Skip to main content

2019 | OriginalPaper | Buchkapitel

5. Statistical Modelling of Selective Laser Melting of Cellular Lattice Structures

verfasst von : Dr. Swee Leong Sing

Erschienen in: Selective Laser Melting of Novel Titanium-Tantalum Alloy as Orthopaedic Biomaterial

Verlag: Springer Singapore

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

search-config
loading …

Abstract

The design freedom from selective laser melting (SLM) comes with associated complexity. Statistical modelling allows an inexpensive method in analysing the key factors in influencing the SLM parts quality and mechanical properties. The use of design of experiments (DOE) techniques such as the regression analysis and statistical analysis using the analysis of variance (ANOVA) is shown to be useful approaches to study the effect of many parameters in SLM fabrication of cellular lattice structures.

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!

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!

Literatur
1.
Zurück zum Zitat N. Read, W. Wang, K. Essa, M.M. Attallah, Selective laser melting of AlSi10 Mg alloy: Process optimisation and mechanical properties development. Mater. Des. 65, 417–424 (2015)CrossRef N. Read, W. Wang, K. Essa, M.M. Attallah, Selective laser melting of AlSi10 Mg alloy: Process optimisation and mechanical properties development. Mater. Des. 65, 417–424 (2015)CrossRef
2.
Zurück zum Zitat C. Yan, L. Hao, A. Hussein, D. Raymont, Evaluations of cellular lattice structures manufactured using selective laser melting. Int. J. Mach. Tools Manuf. 62, 32–38 (2012)CrossRef C. Yan, L. Hao, A. Hussein, D. Raymont, Evaluations of cellular lattice structures manufactured using selective laser melting. Int. J. Mach. Tools Manuf. 62, 32–38 (2012)CrossRef
3.
Zurück zum Zitat C. Yan, L. Hao, A. Hussein, P. Young, D. Raymont, Advanced lightweight 316L stainless steel cellular lattice structures fabricated via selective laser melting. Mater. Des. 55, 533–541 (2014)CrossRef C. Yan, L. Hao, A. Hussein, P. Young, D. Raymont, Advanced lightweight 316L stainless steel cellular lattice structures fabricated via selective laser melting. Mater. Des. 55, 533–541 (2014)CrossRef
4.
Zurück zum Zitat S. Van Bael, G. Kerckhofs, M. Moesen, G. Pyka, J. Schrooten, J.P. Kruth, Micro-CT-based improvement of geometrical and mechanical controllability of selective laser melted Ti6Al4V porous structures. Mater. Sci. Eng. A 528, 7423–7431 (2011)CrossRef S. Van Bael, G. Kerckhofs, M. Moesen, G. Pyka, J. Schrooten, J.P. Kruth, Micro-CT-based improvement of geometrical and mechanical controllability of selective laser melted Ti6Al4V porous structures. Mater. Sci. Eng. A 528, 7423–7431 (2011)CrossRef
5.
Zurück zum Zitat C.Y. Lin, T. Wirtz, F. LaMarca, S.J. Hollister, Structural and mechanical evaluations of a topology optimized titanium interbody fusion cage fabricated by selective laser melting process. J. Biomed. Mater. Res. Part A 83, 272–279 (2007)CrossRef C.Y. Lin, T. Wirtz, F. LaMarca, S.J. Hollister, Structural and mechanical evaluations of a topology optimized titanium interbody fusion cage fabricated by selective laser melting process. J. Biomed. Mater. Res. Part A 83, 272–279 (2007)CrossRef
6.
Zurück zum Zitat A. Garg, K. Tai, M.M. Savalani, State-of-the-art in empirical modelling of rapid prototyping processes. Rapid Prototyp. J. 20, 164–178 (2014)CrossRef A. Garg, K. Tai, M.M. Savalani, State-of-the-art in empirical modelling of rapid prototyping processes. Rapid Prototyp. J. 20, 164–178 (2014)CrossRef
7.
Zurück zum Zitat C.P. Paul, S.K. Mishra, C.H. Premsingh, P. Bhargava, P. Tiwari, L.M. Kukreja, Studies on laser rapid manufacturing of cross-thin-walled porous structures of Inconel 625. Int. J. Adv. Manuf. Technol. 61, 757–770 (2012)CrossRef C.P. Paul, S.K. Mishra, C.H. Premsingh, P. Bhargava, P. Tiwari, L.M. Kukreja, Studies on laser rapid manufacturing of cross-thin-walled porous structures of Inconel 625. Int. J. Adv. Manuf. Technol. 61, 757–770 (2012)CrossRef
8.
