Preliminary modelling of solar quiet geomagnetic field average using non-linear autoregressive with Exogeneous Input (NARX) / M. H. Hashim ... [et al.]

Hashim, M. H. and Jusoh, M. H. and Burhanudin, K. and Yassin, I. M. and Hamid, N. S. A. and Radzi, Z. M. and Yoshikawa, A. (2022) Preliminary modelling of solar quiet geomagnetic field average using non-linear autoregressive with Exogeneous Input (NARX) / M. H. Hashim ... [et al.]. Journal of Mechanical Engineering (JMechE), 11 (1): 19. pp. 333-345. ISSN 1823-5514 ; 2550-164X

Abstract

This paper discusses geomagnetic field attempt modelling using an Artificial Neural Network (ANN). The local horizontal component of geomagnetic field data was collected on April 2011 (equinox) during a solar quiet day at recent solar cycle inclination-24 using the Magnetic Data Acquisition System (MAGDAS) in Langkawi, Malaysia, in the low latitude region. The calculated average values (mean) of the H component geomagnetic field variation during Equinox 2011 characterised the dominant geomagnetic field during that particular solar cycle. The difference in amplitude of maximum and minimum values shows a regular diurnal variation of the geomagnetic field during Sq in the low latitude region. The output training utilised these calculated mean values during the modelling attempt. Meanwhile, the input training utilised proton density, solar wind plasma speed, plasma flow pressure, and Interplanetary Magnetic Field (IMF) space data using Non-Linear Auto Regressive Input (NARX).

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
Hashim, M. H.
huzaimy@uitm.edu.my
Jusoh, M. H.
UNSPECIFIED
Burhanudin, K.
UNSPECIFIED
Yassin, I. M.
UNSPECIFIED
Hamid, N. S. A.
UNSPECIFIED
Radzi, Z. M.
UNSPECIFIED
Yoshikawa, A.
UNSPECIFIED
Subjects: Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Neural networks (Computer science)
Q Science > QC Physics > Geomagnetism
Divisions: Universiti Teknologi MARA, Shah Alam > College of Engineering
Journal or Publication Title: Journal of Mechanical Engineering (JMechE)
UiTM Journal Collections: UiTM Journal > Journal of Mechanical Engineering (JMechE)
ISSN: 1823-5514 ; 2550-164X
Volume: 11
Number: 1
Page Range: pp. 333-345
Keywords: Equatorial region, space weather, geomagnetic field
Date: November 2022
URI: https://ir.uitm.edu.my/id/eprint/84049
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