Sing S L and Yeong W Y 2020 Laser powder bed fusion for metal additive manufacturing: perspectives on recent developments Virtual Phys. Prototyp. 15 359–70 |
Yin Y, Tan Q, Bermingham M, Mo N, Zhang J and Zhang M-X 2022 Laser additive manufacturing of steels Int. Mater. Rev. 67 487–573 |
Meiners W, Wissenbach K and Gasser A 1998 Shaped body especially prototype or replacement part production (F. G. F. (DE)) DE19649865 |
Li C X, Pisignano D, Zhao Y and Xue J J 2020 Advances in medical applications of additive manufacturing Engineering 6 1222–31 |
Omiyale B O, Olugbade T O, Abioye T E and Farayibi P K 2022 Wire arc additive manufacturing of aluminium alloys for aerospace and automotive applications: a review Mater. Sci. Technol. 38 391–408 |
Blakey-Milner B, Gradl P, Snedden G, Brooks M, Pitot J, Lopez E, Leary M, Berto F and du Plessis A 2021 Metal additive manufacturing in aerospace: a review Mater. Des. 209 110008 |
Gu D D, Shi X Y, Poprawe R, Bourell D L, Setchi R and Zhu J H 2021 Material-structure-performance integrated laser-metal additive manufacturing Science 372 932abg1487 |
Shao S, Khonsari M M, Guo S, Meng W J and Li N 2019 Overview: additive manufacturing enabled accelerated design of Ni-based alloys for improved fatigue life Addit. Manuf. 29 100779 |
Meng L, Zhang W H, Quan D L, Shi G H, Tang L, Hou Y L, Breitkopf P, Zhu J H and Gao T 2020 From topology optimization design to additive manufacturing: today’s success and tomorrow’s roadmap Arch. Comput. Methods Eng. 27 805–30 |
Plocher J and Panesar A 2019 Review on design and structural optimisation in additive manufacturing: towards next-generation lightweight structures Mater. Des. 183 108164 |
Snow Z, Nassar A R and Reutzel E W 2020 Invited review article: review of the formation and impact of flaws in powder bed fusion additive manufacturing Addit. Manuf. 36 101457 |
Herzog D, Seyda V, Wycisk E and Emmelmann C 2016 Additive manufacturing of metals Acta Mater. 117 371–92 |
Wei C, Zhang Z Z, Cheng D X, Sun Z, Zhu M H and Li L 2021 An overview of laser-based multiple metallic material additive manufacturing: from macro- to micro-scales Int. J. Extreme Manuf. 3 012003 |
Sing S L, Huang S, Goh G D, Goh G L, Tey C F, Tan J H K and Yeong W Y 2021 Emerging metallic systems for additive manufacturing: in-situ alloying and multi-metal processing in laser powder bed fusion Prog. Mater. Sci. 119 100795 |
DebRoy T, Wei H L, Zuback J S, Mukherjee T, Elmer J W, Milewski J O, Beese A M, Wilson-Heid A, De A and Zhang W 2018 Additive manufacturing of metallic components—process, structure and properties Prog. Mater. Sci. 92 112–224 |
Collins P C, Brice D A, Samimi P, Ghamarian I and Fraser H L 2016 Microstructural control of additively manufactured metallic materials Annu. Rev. Mater. Res.46 63–91 |
Tytko D, Choi P-P, Klöwer J, Inden G and Raabe D 2012 Microstructural evolution of a Ni-based superalloy (617B) at 700 ◦C studied by electron microscopy and atom probe tomography Acta Mater. 60 1731–40 |
Kontis P et al 2019 Atomic-scale grain boundary engineering to overcome hot-cracking in additively-manufactured superalloys Acta Mater. 177 209–21 |
Alipour S, Moridi A, Liou F and Emdadi A 2022 The trajectory of additively manufactured titanium alloys with superior mechanical properties and engineered microstructures Addit. Manuf. 60 10324 |
Kotadia H R, Gibbons G, Das A and Howes P D 2021 A review of laser powder bed fusion additive manufacturing of aluminium alloys: microstructure and properties Addit. Manuf. 46 102155 |
Shamsaei N, Yadollahi A, Bian L K and Thompson S M 2015 An overview of direct laser deposition for additive manufacturing; part II: mechanical behavior, process parameter optimization and control Addit. Manuf. 8 12–35 |
Mojumder S, Gan Z T, Li Y F, Al Amin A and Liu W K 2023 Linking process parameters with lack-of-fusion porosity for laser powder bed fusion metal additive manufacturing Addit. Manuf. 68 103500 |
Galati M and Iuliano L 2018 A literature review of powder-based electron beam melting focusing on numerical simulations Addit. Manuf. 19 1–20 |
Bayat M, Dong W, Thorborg J, To A C and Hattel J H 2021 A review of multi-scale and multi-physics simulations of metal additive manufacturing processes with focus on modeling strategies Addit. Manuf. 47 102278 |
Soundararajan B, Sofia D, Barletta D and Poletto M 2021 Review on modeling techniques for powder bed fusion processes based on physical principles Addit. Manuf. 47 102336 |
