懸垂燃焼試験の高速度イメージングと畳み込みニューラルネットワークを用いた調合銅精鉱小塊の燃焼挙動の分類解析

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Published inJournal of MMIJ Vol. 140; no. 10; p. 144
Main Authors 夏井, 俊悟, 後藤, 優子, 高橋, 純一, 埜上, 洋
Format Journal Article
LanguageJapanese
Published 一般社団法人 資源・素材学会 01.10.2024
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ISSN1881-6118
1884-0450
DOI10.2473/journalofmmij.MMIJ-2024-006

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Author 後藤, 優子
埜上, 洋
夏井, 俊悟
高橋, 純一
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  fullname: 後藤, 優子
  organization: 正会員 住友金属鉱山株式会社 技術本部 数理解析技術部
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  fullname: 高橋, 純一
  organization: 正会員 住友金属鉱山株式会社 技術本部 新居浜研究所
– sequence: 1
  fullname: 埜上, 洋
  organization: 東北大学 多元物質科学研究所 プロセスシステム工学研究部門 教授
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41 D. Shishin, S.A. Decterov: Calphad., 38 (2012), 59–70.
5 E. Burger, D. Bourgarit, V. Frotté, and F. Pilon: J. Therm. Anal. Calorimetry, 103 (1),(2011), pp. 249–256.
14 X. Wan, L. Shen, A. Jokilaakso, H. Eriç, and P. Taskinen: Min. Process. Extract. Metall.Rev.: 42 (2021), 231–241.
19 P. Taskinen, A. Jokilaakso, D. Lindberg and J. Xia: Min. Proc. Extract. Metall., 129 (2),(2020), 207–220.
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3 J. P. Jylhä, N. A. Khan, and A. Jokilaakso: Processes, 8 (4), (2020), 485.
References_xml – reference: 36 M. Lin, Q. Chen, S. Yan: arXiv preprint arXiv: (2013), 1312.4400.
– reference: 30 S. Natsui, Y. Goto, J. Takahashi, H. Nogami: Chem. Eng. Sci., 276 (2023) 118822.
– reference: 22 E. H. Zaim and S. H. Mansouri: Proceedings of the Institution of Mechanical Engineers,Part E: J. Process Mech. Eng., 231 (2), (2017), 119–130.
– reference: 25 A. Jokilaakso, R. Suominen, P. Taskinen, K. Lilius: Process Mineralogy, InternationalSymposium on Applied Mineralogy, Montreal, 1990 IX. TMS, Warrendale Pennsylvania,359–378.
– reference: 40 H. Johto, H.M. Henao, E. Jak, P. Taskinen: Metall. Mater. Trans. B, 44 (6) (2013), 1364–1370.
– reference: 46 M. Perez-Tello, H.Y. Sohn, P.J. Smith: Metall. Mater. Trans. B., 32 (2001), 869–886.
– reference: 2 Z. Zivkovic, P. Djordjevic, and N. Mitevska: Min., Metall. Explor., 37 (1), (2020), pp.267–275.
– reference: 41 D. Shishin, S.A. Decterov: Calphad., 38 (2012), 59–70.
– reference: 32 Y. LeCun, Y. Bengio, G. Hinton: Nature, 521 (2015), 436–444.
– reference: 42 Z. Wang, W. Xu, Y. Li, Z. Zhao, F. Jie, G. Zeng, J. Lei, H. Liu, Y. Wang, H. Liu, Y. Wang:Colloids Surf. A: Physicochem. Eng. Aspects., 638 (2022), 128264.
– reference: 29 S. Natsui, I. Nishimura, A. Ito, H. Nogami: Chem. Eng. Sci., 267 (2023), 118355.
– reference: 39 S. Ueda, K. Yamaguchi, Y. Takeda: Mater. Trans., 49 (2008), 572–578
– reference: 9 S. A. Kvyatkovskii, E. A. Sit’ko, B. M. Sukurov, and B. A. Omіrzakov: Metallurgist, 63 (9),(2020), 1094–1104.
– reference: 35 D. P. Kingma, J. Ba: arXiv preprint arXiv: (2014), 1412.6980.
– reference: 31 K. Simonyan and A.Zisserman: arXiv Preprint ArXiv, (2014), 1409.1556.
– reference: 4 M. Bacedoni, I. Moreno-Ventas, and G. Ríos: Metals, 10 (9), (2020), 1229.
– reference: 21 N. Kemori, W. T. Denholm and H. Kurokawa: Metall. Mater. Trans. B, 20 (3), (1989),327–336.
– reference: 17 Y. Sasaki, Y. Mori: Journal of MMIJ, 125 (2009), 121–128.
– reference: 26 A. Jokilaakso, R. Suominen, P. Taskinen, K. Lilius: Trans IMM Section C, 100 (2), C79–C90.
– reference: 33 N. Srivastava, G. Hinton, A. Krizhevsky, I. Sutskever, R. Salakhutdinov: J. Mach. Learn.Res., 15 (2014), 1929.
