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 A
Erschienen in: Metallurgical and Materials Transactions A 3/2013

01.03.2013

Neural Networks Relating Alloy Composition, Microstructure, and Tensile Properties of α/β-Processed TIMETAL 6-4

verfasst von: Peter C. Collins, Santhosh Koduri, Brian Welk, Jaimie Tiley, Hamish L. Fraser

Erschienen in: Metallurgical and Materials Transactions A | Ausgabe 3/2013

Einloggen

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

search-config
loading …

Abstract

Bayesian neural networks have been developed, which relate composition, microstructure, and tensile properties of the alloy TIMETAL 6-4 (nominal composition: Ti-6Al-4V (wt pct) after thermomechanical processing (TMP) in the two-phase (α + β)-phase field. The developed networks are able to make interpolative predictions of properties within the ranges of composition and microstructural features that are in the population of the database used for training and testing of the networks. In addition, the neural networks have been used to conduct virtual experiments which permit the functional dependencies of properties on composition and microstructural features to be determined. In this way, it is shown that in the microstructural condition resulting from TMP in the two-phase (α + β) phase field, the most significant contribution to strength is from solid solution strengthening, with microstructural features apparently influencing the balance of a number of properties.
Vorheriger Artikel Kinetics of Martensite Formation in Substitutional Fe-Al Alloys: Dilatometric Analysis
Nächster Artikel Influence of Microstructural Length Scale on the Strength and Annealing Behavior of Pearlite, Bainite, and Martensite