Zurück zum Zitat S. Negi, S. Dhiman, R.K. Sharma, Determining the effect of sintering conditions on mechanical properties of laser sintered glass filled polyamide parts using RSM. Measurement 68, 205–218 (2015)CrossRef S. Negi, S. Dhiman, R.K. Sharma, Determining the effect of sintering conditions on mechanical properties of laser sintered glass filled polyamide parts using RSM. Measurement 68, 205–218 (2015)CrossRef
9.
Zurück zum Zitat D.K. Pattanayak, A. Fukuda, T. Matsushita, M. Takemoto, S. Fujibayashi, K. Sasaki, N. Nishida, T. Nakamura, T. Kokubo, Bioactive Ti metal analogous to human cancellous bone: Fabrication by selective laser melting and chemical treatments. Acta Biomaterialia 7, 1398–1406 (2011)CrossRef D.K. Pattanayak, A. Fukuda, T. Matsushita, M. Takemoto, S. Fujibayashi, K. Sasaki, N. Nishida, T. Nakamura, T. Kokubo, Bioactive Ti metal analogous to human cancellous bone: Fabrication by selective laser melting and chemical treatments. Acta Biomaterialia 7, 1398–1406 (2011)CrossRef
10.
Zurück zum Zitat D.C. Montgomery, Design and Analysis of Experiments, 7th edn. (Wiley, New York, 2009) D.C. Montgomery, Design and Analysis of Experiments, 7th edn. (Wiley, New York, 2009)
11.
Zurück zum Zitat L.E. Loh, C.K. Chua, W.Y. Yeong, J. Song, M. Mapar, S.L. Sing, Z.H. Liu, D.Q. Zhang, Numerical investigation and an effective modelling on the Selective Laser Melting (SLM) process with aluminium alloy 6061. Int. J. Heat Mass Transf. 80, 288–300 (2015)CrossRef L.E. Loh, C.K. Chua, W.Y. Yeong, J. Song, M. Mapar, S.L. Sing, Z.H. Liu, D.Q. Zhang, Numerical investigation and an effective modelling on the Selective Laser Melting (SLM) process with aluminium alloy 6061. Int. J. Heat Mass Transf. 80, 288–300 (2015)CrossRef
12.
Zurück zum Zitat S. Tsopanos, R.A.W. Mines, S. Mckown, Y. Shen, W.J. Cantwell, C.J. Sutcliffe, The influence of processing parameters on the mechanical properties of selectively laser melted stainless steel microlattice structures. J. Manuf. Sci. Eng. 132, 041011–041011–041012 (2010)CrossRef S. Tsopanos, R.A.W. Mines, S. Mckown, Y. Shen, W.J. Cantwell, C.J. Sutcliffe, The influence of processing parameters on the mechanical properties of selectively laser melted stainless steel microlattice structures. J. Manuf. Sci. Eng. 132, 041011–041011–041012 (2010)CrossRef
13.
Zurück zum Zitat I. Yadroitsev, P. Bertrand, I. Smurov, Parametric analysis of selective laser melting process. Appl. Surf. Sci. 253, 8064–8069 (2007)CrossRef I. Yadroitsev, P. Bertrand, I. Smurov, Parametric analysis of selective laser melting process. Appl. Surf. Sci. 253, 8064–8069 (2007)CrossRef
14.
Zurück zum Zitat L. Yadroitsev, I. Shishkovsky, P. Bertrand, I. Smurov, Manufacutring of fine-structured 3D porous filter elements by selective laser melting. Appl. Surf. Sci. 255, 5523–5527 (2009)CrossRef L. Yadroitsev, I. Shishkovsky, P. Bertrand, I. Smurov, Manufacutring of fine-structured 3D porous filter elements by selective laser melting. Appl. Surf. Sci. 255, 5523–5527 (2009)CrossRef
15.
Zurück zum Zitat L. Yadroitsev, L. Thivillon, P. Bertrand, I. Smurov, Strategy of manufacturing components with designed internal structure by selective laser melting of metallic powder. Appl. Surf. Sci. 254, 980–983 (2007)CrossRef L. Yadroitsev, L. Thivillon, P. Bertrand, I. Smurov, Strategy of manufacturing components with designed internal structure by selective laser melting of metallic powder. Appl. Surf. Sci. 254, 980–983 (2007)CrossRef
16.
Zurück zum Zitat I.S. Kim, K.J. Son, Y.S. Yang, P.K.D.V. Yaragada, Sensitivity analysis for process parameters in GMA welding processes using a factorial design method. Int. J. Mach. Tools Manuf. 43, 763–769 (2003)CrossRef I.S. Kim, K.J. Son, Y.S. Yang, P.K.D.V. Yaragada, Sensitivity analysis for process parameters in GMA welding processes using a factorial design method. Int. J. Mach. Tools Manuf. 43, 763–769 (2003)CrossRef
17.
Zurück zum Zitat S. Karaoğlua, A. Seçgin, Sensitivity analysis of submerged arc welding process parameters. J. Mater. Process. Technol. 202, 500–507 (2008)CrossRef S. Karaoğlua, A. Seçgin, Sensitivity analysis of submerged arc welding process parameters. J. Mater. Process. Technol. 202, 500–507 (2008)CrossRef