– reference: 1 The Organizing Committee, 2022. Preface. Copper. In the. Proceedings of the Copper 2022International Conference, 1: Economics, Markets and Applications 2022. Santiago, Chile,pp. 5–6.
– reference: 8 S. Zhou, X. Guo, B. Tian, B. Li, and Y. Wei: Metals, 11 (1), (2021), 19.
– reference: 45 Y. Goto, S. Kawanishi, S. Natsui, J. Takahashi, H. Nogami: Metall. Mater. Trans. B, (2024),in press. https://doi.org/10.1007/s11663-024-03063-9
– reference: 19 P. Taskinen, A. Jokilaakso, D. Lindberg and J. Xia: Min. Proc. Extract. Metall., 129 (2),(2020), 207–220.
– reference: 3 J. P. Jylhä, N. A. Khan, and A. Jokilaakso: Processes, 8 (4), (2020), 485.
– reference: 6 E. N. Selivanov, R. I. Gulyaeva, N. I. Sel’menskikh, and V. V. Belyaev: Russ. Metall.(Metally), 2017 (3), (2017), 163–169.
– reference: 12 K. Choi, S. Kim, M. Kim, and H. Park: Metall. Mater. Trans. B, 50 (3), (2019), 1300–1308.
– reference: 34 He, K., Zhang, X., Ren, S., & Sun, J. (2015). Delving deep into rectifiers: Surpassing humanlevelperformance on imagenet classification. In Proceedings of the IEEE internationalconference on computer vision (pp. 1026–1034).
– reference: 14 X. Wan, L. Shen, A. Jokilaakso, H. Eriç, and P. Taskinen: Min. Process. Extract. Metall.Rev.: 42 (2021), 231–241.
– reference: 15 G. Li, H. Cheng, X. Xiong, X. Lu, C. Xu, C. Lu, X. Zou, Q. Xu: Scientific reports 7 (1),(2017), 3212.
– reference: 23 N. Rajabi, M. Ghodrat, and M. Moghiman: Int. J. Envir. Sci. Technol., 18 (2021), 2925–2936.
– reference: 27 R. Suominen, A. Jokilaakso, P. Taskinen, K. Lilius: Scandinavian J. Metall., 23 (1), (1994),30–36.
– reference: 7 A. Mitovski, N. Štrbac, M. Sokić, M. Kragović, and V. Grekulović: Metall. Mater. Eng.,23 (3), (2017), 267–280.
– reference: 43 Q. M. Wang, S. S. Wang, M. Tian, D.X. Tang, Q.H. Tian, X.Y. Guo: Int. J. Miner. Metall.Mater., 26 (2019), 301–308.
– reference: 37 R. R. Selvaraju, M. Cogswell, A. Das, R. Vedantam, D. Parikh, D. Batra: Proceedings ofthe IEEE international conference on computer vision, (2017), 618–626.
– reference: 16 M. White, R. Haywood, D. J. Ranasinghe, and S. Chen: Proceedings of the EleventhInternational Conference on CFD in the Minerals and Process Industries, Melbourne,Australia (2015, December), 7–9.
– reference: 10 H. Zhang, Y. Wang, Y. He, S. Xu, B. Hu, H. Cao, J. Zhou and G. Zheng: Miner. Eng., 160 (2021), 106661.
– reference: 11 M. Marín, C. Toro, L. Arias, and E. Balladares: IEEE Access, 7 (2019), 103346–103353.
– reference: 38 A. Kitakaze: Memories of the Faculty of Engineering. Yamaguchi University. 223-(76)44,(2017), 68.
– reference: 44 Z. Wang, Z. Zhao, L. Zhang, F. Liu, B. Peng, L. Chai, D. Liu, D. Liu, T. Wang, H. Liu, Y.Liang: J. Hazard. Mater., 364 (2019), 488–498.
– reference: 13 M. Vázquez, I. Moreno-Ventas, I. Raposo, A. Palma, and M. J. Díaz: Min. Metall. Explor.,37 (2020), 923–932.
– reference: 28 H. Takebe, Y. Takahashi, T. Okura: J. Sustain. Metall. 5, (2019), 210–218.
– reference: 18 Y. Sasaki, Y. Mori, T. Miura, and H. Aoki: J. MMIJ, 125, (2009), 129–134.
– reference: 24 N. Nishioka, T. Kai, H. Okamoto, H. Takebe: Journal of MMIJ, 138 (12), (2022), 170–178.
– reference: 5 E. Burger, D. Bourgarit, V. Frotté, and F. Pilon: J. Therm. Anal. Calorimetry, 103 (1),(2011), pp. 249–256.
– reference: 20 P. C. Chaubal, H. Y. Sohn, D. B. George and L. K. Bailey: Metall. Trans. B, 20 (1), (1989),39–51.
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SubjectTerms convolutional neural network (CNN)
懸垂燃焼試験
調合
銅精鉱
高速度イメージング
Title 懸垂燃焼試験の高速度イメージングと畳み込みニューラルネットワークを用いた調合銅精鉱小塊の燃焼挙動の分類解析
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