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
Literatur
1.
J.C. Williams and M.J. Blackburn: Trans. Q., 1967. vol. 60, pp. 373–83.
2.
J.C. Williams and E.A. Starke: The Role of Thermomechanical Processing in Tailoring the Properties of Aluminum and Titanium Alloys. in ASM. Metals/Materials Technology Series, 1982.
3.
E.W. Collings: The Physical Metallurgy of Titanium Alloys. ASM Series in Metal Processing, H.L. Gegel, ed., American Society for Metals, Metals Park, OH, 1984.
4.
G. Lütjering: Proceedings, 9th World Titanium Conference, China, 1998, pp. 1–19.
5.
R. Boyer, G. Welsch, E.W. Collings: Materials Properties Handbook: Titanium Alloys, ASM International, Materials Park, OH, 1994.
6.
P.A. Blenkinshop, W.J. Evans, and H.M. Flower, eds.: Titanium’95: Science and Technology, Proceedings of the 8th World Conference on Titanium, The Institute of Materials, London, U.K., 1996.
7.
8.
9.
G. Lütjering, J. Albrecht, and O.M. Ivasishin: Titanium’95: Science and Technology, Proceedings of the 8th World Conference on Titanium, The Institute of Materials, London, U.K., 1996.
10.
O.M. Ivasishin and P.E. Markovsky: JOM, July 1996, pp. 48–52.
11.
R.R. Boyer and D.R. Wallem: Microstructure/Property Relationships of Titanium alloys, 1994, pp. 125–32.
12.
J. Allison, D. Backman, and L. Christodoulou: JOM, 2008, vol. 58, pp. 25–27.
13.
Committee on Integrated Computational Materials Engineering, National Research Council: Integrated Computational Materials Engineering: A Transformational Discipline for Improved Competitiveness and National Security, National Academies Press, 2008.
14.
Q. Chen, N. Ma, K. Wu, and Y. Wang: Scripta Mater., 2004, vol. 50, pp. 471–76.CrossRef
15.
Y. Wang, N. Ma, Q. Chen, F. Zhang, S.-L. Chen, and Y.A. Chang: JOM, 2005, vol. 57, pp. 32–39.CrossRef
16.
F. Zhang, S.L. Chen, Y.A. Chang, N. Ma, and Y. Wang: J. Phase Equilib. Diffus., 2007, vol. 28, pp. 115–20.CrossRef
17.
M. Yang, G. Wang, C Teng, DS Xu, J. Zhang, R. Yang, and Y. Wang: Acta Metall. Sinica, 2012, vol. 48, pp. 148–58.
18.
R. Shi, N. Ma, and Y. Wang: Acta Mater., 2012, vol. 60, pp. 4172–84.CrossRef
19.
D.J.C. MacKay: PhD Thesis, 1992, California Inst. of Tech., Pasadena, CA.
20.
21.
22.
23.
J. Jones, D.J.C. MacKay, and H.K.D.H. Bhadeshia: Proceedings of the 5th International Symposium on Advanced Materials, Pakistan, 1995, pp. 659–666.
24.
H. Fujii, D.J.C. MacKay, and H.K.D.H. Bhadeshia: ISIJ Int., 1996, vol. 36, pp. 1373–82.CrossRef
25.
T. Sourmail, H.K.D.H. Bhadeshia, and D.J.C. MacKay: Mater. Sci. Technol., 2002, vol. 18, pp. 655–63.CrossRef
26.
H.K.D.H. Bhadeshia, D.J.C. MacKay, and L.-E. Svensson: Mater. Sci. Technol., 1995, vol. 11, pp. 1046–51.
27.
A.Y. Badmos, H.K.D.H. Bhadeshia, and D.J.C. MacKay: Mater. Sci. Technol., 1998, vol. 14, pp. 793–809.CrossRef
28.
E.A. Metzbower, J.J. DeLoach, S.H. Lalam, and H.K.D.H. Bhadeshia: Mathematical Modelling of Weld Phenomena: VI. H. Cerjak and H.K.D.H. Bhadeshia, eds., Published by the Institute of Materials, Philadelphia, 2002, pp. 231–42.
29.
M. Muruganath and H.K.D.H. Bhadeshia: Mathematical Modelling of Weld Phenomena: VI. H. Cerjak and H.K.D.H. Bhadeshia, eds., Published by the Institute of Materials, Philadelphia, 2002, pp. 243–60.
30.
Y. H. Wei, H.K.D.H. Bhadeshia, and T. Sourmail: J. Mater. Sci. Technol., 2005, vol. 21, pp. 403–07.
31.
G.A. Cottrell, R. Kemp, H.K.D.H. Bhadeshia, G.R. Odette, and T. Yamamoto: J. Nucl. Mater., 2007, vols. 367–370, pp. 603–09.CrossRef
32.
R.C. Dimitriu, H.K.D.H. Bhadeshia, C. Fillon, and C. Poloni: Mater. Manuf. Process., 2009, vol. 24, pp. 10–15.CrossRef
33.
34.
S.Kar, T. Searles, E. Lee, G.B. Viswanathan, J. Tiley, R. Banerjee, and H.L. Fraser: Metall. Mater. Trans. A, 2006, vol. 37A, pp. 559–66.CrossRef
35.
G. Viswanathan, P.C. Collins, and H.L. Fraser, unpublished research, 2012.
36.
J.S. Tiley, Dissertation, 2002, The Ohio State University, Columbus, OH.
37.
Y. Sun, W. Zeng, Y. Han, Y. Zhao, G. Wang, M.S. Dargusch, and P. Guo: Mater. Sci. Eng. A, 2011, vol. 528, pp. 8757–64.CrossRef
38.
P.C. Collins, B. Welk, T. Searles, J. Tiley, J.C. Russ, and H.L. Fraser: Mater. Sci. Eng. A, 2009, vol. 508, pp. 174–82.CrossRef
39.
J. Russ and R. Dehoff: Practical Stereology, Kluwar Academic Publishers/Plenum Publishers, Dordrecht/New York, 2000.
40.
H.J.G. Gundersen, E.B. Jenson, and R. Osterby: J. Microscopy, 1978, vol. 113, p. 27.CrossRef
41.
P.C. Collins, S. Kar, T. Searles, S. Koduri, G.B. Viswanathan, J. Tiley, R. Banerjee, and H.L. Fraser: Proceedings of Frontiers in the Design of Materials (FDM-NMD-ATM), Chennai, 2006.
42.
S. Ankem, G.K. Scarr, I.L. Caplan, J.C. Williams, S. R. Seagle, and H.B. Bomberger: Proceedings of the Sixth World Conference on Titanium. les editions de physique, France, 1988.
Metadaten
Titel
Neural Networks Relating Alloy Composition, Microstructure, and Tensile Properties of α/β-Processed TIMETAL 6-4
verfasst von
Peter C. Collins
Santhosh Koduri
Brian Welk
Jaimie Tiley
Hamish L. Fraser
Publikationsdatum
01.03.2013
Verlag
Springer US
Erschienen in
Metallurgical and Materials Transactions A / Ausgabe 3/2013
Print ISSN: 1073-5623
Elektronische ISSN: 1543-1940
DOI
https://doi.org/10.1007/s11661-012-1498-5

Weitere Artikel der Ausgabe 3/2013

Metallurgical and Materials Transactions A 3/2013 Zur Ausgabe

Symposium: Environmental Damage in Structural Materials under Static/Dynamic Loads at Ambient Temperature

Effects of NaCl, pH, and Potential on the Static Creep Behavior of AA1100

Symposium: Environmental Damage in Structural Materials under Static/Dynamic Loads at Ambient Temperature

Mechanisms and Kinetics of Environmentally Assisted Cracking: Current Status, Issues, and Suggestions for Further Work

Symposium: Environmental Damage in Structural Materials Under Static/Dynamic Loads at Ambient Temperature

Evolution of Grain Boundary Precipitates in Al 7075 Upon Aging and Correlation with Stress Corrosion Cracking Behavior

OriginalPaper

Development and Design of Binder Systems for Titanium Metal Injection Molding: An Overview

OriginalPaper

Mass Transfer of Nickel-Base Alloy Covered Electrode During Shielded Metal Arc Welding

OriginalPaper

An Epitaxial Model for Heterogeneous Nucleation on Potent Substrates

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