Skip to main content
Fachgebiete
Automobil + Motoren Bauwesen + Immobilien Business IT + Informatik Elektrotechnik + Elektronik Energie + Nachhaltigkeit Finance + Banking Management + Führung Marketing + Vertrieb Maschinenbau + Werkstoffe Versicherung + Risiko
DE
EN
Bücher
Zeitschriften
Themenseiten
Organisationspsychologie Projektmanagement Marketing Smart Manufacturing
Weitere Formate
Podcasts Webinare Technik Webinare Wirtschaft Kongresse Veranstaltungskalender Awards
Jetzt Einzelzugang starten
Zugang für Unternehmen
Referenzkunden
SLX-Digitalkonferenz: Zukunftswerkstatt 2024

Mehr Umsatz mit Top-Kontakten

Am 7. Mai erfahren Sie, wie Vertriebsteams Leadgenerierung, Leadnurturing und Leadstrategien effizient steuern können.
Erweiterte Suche
Anmelden
nach oben
Metallurgical and Materials Transactions B
Erschienen in: Metallurgical and Materials Transactions B 1/2021

20.11.2020 | Communication

Machine Learning on Contact Angles of Liquid Metals and Solid Oxides

verfasst von: Li Zuo, Peiyuan Ni, Toshihiro Tanaka, Ying Li

Erschienen in: Metallurgical and Materials Transactions B | Ausgabe 1/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

An improved neural network model was developed in this paper to predict the contact angles of 15 metals and 14 solid oxides. The model shows a good performance that predictions are generally within 15 pct deviation from the experimental data. Predictions on 25 test data shows the maximum deviation smaller than 10 pct. Therefore, the developed model is a universal model with a good accuracy, which is useful for material science and manufacturing field.
Vorheriger Artikel Ferrosilicon-Based Calcium Treatment of Aluminum-Killed and Silicomanganese-Killed Steels
Nächster Artikel Tundish Process Performance Parameters and Their Direct Estimation from a New, Plant Measurement-Based Formalism

