Analysis of Radial Dependence of the Localized Magnetic Field using Artificial Neural Networks

• Authors: A. Isık , N. Isık
• Languages of publication: EN

Abstracts

EN

The measurements of the angular distributions of charged particles have a long history in atomic and molecular collision studies. To detect all electrons originating from collision has great importance in experimental studies. Due to the physical constraints of the experimental instruments, electrons in definite angles can be detected. Magnetic angle changer is designed to steer electrons scattered at undetectable angles. The magnetic angle changer is a source of the localized magnetic field. A well-controlled magnetic field in the interaction region changes the angles of the electron trajectories. In this study, artificial neural networks have been performed to obtain variation of the magnetic field strength as a function of radial distance calculated from boundary element method. A stringent quality filter is used for data to produce more robust artificial neural network based prediction. The results indicate that the well-trained artificial neural networks can predict the effect on the radial dependence of the localized magnetic field with tremendous precision. It is believed that this study will introduce a new insight into collision studies.

Keywords

EN

42.79.Fm; 07.05.Tp; 07.77.-n

Discipline

• 07.77.-n: Atomic, molecular, and charged-particle sources and detectors
• 42.79.Fm: Reflectors, beam splitters, and deflectors
• 07.05.Tp: Computer modeling and simulation

• Publisher: Institute of Physics, Polish Academy of Sciences
• Journal: Acta Physica Polonica A
• Year: 2017
• Volume: 131
• Issue: 1
• Pages: 32-33

Dates

published

2017-01

Contributors

author

A. Isık

• Mehmet Akif Ersoy University, Department of Computer Engineering, 15030 Burdur, Turkey

author

N. Isık

• Mehmet Akif Ersoy University, Department of Science Education, 15030 Burdur, Turkey

References

• [1] D. Cubric, D.B. Thompson, D.R. Cooper, G.C. King, F.H. Read, J. Phys. B At. Mol. Opt. Phys. 30, 857 (1997), doi: 10.1088/0953-4075/30/24/001
• [2] B. Mielewska, G.C. King, F.H. Read, M. Zubek, Chem. Phys. Lett. 311, 428 (1999), doi: 10.1016/S0009-2614(99)00866-0
• [3] H. Cho, H.S. Lee, Y.S. Park, Radiat. Phys. Chem. 68, 115 (2003), doi: 10.1016/S0969-806X(03)00265-2
• [4] A. Murray, M. Hussey, W. MacGillivray, G. King, AIP Conf. Proc. 811, 179 (2006), doi: 10.1063/1.2165641
• [5] L. Klosowski, M. Pivinski, D. Dziczek, K. Wisniewska, S. Chiwirot, Meas. Sci. Technol. 18, 3801 (2007), doi: 10.1088/0957-0233/18/12/015
• [6] M. Hussey, A.J. Murray, W. MacGillivray, G. King, N. Bowring, J. Phys. Conf. Ser. 88, 012061 (2007), doi: 10.1088/1742-6596/88/1/012061
• [7] M. Stevenson, B. Lohmann, J. Electron. Spectrosc. Relat. Phenom. 161, 31 (2007), doi: 10.1016/j.elspec.2007.02.030
• [8] M. Hussey, A.J. Murray, W. MacGillivray, G. King, J. Phys. B At. Mol. Opt. Phys. 41, 055202 (2008), doi: 10.1088/0953-4075/41/5/055202
• [9] F.H. Read, J.M. Channing, Rev. Sci. Instrum. 67, 2372 (1996), doi: 10.1063/1.1147004
• [10] B. Mielewska, Radiat. Phys. Chem. 76, 418 (2007), doi: 10.1016/j.radphyschem.2006.01.036
• [11] D. Cubric, D.J.L. Mercer, J.M. Channing, G.C. King, F.H. Read, J. Phys. B At. Mol. Opt. Phys. 32, 45 (1999), doi: 10.1088/0953-4075/32/3/027
• [12] A.H. Isik, Acta Phys. Pol. A 127, 1317 (2015), doi: 10.12693/APhysPolA.127.1317
• [13] A.H. Isik, Acta Phys. Pol. A 127, 1717 (2015), doi: 10.12693/APhysPolA.127.1717
• [14] N. Isik, Microsc. Microanal. 22, 458 (2016), doi: 10.1017/S1431927616000118
• [15] N. Isik, A.H. Isik, Acta Phys. Pol. A 129, 628 (2016), doi: 10.12693/APhysPolA.129.628
• [16] A.H. Isik, N. Isik, Acta Phys. Pol. A 129, 514 (2016), doi: 10.12693/APhysPolA.129.514

Identifiers

DOI

10.12693/APhysPolA.131.32