Dizon J R C, Espera A H, Chen Q Y and Advincula R C 2018 Mechanical characterization of 3D-printed polymers Addit. Manuf. 20 44–67 |
Zhang C, Zhu J K, Zheng H, Li H, Liu S and Cheng G J 2020 A review on microstructures and properties of high entropy alloys manufactured by selective laser melting Int. J. Extreme Manuf. 2 032003 |
Ojo O O and Taban E 2023 Post-processing treatments-microstructure-performance interrelationship of metal additive manufactured aerospace alloys: a review Mater. Sci. Technol. 39 1–41 |
Maleki E, Bagherifard S, Bandini M and Guagliano M 2021 Surface post-treatments for metal additive manufacturing: progress, challenges, and opportunities Addit. Manuf. 37 101619 |
Mu J R, Sun T T, Leung C L A, Oliveira J P, Wu Y, Wang H W and Wang H Z 2023 Application of electrochemical polishing in surface treatment of additively manufactured structures: a review Prog. Mater. Sci. 136 101109 |
Liu S Y and Shin Y C 2019 Additive manufacturing of Ti6Al4V alloy: a review Mater. Des. 164 107552 |
Tshephe T S, Akinwamide S O, Olevsky E and Olubambi P A 2022 Additive manufacturing of titanium-based alloys-a review of methods, properties, challenges, and prospects Heliyon 8 e09041 |
Sing S L 2022 Perspectives on additive manufacturing enabled beta-titanium alloys for biomedical applications Int. J. Bioprinting 8 1–8 |
Zhang L C and Attar H 2016 Selective laser melting of titanium alloys and titanium matrix composites for biomedical applications: a review Adv. Eng. Mater. 18 463–75 |
Zhang L C, Chen L Y, Zhou S F and Luo Z 2023 Powder bed fusion manufacturing of beta-type titanium alloys for biomedical implant applications: a review J. Alloys Compd. 936 168099 |
Aboulkhair N T, Simonelli M, Parry L, Ashcroft I, Tuck C and Hague R 2019 3D printing of aluminium alloys: additive manufacturing of aluminium alloys using selective laser melting Prog. Mater. Sci. 106 100578 |
Graybill B, Li M, Malawey D, Ma C, Alvarado-Orozco J M and Martinez-Franco E (ASME) 2018 Additive manufacturing of nickel-based superalloys 13th ASME Int. Manufacturing Science and Engineering Conf. (College Station, TX, 18–22 June 2018) (Manufacturing Engineering Division ASME) |
Mostafaei A et al 2023 Additive manufacturing of nickel-based superalloys: a state-of-the-art review on process-structure-defect-property relationship Prog. Mater. Sci. 136 101108 |
Bajaj P, Hariharan A, Kini A, Kurnsteiner P, Raabe D and Jagle E A 2020 Steels in additive manufacturing: a review of their microstructure and properties Mater. Sci. Eng. A 772 138633 |
Zhu Z, Chen C and Zhang M 2019 Research progress and prospect of laser additive manufacturing technique for magnesium alloy Laser Optoelectron. Prog. 56 1006–4125 |
Karunakaran R, Ortgies S, Tamayol A, Bobaru F and Sealy M P 2020 Additive manufacturing of magnesium alloys Bioact. Mater. 5 44–54 |
Sun J, Guo M, Shi K and Gu D 2022 Influence of powder morphology on laser absorption behavior and printability of nanoparticle-coated 90W-Ni-Fe powder during laser powder bed fusion Mater. Sci. Addit. Manuf. 1 11 |
Bartolomeu F, Buciumeanu M, Pinto E, Alves N, Carvalho O, Silva F S and Miranda G 2017 316L stainless steel mechanical and tribological behavior-a comparison between selective laser melting, hot pressing and conventional casting Addit. Manuf. 16 81–89 |
Li Z, Li H, Yin J, Li Y, Nie Z, Li X, You D, Guan K, Duan W and Cao L 2022 A review of spatter in laser powder bed fusion additive manufacturing: in situ detection, generation, effects, and countermeasures Micromachines 13 1366 |
Zhang W X, Hou W Y, Deike L and Arnold C 2022 Understanding the Rayleigh instability in humping phenomenon during laser powder bed fusion process Int. J. Extreme Manuf. 4 015201 |
Wang J S, Fang F Z, An H J, Wu S, Qi H M, Cai Y X and Guo G Y 2023 Laser machining fundamentals: micro, nano, atomic and close-to-atomic scales Int. J. Extreme Manuf. 5 012005 |
Rashed M G, Bhattacharyya D, Mines R A W, Saadatfar M, Xu A L, Ashraf M, Smith M and Hazell P J 2021 Enhancing the bond strength in the meta-crystal lattice of architected materials by harnessing the non-equilibrium solidification in metal additive manufacturing Addit. Manuf. 37 101682 |
Sun Z, Guo W and Li L 2020 Numerical modelling of heat transfer, mass transport and microstructure formation in a high deposition rate laser directed energy deposition process Addit. Manuf. 33 101175 |
Vilaro T, Colin C, Bartout J D, Naze L and Sennour M 2012 Microstructural and mechanical approaches of the selective laser melting process applied to a nickel-base superalloy Mater. Sci. Eng. A 534 446–51 |