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Jetzt informieren
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Mukai K, Yuan Z (2000) Mater. Trans. JIM 41:338-345.
2.
[2] K. Sasai: ISIJ Int., 2016, vol.56, pp. 1013-1022.
3.
[3] K. Nogi, N. Iwamoto, K. Ogino: Trans. JWRI, 1991, vol.20, pp. 165-171.
4.
[4] Y. Okazaki, H. Ishida, K. Suenaga and T. Hidaka: Welding Int., 2012, vol.26, pp. 593-600.
5.
[5] E. Saiz, R.M. Cannon and A.P. Tomsia: Annu. Rev. Mater. Res., 2008, vol.38, pp. 197-226.
6.
[6]J. Li: Mater. Chem. and Physics, 1997, vol.47, pp. 126-145.
7.
[7]F. Valenza, M.L. Muolo, A. Passerone, A.M. Glaeser: J. Eur. Ceram. Soc., 2013, vol.33, pp. 539-547.
8.
[8] I. Villarreal, C. Jacobson, A. Leming, Y. Matus, S. Visco, L. De Jonghe: Solid State Lett., 2003, vol.6, pp.178-179.
9.
[9] I.A. Fisher, A.T. Bell: J. Catal., 1998, vol.178, pp. 153-173.
10.
[10] N.P. Padture, M. Gell, E.H. Jordan: Science, 2002, vol.296, pp. 280-284.
11.
[11] J.E. McDonald and J.G. Eberhart: Trans. Metall. Soc. AIME, 1965, vol.233, pp. 512-517.
12.
[12] M. Hanao, M. Kawamoto, T. Tanaka and M. Nakamoto: ISIJ Int., 2006, vol.46, pp. 346-351.
13.
[13] M. Nakamoto, M. Hanao, T. Tanaka, M. Kawamoto, L. Holappa, M. Hämäläinen: ISIJ Int., 2007, vol.47, pp. 1075-1081.
14.
[14] J. Yeon, P. Ni, M. Nakamoto, T. Tanaka: Calphad, 2019, vol.64, pp.267-271.
15.
[15] P. Ni, H. Goto, M. Nakamoto, T. Tanaka: ISIJ Int., 2020, vol.60, pp.1586-1595.
16.
[16] K. Ogino, K. Nogi and Y. Koshida: Tetsu-to-Hagané, 1973, vol.59, pp. 1380-1387.
17.
[17] K. Ogino, A. Adachi and K. Nogi: Tetsu-to-Hagané, 1973, vol.59, pp. 1237-1244.
18.
[18] K. Ogino, K. Nogi and O. Yamase: Tetsu-to-Hagané, 1980, vol.66, pp. 179-185.
19.
[19] K. Nogi and K. Ogino: Can. Metall. Q., 1983, vol.22, pp. 19-28.
20.
[20] K. Ogino, K. Nogi and S. Kinashi: Tetsu-to-Hagané, 1974, vol.60, S124.
21.
[21] K. Ogino, H. Taimatsu and F. Nakatani: J. Jpn. Inst. Met., 1982, vol.46, pp. 957-962.
22.
[22] K. Ogino, H. Taimatsu and F. Nakatani: J. Jpn. Inst. Met., 1982, vol.46, pp. 1049-1054.
23.
[23] H. Taimatsu, K. Ogino and F. Nakatani: J. Jpn. Inst. Met., 1986, vol.50, pp. 176-180.
24.
[24] K. Ogino and K. Nogi: Tetsu-to-Hagané, 1986, vol.73, S112.
25.
[25] K. Nogi, K. Ogino and T. Kurachi: Tetsu-to-Hagané, 1988, vol.74, pp. 648-655.
26.
[26] K. Ogino and H. Taimatsu: J. Jpn. Inst. Met., 1979, vol.43, pp. 871-876.
27.
[27] K. Nogi, K. Oishi and K. Ogino: J. Jpn. Inst. Met., 1988, vol.52, pp. 72-78.
28.
[28] H. Taimatsu, M. Abe, F. Nakatani and K. Ogino: J. Jpn. Inst. Met., 1985, vol.49, pp. 523-528.
29.
[29] K. Nogi, H. Takeda and K. Ogino: J. Jpn. Inst. Met., 1989, vol.53, pp. 927-935.
30.
[30] K. Nogi and K. Ogino: J. High Temp. Soc., 1989, vol.15, pp. 204-09.
31.
[31] K. Nogi and K. Ogino: J. High Temp. Soc., 1990, vol.16, pp. 20-26.
32.
[32] K. Nogi and K. Ogino: Taikabutsu (Refractories), 1989, vol.41, pp. 27-31.
33.
[33] P. Shen, H. Fujii and K. Nogi: J. Mater. Res., 2005, vol.20, pp. 940-951.
34.
[34] J.-H. Lee, H. Ishimura and T. Tanaka: Scr. Mater., 2006, vol.54, pp. 1369-1373.
35.
[35] S.-Y. Cho and J.-H. Lee: Kor. J. Mater. Res., 2008, vol.18, pp. 18-21.
