Optimum Design Using Genetic Algorithm and Discrete-element Method: Application to Vibration Feeder Design for E-waste Recycling Automation
This study is an engineering application of an optimum design approach using the discrete element method (DEM) and a genetic algorithm (GA) which is one of the most commonly used evolutionary computation algorithms. The three-dimensional shapes of waste electrical and electronic equipment (WEEE) wer...
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| Published in | Resources Processing Vol. 69; no. 3; pp. 133 - 141 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Kyoto
The Resources Processing Society of Japan
2023
Japan Science and Technology Agency |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1348-6012 1349-9262 1349-9262 |
| DOI | 10.4144/rpsj.69.133 |
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| Abstract | This study is an engineering application of an optimum design approach using the discrete element method (DEM) and a genetic algorithm (GA) which is one of the most commonly used evolutionary computation algorithms. The three-dimensional shapes of waste electrical and electronic equipment (WEEE) were directly applied in a DEM simulation. The DEM-GA simulation was applied to design the tray set on a single-item feeder for recycling WEEEs; as a result, we obtained the left-right asymmetrical tray shape. Moreover, unlike conventional symmetrical trays, the asymmetrical shape induced complex side forces to prevent clogging and to untangle any clogs that had formed. We manufactured a zig-zag type asymmetrical tray and examined its feeding performance. Finally, we confirmed that the asymmetrical tray was more effective to prevent the feeding stop when compared to the symmetrical tray. |
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| AbstractList | This study is an engineering application of an optimum design approach using the discrete element method (DEM) and a genetic algorithm (GA) which is one of the most commonly used evolutionary computation algorithms. The three-dimensional shapes of waste electrical and electronic equipment (WEEE) were directly applied in a DEM simulation. The DEM-GA simulation was applied to design the tray set on a single-item feeder for recycling WEEEs; as a result, we obtained the left-right asymmetrical tray shape. Moreover, unlike conventional symmetrical trays, the asymmetrical shape induced complex side forces to prevent clogging and to untangle any clogs that had formed. We manufactured a zig-zag type asymmetrical tray and examined its feeding performance. Finally, we confirmed that the asymmetrical tray was more effective to prevent the feeding stop when compared to the symmetrical tray. |
| Author | KATAGIRI, Jun HAYASHI, Naohito UEDA, Takao KOYANAKA, Shigeki |
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| Cites_doi | 10.7551/mitpress/1090.001.0001 10.1016/0020-7225(79)90078-8 10.1007/s00158-021-02982-4 10.1016/j.wasman.2019.03.065 10.1007/s00158-005-0596-z 10.1145/142920.134011 10.1007/s10035-012-0359-7 10.1016/j.wasman.2018.06.024 10.1680/geot.1979.29.1.47 10.1016/j.wasman.2016.08.004 10.2208/jscejam.72.49 10.2320/matertrans.M-M2020817 10.2320/matertrans.M-M2021806 10.1038/nature04801 10.1002/fld.1770 |
