Stationary solution of the ring-spinning balloon in zero air drag using a RBFN based mesh-free method
Article
Article Title | Stationary solution of the ring-spinning balloon in zero air drag using a RBFN based mesh-free method |
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ERA Journal ID | 36381 |
Article Category | Article |
Authors | Tran, Canh-Dung (Author), Phillips, David G. (Author) and Fraser, W. Barrie (Author) |
Journal Title | Journal of the Textile Institute |
Journal Citation | 101 (2), pp. 101-110 |
Number of Pages | 10 |
Year | 2010 |
Place of Publication | United Kingdom |
ISSN | 0039-8357 |
0040-5000 | |
0368-4482 | |
1754-2340 | |
Digital Object Identifier (DOI) | https://doi.org/10.1080/00405000802273632 |
Web Address (URL) | https://www.tandfonline.com/doi/full/10.1080/00405000802273632 |
Abstract | A technique for numerical analysis of the dynamics of the ring-spinning balloon based on the Radial Basis Function Networks (RBFNs) is presented in this paper. This method uses a 'universal approximator' based on neural network methodology to solve the differential governing equations which are derived from the conditions of the dynamic equilibrium of the yarn to determine the shape of balloon yarn. The method needs only a coarse finite collocation points without any finite element-type discretisation of the domain and its boundary for numerical solution of the governing differential equations. This paper will report a first assessment of the validity and efficiency of the present mesh-less method in predicting the balloon shape across a wide range of spinning conditions. |
Keywords | ring-spinning balloon; differential governing equations; neural networks; radial basis function networks (RBFNs) |
ANZSRC Field of Research 2020 | 490302. Numerical analysis |
401408. Manufacturing processes and technologies (excl. textiles) | |
490105. Dynamical systems in applications | |
Public Notes | File reproduced in accordance with the copyright policy of the publisher/author. |
Byline Affiliations | Commonwealth Scientific and Industrial Research Organisation (CSIRO), Australia |
University of Sydney | |
Institution of Origin | University of Southern Queensland |
https://research.usq.edu.au/item/q078z/stationary-solution-of-the-ring-spinning-balloon-in-zero-air-drag-using-a-rbfn-based-mesh-free-method
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