Liu F, Lin X, Song M, Zhao W, Chen J and Huang W 2011 Effect of intermediate heat treatment temperature on microstructure and notch sensitivity of laser solid formed Inconel 718 superalloy J. Wuhan Univ. Technol. Mater. Sci. Ed. 26 908–13 |
Chlebus E, Gruber K, Ku´ znicka B, Kurzac J and Kurzynowski T 2015 Effect of heat treatment on the microstructure and mechanical properties of Inconel 718 processed by selective laser melting Mater. Sci. Eng. A 639 647–55 |
Khairallah S A, Anderson A T, Rubenchik A and King W E 2016 Laser powder-bed fusion additive manufacturing: physics of complex melt flow and formation mechanisms of pores, spatter, and denudation zones Acta Mater. 108 36–45 |
Zhang T, Huang Z, Yang T, Kong H, Luan J, Wang A, Wang D, Kuo W, Wang Y and Liu C-T 2021 In situ design of advanced titanium alloy with concentration modulations by additive manufacturing Science 374 478–82 |
Zhang F, Levine L E, Allen A J, Stoudt M R, Lindwall G, Lass E A, Williams M E, Idell Y and Campbell C E 2018 Effect of heat treatment on the microstructural evolution of a nickel-based superalloy additive-manufactured by laser powder bed fusion Acta Mater. 152 200–14 |
Bartlett J L and Li X D 2019 An overview of residual stresses in metal powder bed fusion Addit. Manuf. 27 131–49 |
Zhang J L, Gao J B, Song B, Zhang L J, Han C J, Cai C, Zhou K and Shi Y S 2021 A novel crack-free Ti-modified Al-Cu-Mg alloy designed for selective laser melting Addit. Manuf. 38 101829 |
Yadollahi A, Shamsaei N, Thompson S M, Elwany A and Bian L 2017 Effects of building orientation and heat treatment on fatigue behavior of selective laser melted 17-4 PH stainless steel Int. J. Fatigue 94 218–35 |
Panwisawas C, Tang Y B T and Reed R C 2020 Metal 3D printing as a disruptive technology for superalloys Nat. Commun. 11 2327 |
Qu M, Guo Q, Escano L I, Nabaa A, Hojjatzadeh S M H, Young Z A and Chen L J N C 2022 Controlling process instability for defect lean metal additive manufacturing Nat. Commun. 13 1–8 |
Carter L N, Attallah M M and Reed R C 2012 Laser powder bed fabrication of nickel-base superalloys: influence of parameters; characterisation, quantification and mitigation of cracking 12th Int. Symp. on Superalloys (Seven Springs, PA, 09–13 September 2012) (TMS S. M. Univ Birmingham and B. B. T. T. W. M. E. Mat) |
Wang N, Mokadem S, Rappaz M and Kurz W 2004 Solidification cracking of superalloy single- and bi-crystals Acta Mater. 52 3173–82 |
Farup I and Mo A 2000 Two-phase modeling of mushy zone parameters associated with hot tearing Metall. Mater. Trans. A 31 1461–72 |
Xu J H, Kontis P, Peng R L and Moverare J 2022 Modelling of additive manufacturability of nickel-based superalloys for laser powder bed fusion Acta Mater. 240 118307 |
Fu J, Li H, Song X and Fu M W 2022 Multi-scale defects in powder-based additively manufactured metals and alloys J. Mater. Sci. Technol. 122 165–99 |
Kou S 2003 USA welding metallurgy New Jersey 431 223–5 |
Ramirez A J and Lippold J C 2004 High temperature behavior of Ni-base weld metal—part I. Ductility and microstructural characterization Mater. Sci. Eng. A 380 259–71 |
Ramirez A J and Lippold J C 2004 High temperature behavior of Ni-base weld metal—part II–insight into the mechanism for ductility dip cracking Mater. Sci. Eng. A 380 245–58 |
Noecker F F and DuPont J N 2009 Metallurgical investigation into ductility dip cracking in Ni-based alloys: part II Weld. J. 88 62S–77S (available at: https://app.aws. org/wj/supplement/WJ_2009_03_s62.pdf) |
Martin J H, Yahata B D, Hundley J M, Mayer J A, Schaedler T A and Pollock T M 2017 3D printing of high-strength aluminium alloys Nature 549 365–9 |
Vrancken B, Thijs L, Kruth J P and Van Humbeeck J 2014 Microstructure and mechanical properties of a novel β titanium metallic composite by selective laser melting Acta Mater. 68 150–8 |
Zhang T and Liu C-T 2022 Design of titanium alloys by additive manufacturing: a critical review Adv. Powder Mater. 1 100014 |
Tang Y B T, Panwisawas C, Ghoussoub J N, Gong Y L, Clark J W G, Nemeth A A N, McCartney D G and Reed R C 2021 Alloys-by-design: application to new superalloys for additive manufacturing Acta Mater. 202 417–36 |
Zhang H Z, Xu M T, Liu Z D, Li C Y, Kumar P, Liu Z H and Zhang Y M 2021 Microstructure, surface quality, residual stress, fatigue behavior and damage mechanisms of selective laser melted 304L stainless steel considering building direction Addit. Manuf. 46 102147 |
