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International Journal of Scientific and Engineering Research
ISSN Online 2229-5518
ISSN Print: 2229-5518 8    
Website: http://www.ijser.org
scirp IJSER >> Volume 3,Issue 8,August 2012
Artificial Neural Network Modeling in Hadrons Collisions
Full Text(PDF, )  PP.83-86  
Author(s)
Moaaz. A. Moussa, Mahmoud.Y. El-Bakry, A. Radi, E. El-dahshan, M. Tantawy
KEYWORDS
Neural Network Model; Parton Model; Multiparticle Production.
ABSTRACT
Evolutions in arti?cial intelligence (AI) techniques and their applications to physics have made it feasible to develop and implement new modeling techniques for high-energy interactions. In particular, AI techniques of arti?cial neural networks (ANN) have recently been used to design and implement more e?ective models. The neural network (NN) model and parton two fireball model (PTFM) have been used to study the charged particles multiplicity distributions for antiproton-neutron ( ) and proton-neutron ( ) collisions at different lab momenta. The neural network model performance was also tested at non-trained space (predicted) and matched them effectively. The trained NN shows a better fitting with experimental data than the PTFM calculations. The NN simulation results prove a strong presence modeling in hadrons collisions.
References
[1] R. P. Feynman, Photon-Hadron Interactions (Reading, Mass: Benjamin) (1972)

[2] E. Fermi, Prog. Theor. Phys., 5,570 (1951), Phys. Rev., 81,683 (1950)

[3] J. Ranft, Phys. Lett., 31B, 529 (1970)

[4] Y. Nambo, the confinement of quarks. Sci. Am., 48 (1976)

[5] Cai-Xu and Chao W-q Meng T-C, phys. Rev., D1986, 33, 1287 (1986)

[6] M. Jacob and R. Slansky, Phys. Rev., D5, 1847 (1972)

[7] R. Hwa, Phys. Rev., D 1, 1790 (1970), Phys. Rev. Lett., 26, 1143 (1971)

[8] E. Fermi, Prog. Theor. Phys., 5, 568 (1950)

[9] P. Carruthers and C. Shih, Int. J. MOD. Phys, A 2, 1547 (1987)

[10] Z. Koba, H. B. Nielson and P. Olesen, Nucl. Phys., B40, 317 (1972)

[11] Al. Golokhvastov, Sov. J. Nucl. Phys., 27,430(1978), Sov.J.Nucl.Phys., 30,128 (1979). Ina Sarcevic, Acta Physica Polonica, B19 (1988)

[12] P. Carruthers and C.C .Shih, Phys. Lett., 137B, l425 (1984)

[13] R. Hagedron, Nuovo Cim. Suppl. 1965, 3,147 (1965), Nuovo Cim. Suppl., 1968, 6, 311 (1968), Nuovo Cim. Suppl., 1968, 6,311(1968), Nuovo Cim. 56A, 1027(1968), Nuovo Cim., 56A, 1027(1968), Nucl Phys., B 24, 93(1970), Nucl. Phys., B 24, 93(1970), J. Ranft, Ref. TH/851- CERN (1967), Ref. TH.1027-CERN (1969)

[14] GN Fowler, Phys. Rev. Lett., 57, 2119 (1986)

[15] A. Giovannini and L. Van Hove, Z Phys., C 30, 391(1986), P-K Mackown and AW. Wolfendale, Proc Phys Soc Lond, 89,553(1966), N. Suzuki, Prog. Theor. Phys., 51, 1625(1974)

[16] T. T. Chou and C.N. Yang, Phys. Rev., D32, 1692(1985)

[17] B. Anderson, Phys. Rep., 97, 32 (1983), A. Capella, U. Sukhatme, Phys. Rep. 236, 225 (1994)

[18] J. D. Bjokren, Phys. Rev., D27, 140(1983), L. Mclerran, Rev. Mod.Phys., 58, 1021(1986).

[19] H. van Hees, R. Rapp, Phys. Rev. C71, 034907 (2005), URL http://arxiv.org/abs/nucl- th/0412015, Su Houng Lee and Kenji Morita, Pramana journal of physics, 72, 1, pp. 97-108(2009)

[20] AK Hamid, Can. J. Phys. 7, 76 (1998)

[21] P. Bhat, Using neural networks to identify jets in hadron–hadron collisions. Proceedings of The 1990 Summer Study on HEP, (1990), Research Directions––the Decade, Snowmass, Colorado

[22] RP. Lippman, IEEE Acoust Speech Signal Process Mag. (1987)

[23] M. Tantawy, M. El-Mashad, S. Gamiel and M. S. El- Nagdy, Chaos, Solitons and Fractals, 13, 919 (2002)

[24] M. Tantawy, M. El-Mashad, M.Y. El-Bakry, Indian J. Phys., 72A, 110(1998)

[25] M. Y. El-Bakry, 6th Conference on Nuclear and Particle Physics, (2007) November 17-21; Luxor, Egypt

[26] M. Tantawy, Ph.D. Dissertation (Rajasthan University, Jaipur, India) (1980)

[27] J. E. A. Lys, C. T. Murphy, and M. Binkley, Phys. Rev. D 16, pp. 3127- 3136 (1977)

[28] T. Dombeck, L. G. Hyman, et al., Phys. Rev. D18, pp. 86-91(1978)

[29] S. Dado, S .J. Barish, A. Engler, and R. W. Kraemer, Phys. Rev., D ;Vol/Issue20:7 (1979), D. K. Bhattacharjee, Phys. Rev., D41, 9 (1990)

[30] Fermilab Proposal No.422 Scientific Spokesman: A. Fridman Centre De Recherches Nucleaires de Strasbourg Groupe des Chambres a Bulles a Hydrogene, France (1975)

[31] M.T. Hagan, Menhaj M.B, IEEE Trans Neural Networks 6:861–7 (1994)

[32] El-Sayed El-dahshan, A. Radi. Cent. Eur. J. Phys. 9(3), 874-883 (2011)

[33] S. Y. El-Bakry, El-Sayed El-dahshan, M. Y. El-Bakry. Ind. J. Phys., 85 (9), 1405-1413 (2011)

[34] S. Y. El-Bakry, El-Sayed El-dahshan, S. Al-Awfi and M. Y. El-Bakry. ILNouvo Cimento, 125B (10), (2010)

[35] El-Sayed El-dahshan, A. Radi and M. Y. El-Bakry. Int. J. Mod. Phys. C, 20(11), 1817-825 (2009).

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