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| References_xml | – reference: 4. M. Kaya: Waste Management, 57, pp. 64–90 (2016) – reference: 19. J. Katagiri and S. Koyanaka: Mater. Trans., 61, pp. 1158–1163 (2020) – reference: 1. C. Baldé, V. Forti, V. Gray, R. Kuehr, P. Stegmann: Tech. rep., United Nations University (UNU), International Telecommunication Union (ITU) & International Solid Waste Association (ISWA), Bonn/Geneva/Vienna. (2017) (accessed 2018-09-20) – reference: 6. N. Hayashi, S. Koyanaka, T. Oki: Waste Management, 88, pp. 337–346 (2019) – reference: 2. J. Hlosta, D. Žurovec, M. Kratochvil, J. Botula, J. Zegzulka: Inzynieria Miner., pp. 159–164 (2017) – reference: 10. K. Kanatani: Int. J. Eng. Sci., 17, pp. 419–432 (1979) – reference: 7. T. Kondoh, T. Matsumori, A. Kawamoto: Trans. of the Japan Soc. of Mech. Eng. Ser. B, 76, pp. 1152–1161 (2011) – reference: 20. J. Katagiri, T. Ueda, N. Hayashi, S. Koyanaka: Mater. Trans., 62, pp. 551–556 (2021) – reference: 12. H.A. Janssen: Vereins Deutsch Ing., 39, pp. 1045–1049 (1895) – reference: 13. P.A. Cundall and O.D.L. Strack: Géotechnique, 29, pp. 47–65 (1979) – reference: 5. B.A. Wills and T.J. Napier-Munn: Wills’ Mineral Processing Technology 7th edition (Butterworth-Hinemann, 2007) – reference: 11. P. Jop, Y. Forterre, O. Pouliquen: Nature, 441, pp. 727–730 (2006) – reference: 9. S. Nishiwaki, K. Izui, N. Kikuchi: Topology Optimization, (Maruzen Co. Ltd. 2013) – reference: 23. J. Duran: Physics of Granular Media (Springer, Dordrecht, 1998) – reference: 24. F. Vivanco, S. Rica, F. Melo: Granul. Mat., 14, pp. 563–576 (2012) – reference: 17. J.H. Holland: Adaptation in Natural and Artificial Systems (MIT Press, 1992) – reference: 21. H. Furuta and H. Sugimoto: Application of genetic algorithm to structural engineering POD version (Morikita Co. Ltd., 2011) – reference: 16. T. Ueda, J. Katagiri, T. Oki, S. Koyanaka: Struct. Multidiscip. Optim., 64, pp. 2763–2771 (2021) – reference: 22. H. Sakaguchi, T. Igarashi, I. Aoki: The Science reports of Faculty of Agriculture, Kobe University, 21, pp. 73–80 (1994) – reference: 14. R. Balevicius, R. Kacianauskas, Z. Mroz, I. Sielamowicz: Struct. Multidiscip. Optim., 31, pp. 163–175 (2006) – reference: 18. H. Hoppe, T. DeRose, T. Duchamp, J. McDonald, W. Stuetzle: Proc. of SIGGRAPH, pp. 19–26 (1993) – reference: 3. Y. Tsunazawa, S. Hisatomi, S. Murakami, C. Tokoro: Waste Management, 78, pp. 474–482 (2018) – reference: 8. C. Othmer: Int. J. Numer. Methods Fluids, 58, pp. 861–877 (2008) – reference: 15. J. Katagiri and H. Saomoto: J. Japan Society of Civil Engineers Ser. A2, 72, pp. 49–57 (2016) – ident: 2 – ident: 17 doi: 10.7551/mitpress/1090.001.0001 – ident: 10 doi: 10.1016/0020-7225(79)90078-8 – ident: 16 doi: 10.1007/s00158-021-02982-4 – ident: 6 doi: 10.1016/j.wasman.2019.03.065 – ident: 5 – ident: 1 – ident: 12 – ident: 14 doi: 10.1007/s00158-005-0596-z – ident: 18 doi: 10.1145/142920.134011 – ident: 24 doi: 10.1007/s10035-012-0359-7 – ident: 3 doi: 10.1016/j.wasman.2018.06.024 – ident: 13 doi: 10.1680/geot.1979.29.1.47 – ident: 4 doi: 10.1016/j.wasman.2016.08.004 – ident: 15 doi: 10.2208/jscejam.72.49 – ident: 19 doi: 10.2320/matertrans.M-M2020817 – ident: 20 doi: 10.2320/matertrans.M-M2021806 – ident: 11 doi: 10.1038/nature04801 – ident: 9 – ident: 7 – ident: 21 – ident: 8 doi: 10.1002/fld.1770 – ident: 22 – ident: 23 |
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| SubjectTerms | Algorithms Asymmetry Asymmetry tray Automation Design Design for recycling Discrete element method Electronic equipment Electronic waste Evolutionary algorithms Evolutionary computation Genetic algorithms Optimum design method Recycling Trays Vibration feeder Waste electrical and electronic equipment Waste recycling |
| Title | Optimum Design Using Genetic Algorithm and Discrete-element Method: Application to Vibration Feeder Design for E-waste Recycling Automation |
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