Ghayoor M, Lee K, He Y J, Chang C H, Paul B K and Pasebani S 2020 Selective laser melting of 304L stainless steel: role of volumetric energy density on the microstructure, texture and mechanical properties Addit. Manuf. 32 101011 |
Wilson-Heid A E and Beese A M 2021 Combined effects of porosity and stress state on the failure behavior of laser powder bed fusion stainless steel 316L Addit. Manuf. 39 101862 |
Karthik G M, Kim E S, Sathiyamoorthi P, Zargaran A, Jeong S G, Xiong R, Kang S H, Cho J W and Kim H S 2021 Delayed deformation-induced martensite transformation and enhanced cryogenic tensile properties in laser additive manufactured 316L austenitic stainless steel Addit. Manuf. 47 102314 |
Sabooni S, Chabok A, Feng S C, Blaauw H, Pijper T C, Yang H J and Pei Y T 2021 Laser powder bed fusion of 17-4 PH stainless steel: a comparative study on the effect of heat treatment on the microstructure evolution and mechanical properties Addit. Manuf. 46 102176 |
Leo P, D’Ostuni S, Perulli P, Sastre M A C, Fernández-Abia A I and Barreiro J 2019 Analysis of microstructure and defects in 17-4 PH stainless steel sample manufactured by selective laser melting Proc. Manuf. 41 66–73 |
Wang L, Dong C F, Kong D C, Man C, Liang J X, Wang C J, Xiao K and Li X G 2020 Effect of manufacturing parameters on the mechanical and corrosion behavior of selective laser-melted 15-5PH stainless steel Steel Res. Int. 91 1900447 |
Nong X D and Zhou X L 2021 Effect of scanning strategy on the microstructure, texture, and mechanical properties of 15-5PH stainless steel processed by selective laser melting Mater. Charact. 174 111012 |
Saby Q, Buffiere J Y, Maire E, Joffre T, Bajolet J, Garabedian S, Vikner P and Boulnat X 2021 Laser powder bed fusion printability of cobalt-free steel powders for manufacturing injection molds Addit. Manuf. 44 102031 |
Mazur M, Brincat P, Leary M and Brandt M 2017 Numerical and experimental evaluation of a conformally cooled H13 steel injection mould manufactured with selective laser melting Int. J. Adv. Manuf. Technol. 93 881–900 |
Mutua J, Nakata S, Onda T and Chen Z C 2018 Optimization of selective laser melting parameters and influence of post heat treatment on microstructure and mechanical properties of maraging steel Mater. Des. 139 486–97 |
Mei X Y, Yan Y, Fu H D, Gao X D, Huang S Y and Qiao L J 2022 Effect of aging temperature on microstructure evolution and strengthening behavior of L-PBF 18Ni(300) maraging steel Addit. Manuf. 58 103071 |
Zhao X, Wei Q S, Song B, Liu Y, Luo X W, Wen S F and Shi Y S 2015 Fabrication and characterization of AISI 420 stainless steel using selective laser melting Mater. Manuf. Process. 30 1283–9 |
Narasimharaju S R, Zeng W H, See T L, Zhu Z C, Scott P, Jiang X and Lou S 2022 A comprehensive review on laser powder bed fusion of steels: processing, microstructure, defects and control methods, mechanical properties, current challenges and future trends J. Manuf. Process. 75 375–414 |
Alhassan M and Bashiru Y 2021 Carbon equivalent fundamentals in evaluating the weldability of microalloy and low alloy steels World J. Eng. Technol. 9 782–92 |
Sabzi H E, Maeng S, Liang X Z, Simonelli M, Aboulkhair N T and Rivera-Diaz-del-Castillo P E J 2020 Controlling crack formation and porosity in laser powder bed fusion: alloy design and process optimisation Addit. Manuf. 34 101360 |
Kim K S, Kim Y K and Lee K A 2022 Effect of repeated laser scanning on the microstructure evolution of carbon-bearing martensitic steel manufactured by laser powder bed fusion: quenching-partitioning drives carbon-stabilized austenite formation Addit. Manuf. 60 103262 |
Rajasekhar A 2015 Effect of welding process and post weld heat treatments on microstructure and mechanical properties of AISI 431 martensitic stainless steel Int. J. Tech. Res. Appl. 3 280–5 (available at: https://api. semanticscholar.org/CorpusID:138980572) |
Liu Y, Li A, Cheng X, Zhang S and Wang H 2016 Effects of heat treatment on microstructure and tensile properties of laser melting deposited AISI 431 martensitic stainless steel Mater. Sci. Eng. A 666 27–33 |
Stoll P, Spierings A, Wegener K, Polster S and Gebauer M 2016 SLM processing of 14 Ni (200 Grade) maraging steel DDMC 2016: Proc. 3rd Fraunhofer Direct Digital Manufacturing Conf. (https://doi.org/10.3929/ETHZ-A- 010802372) |
Kose C 2021 Dissimilar laser beam welding of AISI 420 martensitic stainless steel to AISI 2205 duplex stainless steel: effect of post-weld heat treatment on microstructure and mechanical properties J. Mater. Eng. Perform. 30 7417–48 |