36.
[36] T. Yoshikawa, K. Motosugi, T. Tanaka and M. Ueda: Tetsu-to-Hagané, 2011, vol.97, pp. 361-368.
37.
[37] K. Mukai, H. Sakao and K. Sano: J. Jpn. Inst. Met., 1967, vol.31, pp. 923-928.
38.
[38] N. Takiuchi, T. Taniguchi, N. Shinozaki and K. Mukai: J. Jpn. Inst. Met., 1991, vol.55, pp. 44-49.
39.
[39] N. Takiuchi, T. Taniguchi, Y. Tanaka, N. Shinozaki and K. Mukai: J. Jpn. Inst. Met., 1991, vol.55, pp. 180-185.
40.
[40] K. Nakashima, K. Takihira, K. Mori and N. Shinozaki: J. Jpn. Inst. Met., 1991, vol.55, pp. 1199-1206.
41.
[41] N. Shinozaki, N. Echida, K. Mukai, Y. Takahashi and Y. Tanaka: Tetsu-to-Hagané, 1994, vol.80, pp. 748-753.
42.
[42] N. Shinozaki, H. Mizuguchi, K. Mukai: J. Jpn. Inst. Met., 1998, vol.62, pp. 1177-1182.
43.
H. Matsumoto, M. R. Locatelli, K. Nakashima, A. M. Glaeser and K. Mori: Mater. Trans. JIM, 1995, 36, 555-564.
44.
[44] K. Nakashima, H. Matsumoto and K. Mori: Acta Mater., 2000, vol.48, pp. 4677-4681.
45.
[45] M. Kishimoto, K. Mori and Y. Kawai: J. Jpn. Inst. Met., 1984, vol.48 pp. 413-417.
46.
[46] K. Aratani, and Y. Tamai: J. Ceram. Assoc. Jpn., 1981, vol.89, pp. 480-487.
47.
[47] V. N. Eremenko, Yu. V. Naidich and A. A. Nosonovich: Russ. J. Phys. Chem., 1960, vol.34, pp. 566-568.
48.
V. N. Eremenko: The Role of Surface Phenomena in Metallurgy, ed. By V. N. Eremenko, Consultation Bureau, New York, 1963, pp. 1–8.
49.
[49] V. N. Eremenko, V. I. Nizhenko and L. I. Sklyarenko: Pow. Metall. Met. Ceram., 1965, vol.4, pp. 372-376.
50.
[50] Yu. V. Naidich: Kontaktnie IavleniaνMetallicheskikh Rasplabakh, Part III Wettability of Refractry Oxides metallic melt, Naukova Dumka, Kiev, 1972, p. 62.
51.
[51] Yu. V. Naidich and V. S. Zhuravlev: Refr. Ind. Ceram., 1974, vol.15, pp. 55-60.
52.
[52] Ju. V. Naidich, V. S. Zhuravljov and N. I. Frumia: J. Mater. Sci., 1990, vol.25, pp. 1895-1990.
53.
A. V. Durov, V. Yu, B. D. Kostyuk: J. Mater. Sci. 2005, 40, 2173-2178.
54.
O. V. Durov, T. V. Sydorenko: Proc. Symp. A “Advanced composite materials: technologies, properties, applications” in E-MRS Fall Meeting 2012, Ukrainian Materials Research Society, Ukraine (2012), 121.
55.
[55] A. V. Durov: Pow. Metall. Met. Ceram., 2011, vol.50, pp. 552-556.
56.
[56] M. Humenik and W. D. Kingery: J. Amer. Ceram. Soc., 1954, vol.37, pp. 18-23.
57.
[57] C. R. Manning Jr. and R. F. Stoops: J. Amer. Ceram. Soc., 1968, vol.51, pp. 415-419.
58.
[58] S. Nakano and M. Ohtani: J. Jpn. Inst. Met., 1970, vol.34, pp. 562-567.
59.
[59] P. Nikolopoulos, S. Nazare and F. Thummler: J. Nucl. Mater., 1977, vol.71, pp. 89-94.
60.
[60] P. Nikolopoulos and G. Ondracek: J. Nucl. Mater., 1981, vol.98, pp. 306-312.
61.
[61] P. Nikolopoulos and S. Agathopoulos: J. Euro. Ceram. Soc., 1992, vol.10, pp. 415-424.
62.
[62] P. Nikolopoulos: J. Mater. Sci., 1985, vol.20, pp. 3993-4000.
63.
G. Angelopoulos, P. Nikolopoulos, and U. Jauch: Mater. Sci. Eng. Tech. 1988, 19, 168-172.
64.
[64] P. Nikolopoulos, D. Sotiropolou: J. Mater. Sci. Lett., 1987, vol.6, pp. 1429-1430.
65.
[65] D. Sotiropoulou and P. Nikolopoulos: J. Mater. Sci., 1993, vol.28, pp. 356-360.
66.
[66] A. Tsoga and P. Nikolopoulos: J. Mater. Sci., 1996, vol.31, pp. 5409-5413.