18.
Zurück zum Zitat Y.M. Wang, J.Y. Huang, T. Jiao, Y.T. Zhu, A.V. Hamza, Abnormal strain hardening in nanostructured titanium at high strain rates and large strains. J. Mater. Sci. 42, 1751–1756 (2007)CrossRef Y.M. Wang, J.Y. Huang, T. Jiao, Y.T. Zhu, A.V. Hamza, Abnormal strain hardening in nanostructured titanium at high strain rates and large strains. J. Mater. Sci. 42, 1751–1756 (2007)CrossRef
19.
Zurück zum Zitat D.R. Chichili, K.T. Ramesh, K.J. Hemker, The high strain-rate response of alpha-titanium: experiments, deformation mechanisms and modeling. Acta Mater. 46, 1025–1043 (1998)CrossRef D.R. Chichili, K.T. Ramesh, K.J. Hemker, The high strain-rate response of alpha-titanium: experiments, deformation mechanisms and modeling. Acta Mater. 46, 1025–1043 (1998)CrossRef
20.
Zurück zum Zitat N.P. Gurao, R. Kapoor, S. Suwas, Deformation behavior of commercially pure titanium at extreme strain rates. Acta Materialia 59, 3431–3446 (2011)CrossRef N.P. Gurao, R. Kapoor, S. Suwas, Deformation behavior of commercially pure titanium at extreme strain rates. Acta Materialia 59, 3431–3446 (2011)CrossRef
21.
Zurück zum Zitat J. Zhang, H. Di, Y. Deng, R.D.K. Misra, Effect of martensite morphology and volume fraction on strain hardening and fracture behavior of martensite-ferrite dual phase steel. Mater. Sci. Eng. A 627, 230–240 (2015)CrossRef J. Zhang, H. Di, Y. Deng, R.D.K. Misra, Effect of martensite morphology and volume fraction on strain hardening and fracture behavior of martensite-ferrite dual phase steel. Mater. Sci. Eng. A 627, 230–240 (2015)CrossRef
22.
Zurück zum Zitat S. Nemat-Nasser, W.G. Guo, J.Y. Cheng, Mechanical properties and deformation mechanisms of a commercially pure titanium. Acta Materialia 47, 3705–3720 (1999)CrossRef S. Nemat-Nasser, W.G. Guo, J.Y. Cheng, Mechanical properties and deformation mechanisms of a commercially pure titanium. Acta Materialia 47, 3705–3720 (1999)CrossRef
23.
Zurück zum Zitat P.K.Z. Zysset, X.E. Guo, C.E. Hoffler, K.E. Moore, S.A. Goldstein, Elastic modulus and hardness of cortical and trabecular bone lamellae measured by nanoindentation in the human femur. J. Biomech. 32, 1005–1012 (1999)CrossRef P.K.Z. Zysset, X.E. Guo, C.E. Hoffler, K.E. Moore, S.A. Goldstein, Elastic modulus and hardness of cortical and trabecular bone lamellae measured by nanoindentation in the human femur. J. Biomech. 32, 1005–1012 (1999)CrossRef
24.
Zurück zum Zitat B. Piotrowski, A.A. Baptista, E. Patoor, P. Bravetti, A. Eberhardt, P. Laheurte, Interaction of bone-dental implant with new ultra low modulus alloy using a numerical approach. Mater. Sci. Eng.: C 38, 151–160 (2014)CrossRef B. Piotrowski, A.A. Baptista, E. Patoor, P. Bravetti, A. Eberhardt, P. Laheurte, Interaction of bone-dental implant with new ultra low modulus alloy using a numerical approach. Mater. Sci. Eng.: C 38, 151–160 (2014)CrossRef
25.
Zurück zum Zitat L.J. Gibson, M.F. Ashby, Cellular Solids: Structures and Properties, 2nd edn. (Cambridge University Press, New York, 1997)CrossRef L.J. Gibson, M.F. Ashby, Cellular Solids: Structures and Properties, 2nd edn. (Cambridge University Press, New York, 1997)CrossRef
26.
Zurück zum Zitat X.Y. Cheng, S.J. Li, L.E. Murr, Z.B. Zhang, Y.L. Hao, R. Yang, F. Medina, R.B. Wicker, Compression deformation behavior of Ti-6Al-4 V alloy with cellular structures fabricated by electron beam melting. J. Mech. Behav. Biomed. Mater. 16, 153–162 (2012)CrossRef X.Y. Cheng, S.J. Li, L.E. Murr, Z.B. Zhang, Y.L. Hao, R. Yang, F. Medina, R.B. Wicker, Compression deformation behavior of Ti-6Al-4 V alloy with cellular structures fabricated by electron beam melting. J. Mech. Behav. Biomed. Mater. 16, 153–162 (2012)CrossRef
Metadaten
Titel
Statistical Modelling of Selective Laser Melting of Cellular Lattice Structures
verfasst von
Dr. Swee Leong Sing
Copyright-Jahr
2019
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-13-2724-7_5

    Marktübersichten

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