Geenen K, Rottger A, Feld F and Theisen W 2019 Microstructure, mechanical, and tribological properties of M3:2 high-speed steel processed by selective laser melting, hot-isostatic pressing, and casting Addit. Manuf. 28 585–99 |
Yan J J, Zhou Y H, Gu R N, Zhang X M, Quach W M and Yan M 2019 A comprehensive study of steel powders (316L, H13, P20 and 18Ni300) for their selective laser melting additive manufacturing Metals 9 86 |
Guo P, Zou B, Huang C Z and Gao H B 2017 Study on microstructure, mechanical properties and machinability of efficiently additive manufactured AISI 316L stainless steel by high-power direct laser deposition J. Mater. Process. Technol. 240 12–22 |
Proebstle M, Neumeier S, Hopfenmueller J, Freund L P, Niendorf T, Schwarze D and Goeken M 2016 Superior creep strength of a nickel-based superalloy produced by selective laser melting Mater. Sci. Eng. A 674 299–307 |
Volpato G M, Tetzlaff U and Fredel M C 2022 A comprehensive literature review on laser powder bed fusion of Inconel superalloys Addit. Manuf. 55 102871 |
Jackson B 2018 GE aviation celebrates 30,000th 3D printed fuel nozzle (available at: https://3dprintingindustry.com/ news/ge-aviation-celebrates-30000th-3d-printed-fuelnozzle-141165/) |
Catchpole-Smith S, Aboulkhair N, Parry L, Tuck C, Ashcroft I A and Clare A 2017 Fractal scan strategies for selective laser melting of ‘unweldable’ nickel superalloys Addit. Manuf. 15 113–22 |
Haafkens M and Matthey J H 1982 A new approach to the weldability of nickel-base As-cast and power metallurgy superalloys Weld. J. 61 11 (available at: https://api. semanticscholar.org/CorpusID:134383112) |
Tomus D, Rometsch P A, Heilmaier M and Wu X H 2017 Effect of minor alloying elements on crack-formation characteristics of Hastelloy-X manufactured by selective laser melting Addit. Manuf. 16 65–72 |
Zhao Y A, Ma Z Q, Yu L M and Liu Y C 2023 New alloy design approach to inhibiting hot cracking in laser additive manufactured nickel-based superalloys Acta Mater. 247 118736 |
Markanday J 2022 Applications of alloy design to cracking resistance of additively manufactured Ni-based alloys Mater. Sci. Technol. 6 1–15 |
Gotelid S, Ma T R, Lyphout C, Vang J, Stalnacke E, Holmberg J, Hosseini S and Strondl A 2021 Effect of post-processing on microstructure and mechanical properties of alloy 718 fabricated using powder bed fusion additive manufacturing processes Rapid Prototyp. J. 27 1617–32 |
Javidrad H R and Salemi S 2020 Effect of the volume energy density and heat treatment on the defect, microstructure, and hardness of L-PBF Inconel 625 Metall. Mater. Trans. A 51 5880–91 |
Zhou W Z, Tian Y S, Tan Q B, Qiao S, Luo H, Zhu G L, Shu D and Sun B D 2022 Effect of carbon content on the microstructure, tensile properties and cracking susceptibility of IN738 superalloy processed by laser powder bed fusion Addit. Manuf. 58 103016 |
Christofidou K, Pang H, Li W, Pardhi Y, Jones C, Jones N and Stone H 2020 Microstructural control and optimization of Haynes 282 manufactured through laser powder bed fusion Superalloys 2020: Proc. 14th Int. Symposium on Superalloys (https://doi.org/10.1007/ 978-3-030-51834-9_99) |
Bauer T, Dawson K, Spierings A B and Wegener K 2015 Microstructure and mechanical characterisation of SLM processed Haynes® 230® Proc. 26th annual Int. Solid Freeform Fabrication Symposium (https://doi.org/ 10.3929/ethz-a-010584903) |
Zhang L, Li Y T, Zhang S and Zhang Q D 2021 Selective laser melting of IN738 superalloy with a low Mn plus Si content: effect of energy input on characteristics of molten pool, metallurgical defects, microstructures and mechanical properties Mater. Sci. Eng. A 826 141985 |
Marchese G, Parizia S, Saboori A, Manfredi D, Lombardi M, Fino P, Ugues D and Biamino S 2020 The influence of the process parameters on the densification and microstructure development of laser powder bed fused Inconel 939 Metals 10 882 |
Sanchez-Mata O, Wang X L, Muniz-Lerma J A, Shandiz M A, Gauvin R and Brochu M 2018 Fabrication of crack-free nickel-based superalloy considered non-weldable during laser powder bed fusion Materials 11 1288 |
Chakraborty A, Tangestani R, Muhammad W, Sabiston T, Masse J-P, Batmaz R, Wessman A and Martin E 2022 ´ Micro-cracking mechanism of RENE 108 thin-wall ´ components built by laser powder bed fusion additive manufacturing Mater. Today Commun. 30 103139 |
Peng K, Duan R, Liu Z, Lv X, Li Q, Zhao F, Wei B, Nong B and Wei S J M 2020 Cracking behavior of René 104 Nickel-based superalloy prepared by selective laser melting using different scanning strategies Materials 13 2149 |