67.
[67] G. Triantafyllou, G. N. Angelopoulos and P. Nikolopoulos: J. Mater. Sci., 2010, vol.45, pp. 2015-2022.
68.
N.F. Gregorenko, A.I. Stegny, I.E. Kasich-Pilipenko, Yu.V. Naidich and V.V. Pasichny: Proc. 1st Int. Conf. High Temperature Capillarity, 1995, pp. 123–27.
69.
T. E. Orien and A. C. D. Chaklader: J. Am. Ceram. Soc. 1974, 57, 329-332.
70.
[70] H. Taimatsu, T. Tani and H. Kaneko: J. Mater. Sci., 1996, vol.31, pp. 6383-6387.
71.
[71] B. C. Allen and W. D. Kingery: Trans. Metall. Soc. AIME, 1959, vol.215, pp. 30-37.
72.
[72] J. G. Dhu, W. S. Chien and B. S. Chiou: J. Mater. Sci. Lett., 1989, vol.8, pp. 405-408.
73.
[73] D. H. Bradhurst and A. S. Buchanan: J. Phys. Chem., 1959, vol.63, pp. 1486-1488.
74.
S. I. Popel, L. A. Smirnov, B. V. Tsarevskii, N. K. Dzhemilev and A. I. Pastukhov: Iz. Akad. Nauk. SSSR Metal, 1965, pp. 62–67, (in Russian).
75.
[75] I. Jimbo and A. W. Cramb: ISIJ Int., 1992, vol.32 pp. 26-35.
76.
[76] H. Shibata, X. Jiang, M. Valdez and A. W. Cramb: Metall. Mater. Trans. B, 2004, vol.35B, pp. 179-181.
77.
R. Sangiorgi, A. Passerone and R. Minisini: Surf Interfaces Ceram Ceram Metal Syst, 1986, 14, 445.
78.
R. Sangiorgi, M. L. Muolo and N. Eustathopoulos: Proc. 1st Int. Conf. on High Temp. Capillarity, Bratislava, 1995, pp. 148–54.
79.
[79] V. Merlin, N. Eustathopoulos: J. Mater. Sci., 1995, vol.30, pp. 3619-3624.
80.
[80] P. Kritsalis, J. G. Li, L. Coudurier and N. Eustathopoulos: J. Mater. Sci. Lett., 1990, vol.9, pp. 1332-1335.
81.
[81] M. L. Muolo, F. Valena, A. Passerone and D. Passerone: Mater. Sci. Eng. A, 2008, vol.495, pp. 153-158.
82.
[82] I. Rivollet, D. Chatain, and N. Eustathopoulos: Acta Metall., 1987, vol.35, pp. 835-844.
83.
[83] V. Ghetta, J. Fouletier and D. Chatain: Acta Mater., 1996, vol.44, pp. 1927-1936.
84.
[84] V. de Jonghe, D. Chatain, I. Rivollet and N. Eustathopoulos: J. Chim. Phys., 1990, vol.87, pp. 1623-1645.
85.
J.-G. Li: Scripta Metall. Mater. 1993, 30, 337-342.
86.
[86] J-G. Li and J. Gao: Mater. Lett., 2006, vol.60, pp. 1323-1326.
87.
[87] E. N. Hodkin: J. Nucl. Mater., 1981, vol.97, pp. 27-32.
88.
[88] S. Barzilai, M. Aizenshtein, E. Shapiro-Tsoref, N. Froumin and N. Frage: Int. J. Adh. Adh., 2007, vol.27, pp. 358-361.
89.
E. L. Dubinin, S. G. Gushchin, A. I. Timofeev and L. V. Uzberg: Nonferr. Metall. 1976, 5, 151-152.
90.
[90] S. G. Gushchin, N. A. Vatolin, E. L. Dubinin and A. I. Timofeev: Refr. Ind. Ceram., 1977, vol.18, pp. 739-741.
91.
D.T. Livey and P. Murray: in ‘Warmefeste und Korrosionbestandige Sinterwerkstoffe, 2. PLANSEE SEMINAR’, Reut-Tyrol., 1956, pp. 375–404.
92.
[92] R. Sangiorgi, M. L. Muolo, D. Chatain and N. Eustathopoulos: J. Amer. Ceram. Soc., 1988, vol.71, pp. 742-748.
93.
[93] I. Rivollet, D. Chatain and N. Eustathopolus: J. Mater. Sci., 1990, vol.25, pp. 3179-3185.
94.
[94] S. P. Mehrotra and A. C. D. Chaklader: Metall. Trans., 1985, vol.16B, pp. 567-575.
95.
[95] G. Levi, C. Scheu and W. Kaplan: Interface Sci., 2001, vol.9, pp. 213-220.
96.
[96] U. M. Ahmad and L. E. Murr: J. Mater. Sci., 1976, vol.11, pp. 224-230.
97.
[97] A. J. McEvoy, R. H. Williams and I. G. Higginbotham: J. Mater. Sci., 1976, vol.11, pp. 297-302.
