Cargando…
Genetic Algorithm-Based Optimization of Curved-Tube Nozzle Parameters for Rotating Spinning
This paper proposes an optimization paradigm for structure design of curved-tube nozzle based on genetic algorithm. First, the mathematical model is established to reveal the functional relationship between outlet power and the nozzle structure parameters. Second, genetic algorithms transform the op...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8678564/ https://www.ncbi.nlm.nih.gov/pubmed/34926426 http://dx.doi.org/10.3389/fbioe.2021.781614 |
_version_ | 1784616332311920640 |
---|---|
author | Li, Wenhui Liu, Kang Guo, Qinghua Zhang, Zhiming Ji, Qiaoling Wu, Zijun |
author_facet | Li, Wenhui Liu, Kang Guo, Qinghua Zhang, Zhiming Ji, Qiaoling Wu, Zijun |
author_sort | Li, Wenhui |
collection | PubMed |
description | This paper proposes an optimization paradigm for structure design of curved-tube nozzle based on genetic algorithm. First, the mathematical model is established to reveal the functional relationship between outlet power and the nozzle structure parameters. Second, genetic algorithms transform the optimization process of curved-tube nozzle into natural evolution and selection. It is found that curved-tube nozzle with bending angle of 10.8°, nozzle diameter of 0.5 mm, and curvature radius of 8 mm yields maximum outlet power. Finally, we compare the optimal result with simulations and experiments of the rotating spinning. It is found that optimized curved-tube nozzle can improve flow field distribution and reduce the jet instability, which is critical to obtain high-quality nanofibers. |
format | Online Article Text |
id | pubmed-8678564 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-86785642021-12-18 Genetic Algorithm-Based Optimization of Curved-Tube Nozzle Parameters for Rotating Spinning Li, Wenhui Liu, Kang Guo, Qinghua Zhang, Zhiming Ji, Qiaoling Wu, Zijun Front Bioeng Biotechnol Bioengineering and Biotechnology This paper proposes an optimization paradigm for structure design of curved-tube nozzle based on genetic algorithm. First, the mathematical model is established to reveal the functional relationship between outlet power and the nozzle structure parameters. Second, genetic algorithms transform the optimization process of curved-tube nozzle into natural evolution and selection. It is found that curved-tube nozzle with bending angle of 10.8°, nozzle diameter of 0.5 mm, and curvature radius of 8 mm yields maximum outlet power. Finally, we compare the optimal result with simulations and experiments of the rotating spinning. It is found that optimized curved-tube nozzle can improve flow field distribution and reduce the jet instability, which is critical to obtain high-quality nanofibers. Frontiers Media S.A. 2021-12-03 /pmc/articles/PMC8678564/ /pubmed/34926426 http://dx.doi.org/10.3389/fbioe.2021.781614 Text en Copyright © 2021 Li, Liu, Guo, Zhang, Ji and Wu. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Bioengineering and Biotechnology Li, Wenhui Liu, Kang Guo, Qinghua Zhang, Zhiming Ji, Qiaoling Wu, Zijun Genetic Algorithm-Based Optimization of Curved-Tube Nozzle Parameters for Rotating Spinning |
title | Genetic Algorithm-Based Optimization of Curved-Tube Nozzle Parameters for Rotating Spinning |
title_full | Genetic Algorithm-Based Optimization of Curved-Tube Nozzle Parameters for Rotating Spinning |
title_fullStr | Genetic Algorithm-Based Optimization of Curved-Tube Nozzle Parameters for Rotating Spinning |
title_full_unstemmed | Genetic Algorithm-Based Optimization of Curved-Tube Nozzle Parameters for Rotating Spinning |
title_short | Genetic Algorithm-Based Optimization of Curved-Tube Nozzle Parameters for Rotating Spinning |
title_sort | genetic algorithm-based optimization of curved-tube nozzle parameters for rotating spinning |
topic | Bioengineering and Biotechnology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8678564/ https://www.ncbi.nlm.nih.gov/pubmed/34926426 http://dx.doi.org/10.3389/fbioe.2021.781614 |
work_keys_str_mv | AT liwenhui geneticalgorithmbasedoptimizationofcurvedtubenozzleparametersforrotatingspinning AT liukang geneticalgorithmbasedoptimizationofcurvedtubenozzleparametersforrotatingspinning AT guoqinghua geneticalgorithmbasedoptimizationofcurvedtubenozzleparametersforrotatingspinning AT zhangzhiming geneticalgorithmbasedoptimizationofcurvedtubenozzleparametersforrotatingspinning AT jiqiaoling geneticalgorithmbasedoptimizationofcurvedtubenozzleparametersforrotatingspinning AT wuzijun geneticalgorithmbasedoptimizationofcurvedtubenozzleparametersforrotatingspinning |