Carter L N, Wang X, Read N, Khan R, Aristizabal M, Essa K and Attallah M M 2016 Process optimisation of selective laser melting using energy density model for nickel based superalloys Mater. Sci. Technol. 32 657–61 |
Ghoussoub J N, Tang Y T, Dick-Cleland W J B, Nemeth A A N, Gong Y L, McCartney D G, Cocks A C F and Reed R C 2022 On the influence of alloy composition on the additive manufacturability of Ni-based superalloys Metall. Mater. Trans. A 53 962–83 |
Chen Z, Chen S G, Wei Z Y, Zhang L J, Wei P, Lu B H, Zhang S Z and Xiang Y 2018 Anisotropy of nickel-based superalloy K418 fabricated by selective laser melting Prog. Nat. Sci. Mater. Int. 28 496–504 |
Asgari H, Baxter C, Hosseinkhani K and Mohammadi M 2017 On microstructure and mechanical properties of additively manufactured AlSi10Mg_200C using recycled powder Mater. Sci. Eng. 707 148–58 |
Buchbinder D, Schleifenbaum H, Heidrich S, Meiners W and Bültmann J 2011 High power selective laser melting (HP SLM) of aluminum parts Phys. Proc. 12 271–8 |
Stopyra W, Gruber K, Smolina I, Kurzynowski T and Kuznicka B 2020 Laser powder bed fusion of AA7075 alloy: influence of process parameters on porosity and hot cracking Addit. Manuf. 35 101270 |
Li G 2022 Development of High Strength Aluminum-Based Alloys for Laser Powder Bed Fusion (KU Leuven) |
Hauser T, Reisch R T, Breese P P, Lutz B S, Pantano M, Nalam Y, Bela K, Kamps T, Volpp J and Kaplan A F H 2021 Porosity in wire arc additive manufacturing of aluminium alloys Addit. Manuf. 41 101993 |
Li G C, Brodu E, Soete J, Wei H L, Liu T T, Yang T, Liao W H and Vanmeensel K 2021 Exploiting the rapid solidification potential of laser powder bed fusion in high strength and crack-free Al-Cu-Mg-Mn-Zr alloys Addit. Manuf. 47 102210 |
Mathers G 2002 The Welding of Aluminium and Its Alloys: A Volume in Woodhead Publishing Series in Welding and Other Joining Technologies (Woodhead) |
Opprecht M, Garandet J P, Roux G, Flament C and Soulier M 2020 A solution to the hot cracking problem for aluminium alloys manufactured by laser beam melting Acta Mater. 197 40–53 |
Tonelli L, Laghi V, Palermo M, Trombetti T and Ceschini L 2021 AA5083 (Al–Mg) plates produced by wire-and-arc additive manufacturing: effect of specimen orientation on microstructure and tensile properties Prog. Addit. Manuf. 6 479–94 |
Zhou L, Hyer H, Park S, Pan H, Bai Y L, Rice K P and Sohn Y 2019 Microstructure and mechanical properties of Zr-modified aluminum alloy 5083 manufactured by laser powder bed fusion Addit. Manuf. 28 485–96 |
Zhang H, Zhu H H, Qi T, Hu Z H and Zeng X Y 2016 Selective laser melting of high strength Al-Cu-Mg alloys: processing, microstructure and mechanical properties Mater. Sci. Eng. A 656 47–54 |
Kimura T, Nakamoto T, Ozaki T and Miki T 2021 Microstructures and mechanical properties of aluminum-transition metal binary alloys (Al-Fe, Al-Mn, and Al-Cr) processed by laser powder bed fusion J. Alloys Compd. 872 159680 |
Zhao L, Song L B, Macias J G S, Zhu Y X, Huang M S, Simar A and Li Z H 2022 Review on the correlation between microstructure and mechanical performance for laser powder bed fusion AlSi10Mg Addit. Manuf. 56 102914 |
Kou S 2015 A criterion for cracking during solidification Acta Mater. 88 366–74 |
Flemings M C 1974 Solidification processing Metall. Mater. Trans. B 5 2121–34 |
Hyer H, Zhou L, Mehta A, Park S, Huynh T, Song S T, Bai Y L, Cho K, McWilliams B and Sohn Y 2021 Composition-dependent solidification cracking of aluminum-silicon alloys during laser powder bed fusion Acta Mater. 208 116698 |
Li R, Wang M, Li Z, Cao P, Yuan T and Zhu H 2020 Developing a high-strength Al-Mg-Si-Sc-Zr alloy for selective laser melting: crack-inhibiting and multiple strengthening mechanisms Acta Mater. 193 83–98 |
Khan K, Mohan L S, De A and DebRoy T 2022 Rapid calculation of part scale residual stress-powder bed fusion of stainless steel, and aluminum, titanium, nickel alloys Addit. Manuf. 60 103240 |
Galy C, Le Guen E, Lacoste E and Arvieu C 2018 Main defects observed in aluminum alloy parts produced by SLM: from causes to consequences Addit. Manuf. 22 165–75 |
Bartkowiak K, Ullrich S, Frick T and Schmidt M 2011 New developments of laser processing aluminium alloys via additive manufacturing technique 6th Int. WLT Conf. on Lasers in Manufacturing (LiM) (Munich, GERMANY, 23–26 May 2011) (S. German Sci Laser) (https://doi.org/ 10.1016/j.phpro.2011.03.050) |
