10.1103/PhysRev.81.683[Crossref]
  • [10] J. Ranft, Phys. Lett. B 31, 529 (1970) http://dx.doi.org/10.1016/0370-2693(70)90082-1[Crossref]
  • [11] Cai Xu, Chao Wei-qin, Meng Ta-chung, Phys. Rev. D 33, 1287 (1986) http://dx.doi.org/10.1103/PhysRevD.33.1287[Crossref]
  • [12] Y. Nambu, Sci. Am. 235, 45 (1976) http://dx.doi.org/10.1038/scientificamerican1176-48[Crossref]
  • [13] M. Gyulassy, Prog. Part. Nucl. Phys. 15, 403 (1985) http://dx.doi.org/10.1016/0146-6410(85)90076-6[Crossref]
  • [14] L.S. Kisslinger, Nucl. Phys. A 446, 479 (1985) http://dx.doi.org/10.1016/0375-9474(85)90624-4[Crossref]
  • [15] M. Jacob, R. Slansky, Phys. Rev. D 5, 1847 (1972) http://dx.doi.org/10.1103/PhysRevD.5.1847[Crossref]
  • [16] R. Hwa, Phys. Rev. D 1, 1790 (1970) http://dx.doi.org/10.1103/PhysRevD.1.1790[Crossref]
  • [17] R. Hwa, Phys. Rev. Lett. 26, 1143 (1971) http://dx.doi.org/10.1103/PhysRevLett.26.1143[Crossref]
  • [18] L. Teodorescu, D. Sherwood, Comput. Phys. Commun. 178, 409 (2008) http://dx.doi.org/10.1016/j.cpc.2007.10.003[Crossref]
  • [19] L. Teodorescu, IEEE T. Nucl. Sci. 53, 2221 (2006) http://dx.doi.org/10.1109/TNS.2006.878571[Crossref]
  • [20] J.M. Link, Nucl. Instrum. Meth. A 551, 504 (2005) http://dx.doi.org/10.1016/j.nima.2005.05.069[Crossref]
  • [21] S. Yaseen El-Bakry, Amr Radi, Int. J. Mod. Phys. C 18, 351 (2007) http://dx.doi.org/10.1142/S0129183107009480[Crossref]
  • [22] E. El-dahshan, A. Radi, M.Y. El-Bakry, Int. J. Mod. Phys. C 20, 1817 (2009) http://dx.doi.org/10.1142/S0129183109014758[Crossref]
  • [23] S. Whiteson, D. Whiteson, Eng. Appl. Artif. Intel. 22, 1203 (2009) http://dx.doi.org/10.1016/j.engappai.2009.05.004[Crossref]
  • [24] S. Haykin, Neural Networks: A Comprehensive Foundation (IEEE Press and Macmillan College Publishing Company, New York, NY, 1994)
  • [25] J.H. Holland, Adaptation in Natural and Artificial Systems (University of Michigan Press, Ann Arbor, 1975)
  • [26] J.R. Koza, Genetic Programming: On the Programming of Computers by means of Natural Selection (The MIT Press, Cambridge, MA, 1992)
  • [27] K. Cranmer, R.S. Bowman, Comput. Phys. Commun. 167, 165 (2005) http://dx.doi.org/10.1016/j.cpc.2004.12.006[Crossref]
  • [28] M.Y. El-Bakry, A. Radi, Int. J. Mod. Phys. C 18, 329 (2007) http://dx.doi.org/10.1142/S0129183107010371[Crossref]
  • [29] M.Y. El-Bakry, K.A. El-Metwally, Chaos Soliton. Fract. 16, 279 (2003) http://dx.doi.org/10.1016/S0960-0779(02)00318-1[Crossref]
  • [30] K.A. El-Metwally, T.I. Haweel, M.Y. El-Bakry, Int. J. Mod. Phys. C 11, 619 (2000)
  • [31] E. El-dahshan, A. Radi, M.Y. El-Bakry, Int. J. Mod. Phys. C 19, 1787 (2008) http://dx.doi.org/10.1142/S0129183108013382[Crossref]
  • [32] A.E. Eiben, J.E. Smith, Introduction to Evolutionary Algorithms (Springer, Berlin, 2003)
  • [33] H. Etemadi, A.A.A. Rostamy, H.F. Dehkordi, Expert Syst. Appl. 36, 3199 (2009) http://dx.doi.org/10.1016/j.eswa.2008.01.012[Crossref]
  • [34] M. Wolter, Phys. Part. Nucl. 38, 255 (2007) http://dx.doi.org/10.1134/S1063779607020050[Crossref]
  • [35] Wei-Chiang Hong, Appl. Math. Comput. 200 41 (2008) http://dx.doi.org/10.1016/j.amc.2007.10.046[Crossref]
  • [36] G. Musulmanbekov, Phys. At. Nucl. 67, 90 (2004) http://dx.doi.org/10.1134/1.1644012[Crossref]
  • [37] M. Jacob, R. Slansky, Phys. Rev. D 5, 1847 (1972) http://dx.doi.org/10.1103/PhysRevD.5.1847[Crossref]
  • [38] C. Bromberg et al., Phys. Rev. Lett. 3, 1563 (1973) http://dx.doi.org/10.1103/PhysRevLett.31.1563[Crossref]
  • [39] L. Voyvodic et al., Phys. Rev. Lett. 29, 516 (1972)
  • [40] F.T. Dao et al., Phys. Rev. Lett. 29, 1627 (1972) http://dx.doi.org/10.1103/PhysRevLett.29.1627[Crossref]
  • [41] C. Bromberg et al., Phys. Rev. Lett. 31, 1563 (1973) http://dx.doi.org/10.1103/PhysRevLett.31.1563[Crossref]
  • [42] G.J. Alner et al. (UA5 Collaboration), Phys. Lett. 1676, 4766 (1986)
  • [43] G.J. Alner et al. (UA5 Collaboration), Z. Phys. C: Part. Fields 33,1 (2004)
  • [44] V. Flaminio et al., CERN-HERA 79-03, 15 (1979)
  • [45] I.M. Dremin, J.W. Gary, Phys. Rep. 349, 301 (2001) http://dx.doi.org/10.1016/S0370-1573(00)00117-4[Crossref]
  • [46] S. Lamia, Nucl. Phys. B Proc. Suppl. 175–176, 42 (2008) http://dx.doi.org/10.1016/j.nuclphysbps.2007.10.006[Crossref]
  • [47] J. Pérez-Peraza et al., New J. Phys. 7, 150 (2005) http://dx.doi.org/10.1088/1367-2630/7/1/150[Crossref]
  • [48] V.A. Abramovsky, N.V. Radchenko, Phys. Part. Nucl. Lett. 6, 386 (2009) http://dx.doi.org/10.1134/S1547477109050069[Crossref]
Document Type
Publication order reference
Identifiers
YADDA identifier
bwmeta1.element.-psjd-doi-10_2478_s11534-010-0088-7
JavaScript is turned off in your web browser. Turn it on to take full advantage of this site, then refresh the page.