98.
[98] C. S. Kanetkar, A. S. Kacar and D. M. Stefanscu: Metall. Trans. A, 1988, vol.19, pp. 1833-1839.
99.
[99] D. Chatain, F. Chabert, V. Ghetta and J. Fouletier: J. Amer. Ceram. Soc., 1993, vol.76, pp. 1568-1576.
100.
[100] D. Chatain, F. Chabert, V. Ghetta and J. Fouletier: J. Amer. Ceram. Soc., 1994, vol.77, pp. 197-201.
101.
[101] M. Diemer, A. Neubrand, K. P. Trumble and J. Rödel: J. Amer. Ceram. Soc., 1999, vol.82, pp. 2825-2832.
102.
[102] B. van Muu, H.-W. Fenzke, G. Neuhof: Neue Hütte, 1984, vol.29, pp. 128-130.
103.
[103] C. Xuan, H. Shibata, S. Sukenaga, P. G. Jönsson, K. Nakajima: ISIJ Int., 2015, vol.55, pp. 1882-1890.
104.
[104] N. Kaiser, A. Cröll, F. R. Szofran, S. D. Cobb and K. W. Benz: J. Cryst. Growth, 2001, vol.231, pp. 448-457.
105.
[105] A. I. Timofeev and V. P. Chentsov: Russ. J. Phys. Chem. A, 2015, vol.89, pp. 114-118.
106.
P. Nicolopoulos and G. Ondracek: “Verbundwerkstoffe” (Deutsche Gesellschaft für Metallkunde (DGM), Oberursel, 1981), p. 391.
107.
[107] M. Ueki, M. Naka and I. Okamoto: J. Mater. Sci. Lett., 1986, vol.5, pp. 1261-1262.
108.
[108] K. Nogi, M. Tsujimoto, K. Ogino and N. Iwamoto: Acta Metall. Mater., 1992, vol.40, pp. 1045-1050.
109.
[109] J. J. Brennan and J. A. Park: J. Amer. Ceram. Soc., 1968, vol.51, pp. 569-573.
110.
[110] P. Kritsalis, V. Merlin, L. Coudurier and N. Eustathopoulos: Acta. Metal. Mater., 1992, vol.40, pp. 1167-1175.
111.
[111] D. Chatain, I. Rivollet and N. Eustathopoulos: J. Chimie Physique, 1986, vol.83, pp. 561-567, (in French).
112.
[112] Z. Amondsrain, L. Kolbeinsen and J. L. Arana: ISIJ Int., 2011, vol.51, pp. 733-742.
113.
S. E. Volkov, V. A. Mchedlishvili and A. M. Samarin: USSR. Sci. Acad. 1963, 149, 1131-1133, (in Russian).
114.
[113] N. Sobczak, R. Nowak, R. Asthana and R. Rurgert: Scr. Mater., 2010, vol.62, pp. 949-954.
Metadaten
Titel
Machine Learning on Contact Angles of Liquid Metals and Solid Oxides
verfasst von
Li Zuo
Peiyuan Ni
Toshihiro Tanaka
Ying Li
Publikationsdatum
20.11.2020
Verlag
Springer US
Erschienen in
Metallurgical and Materials Transactions B / Ausgabe 1/2021
Print ISSN: 1073-5615
Elektronische ISSN: 1543-1916
DOI
https://doi.org/10.1007/s11663-020-02013-5

Weitere Artikel der Ausgabe 1/2021

Metallurgical and Materials Transactions B 1/2021 Zur Ausgabe

OriginalPaper

Numerical and Experimental Study of the Meniscus Vortex Core in a Water Model of Continuous Casting Mold

Brief Communication

Study on the Activity Interaction Coefficients of V in Fe-C-V Melts at 1873 K

OriginalPaper

Measurement of Air Entrainment During Pouring of an Aluminum Alloy

OriginalPaper

Effect of Ternary Basicity of Iron Ore-Fluxed Pellets on Melting and Softening Properties in a Blast Furnace

Original Research Article

High-Titanium Slag Preparation Process by Carbothermic Reduction of Ilmenite and Wet-Magnetic Separation

OriginalPaper

Changes of Effective Binary Diffusivity of Silica and Viscosity of Silicomanganese Slag in the Process of Reduction of MnO and SiO2

Premium Partner

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen. 

    Zur Marktübersicht
    Bildnachweise