Karg M, Ahuja B, Kuryntsev S, Gorunov A and Schmidt M 2014 Processability of high strength aluminum-copper alloys AW-2022 and 2024 by laser beam melting in powder bed 2014 Int. Solid Freeform Fabrication Symposium (available at: https://api.semanticscholar.org/ CorpusID:21507354) |
Rees D T, Leung C L A, Elambasseril J, Marussi S, Shah S, Marathe S, Brandt M, Easton M and Lee P D 2023 In situ x-ray imaging of hot cracking and porosity during LPBF of Al-2139 with TiB2 additions and varied process parameters Mater. Des. 231 112031 |
Wu S B, Lei Z L, Li B W, Liang J W and Chen Y B 2022 Hot cracking evolution and formation mechanism in 2195 Al-Li alloy printed by laser powder bed fusion Addit. Manuf. 54 102762 |
Karg M C H, Ahuja B, Wiesenmayer S, Kuryntsev S V and Schmidt M 2017 Effects of process conditions on the mechanical behavior of aluminium wrought alloy EN AW-2219 (AlCu6Mn) additively manufactured by laser beam melting in powder bed Micromachines 8 23 |
Casati R, Lemke J, Alarcon A and Vedani M 2017 Aging behavior of high-strength Al alloy 2618 produced by selective laser melting Metall. Mater. Trans. A 48A 575–9 |
Wang P, Gammer C, Brenne F, Prashanth K G, Mendes R G, Rummeli M H, Gemming T, Eckert J and Scudino S 2018 Microstructure and mechanical properties of a heat-treatable Al-3.5Cu-1.5Mg-1Si alloy produced by selective laser melting Mater. Sci. Eng. A 711 562–70 |
Qi Y, Hu Z H, Zhang H, Nie X J, Zhang C C and Zhu H H 2021 High strength Al-Li alloy development for laser powder bed fusion Addit. Manuf. 47 102249 |
Qi X, Takata N, Suzuki A, Kobashi M and Kato M 2020 Laser powder bed fusion of a near-eutectic Al-Fe binary alloy: processing and microstructure Addit. Manuf. 35 101308 |
Kimura T and Nakamoto T 2016 Microstructures and mechanical properties of A356 (AlSi7Mg0.3) aluminum alloy fabricated by selective laser melting Mater. Des. 89 1294–301 |
Rao H, Giet S, Yang K, Wu X H and Davies C H J 2016 The influence of processing parameters on aluminium alloy A357 manufactured by selective laser melting Mater. Des. 109 334–46 |
Vanzetti M, Virgillito E, Aversa A, Manfredi D, Bondioli F, Lombardi M and Fino P 2021 Short heat treatments for the F357 aluminum alloy processed by laser powder bed fusion Materials 14 6157 |
Pereira J C, Gil E, Solaberrieta L, San Sebastian M, Bilbao Y and Rodriguez P P 2020 Comparison of AlSi7Mg0.6 alloy obtained by selective laser melting and investment casting processes: microstructure and mechanical properties in as-built/as-cast and heat-treated conditions Mater. Sci. Eng. A 778 139124 |
Read N, Wang W, Essa K and Attallah M M 2015 Selective laser melting of AlSi10Mg alloy: process optimisation and mechanical properties development Mater. Des. 65 417–24 |
Kimura T, Nakamoto T, Mizuno M and Araki H 2017 Effect of silicon content on densification, mechanical and thermal properties of Al-xSi binary alloys fabricated using selective laser melting Mater. Sci. Eng. A 682 593–602 |
Olakanmi E O 2013 Selective laser sintering/melting (SLS/SLM) of pure Al, Al-Mg, and Al-Si powders: effect of processing conditions and powder properties J. Mater. Process. Technol. 213 1387–405 |
Mehta A et al 2021 Additive manufacturing and mechanical properties of the dense and crack free Zr-modified aluminum alloy 6061 fabricated by the laser-powder bed fusion Addit. Manuf. 41 101966 |
Li F, Li Z C, Tang C L, Zhang L J, Tan Q Y, Chen C, Zhang M X and Zhou K C 2023 Design high-strength Al-Mg-Si alloy fabricated by laser powder bed fusion: cracking suppression and strengthening mechanism Mater. Sci. Eng. A 864 144591 |
Riener K, Pfalz T, Funcke F and Leichtfried G 2022 Processability of high-strength aluminum 6182 series alloy via laser powder bed fusion (LPBF) Int. J. Adv. Manuf. Technol. 119 4963–77 |
Montero-Sistiaga M L, Mertens R, Vrancken B, Wang X, Van Hooreweder B, Kruth J-P and Van Humbeeck J 2016 Changing the alloy composition of Al7075 for better processability by selective laser melting J. Mater. Process. Technol. 238 437–45 |
Yang Y, Li M and Li K 2014 Comparison and analysis of main effect elements of machining distortion for aluminum alloy and titanium alloy aircraft monolithic component Int. J. Adv. Manuf. Technol. 70 1803–11 |
Tao Q Y et al 2020 Selective laser melting of CP-Ti to overcome the low cost and high performance trade-off Addit. Manuf. 34 101198 |
Lu S et al 2023 Tailoring hierarchical microstructures to improve the strength and plasticity of a laser powder bed fusion additively manufactured Ti-6Al-4V alloy Addit. Manuf. 71 103603 |
Wang L Y, Song Z, Zhang X, Park J S, Almer J, Zhu G M, Chen Y W, Li Q, Zeng X Q and Li Y J 2022 Developing ductile and isotropic Ti alloy with tailored composition for laser powder bed fusion Addit. Manuf. 52 102656 |
Chen M, Van Petegem S, Zou Z Y, Simonelli M, Tse Y Y, Chang C S T, Makowska M G, Sanchez D F and Swygenhoven H M V 2022 Microstructural engineering of a dual-phase Ti-Al-V-Fe alloy via in situ alloying during laser powder bed fusion Addit. Manuf. 59 103173 |
Oh S A et al 2021 High speed synchrotron x-ray diffraction experiments resolve microstructure and phase transformation in laser processed Ti-6Al-4V Mater. Res. Lett. 9 429–36 |
Scibior A, Pietrzyk L, Plewa Z and Skiba A 2020 Vanadium: risks and possible benefits in the light of a comprehensive overview of its pharmacotoxicological mechanisms and multi-applications with a summary of further research trends J. Trace Elem. Med. Biol. 61 126508 |
Issariyapat A, Huang J, Teramae T, Kariya S, Bahador A, Visuttipitukul P, Umeda J, Alhazaa A and Kondoh K 2023 Microstructure refinement and strengthening mechanisms of additively manufactured Ti-Zr alloys prepared from pre-mixed feedstock Addit. Manuf. 73 103649 |
Chlebus E, Kuznicka B, Kurzynowski T and Dybala B 2011 Microstructure and mechanical behaviour of Ti-6Al-7Nb alloy produced by selective laser melting Mater. Charact. 62 488–95 |
Geetha M, Singh A K, Asokamani R and Gogia A K 2009 Ti based biomaterials, the ultimate choice for orthopaedic implants—a review Prog. Mater. Sci. 54 397–425 |
Bandyopadhyay A, Espana F, Balla V K, Bose S, Ohgami Y and Davies N M 2010 Influence of porosity on mechanical properties and in vivo response of Ti6Al4V implants Acta Biomater. 6 1640–8 |
Li Y J, Li X P, Zhang L C and Sercombe T B 2015 Processing and properties of topologically optimised biomedical Ti-24Nb-4Zr-8Sn scaffolds manufactured by selective laser melting Mater. Sci. Eng. A 642 268–78 |
Niinomi M 2008 Mechanical biocompatibilities of titanium alloys for biomedical applications J. Mech. Behav. Biomed. Mater. 1 30–42 |
Cain V, Thijs L, Van Humbeeck J, Van Hooreweder B and Knutsen R 2015 Crack propagation and fracture toughness of Ti6A14V alloy produced by selective laser melting Addit. Manuf. 5 68–76 |
Colombo-Pulgarin J C, Biffi C A, Vedani M, Celentano D, Sanchez-Egea A, Boccardo A D and Ponthot J P 2021 Beta titanium alloys processed by laser powder bed fusion: a review J. Mater. Eng. Perform. 30 6365–88 |
Zhou L B, Yuan T H, Li R D, Tang J Z, Wang M B and Mei F S 2018 Anisotropic mechanical behavior of biomedical Ti-13Nb-13Zr alloy manufactured by selective laser melting J. Alloys Compd. 762 289–300 |
Batalha R L, Batalha W C, Deng L, Gustmann T, Pauly S, Kiminami C S and Gargarella P 2020 Processing a biocompatible Ti-35Nb-7Zr-5Ta alloy by selective laser melting J. Mater. Res. 35 1143–53 |
Ummethala R, Karamched P S, Rathinavelu S, Singh N, Aggarwal A, Sun K, Ivanov E, Kollo L, Okulov I and Eckert J 2020 Selective laser melting of high-strength, low-modulus Ti–35Nb–7Zr–5Ta alloy Materialia 14 100941 |
Duan R, Li S, Cai B, Zhu W, Ren F and Attallah M M 2021 A high strength and low modulus metastable β Ti-12Mo-6Zr-2Fe alloy fabricated by laser powder bed fusion in-situ alloying Addit. Manuf. 37 101708 |
Huang H L, Li D, Chen C, Li R D, Zhang X Y, Liu S C and Zhou K C 2021 Selective laser melted near-beta titanium alloy Ti-5Al-5Mo-5V-1Cr-1Fe: microstructure and mechanical properties J. Cent. South Univ. 28 1601–14 |
Fan H Y and Yang S F 2020 Effects of direct aging on near-alpha Ti-6Al-2Sn-4Zr-2Mo (Ti-6242) titanium alloy fabricated by selective laser melting (SLM) Mater. Sci. Eng. A 788 139533 |
Carrozza A, Aversa A, Fino P and Lombardi M 2021 A study on the microstructure and mechanical properties of the Ti-6Al-2Sn-4Zr-6Mo alloy produced via laser powder bed fusion J. Alloys Compd. 870 159329 |
Zhang J and Singer R F 2002 Hot tearing of nickel-based superalloys during directional solidification Acta Mater. 50 1869–79 |
Rappaz M, Drezet J M and Gremaud M 1999 A new hot-tearing criterion Metall. Mater. Trans. A 30 449–55 |
Hunt J 1979 The Metal Society vol 3 (London Solidification and casting of metals) pp 275–8 |
Xu J, Gruber H, Lin Peng R and Moverare J 2020 A novel γ′-strengthened nickel-based superalloy for laser powder bed fusion Materials 13 4930 |
Griffiths S, Tabasi H G, Ivas T, Maeder X, De Luca A, Zweiacker K, Wróbel R, Jhabvala J, Logé R and Leinenbach C 2020 Combining alloy and process modification for micro-crack mitigation in an additively manufactured Ni-base superalloy Addit. Manuf. 36 101443 |
Aversa A, Marchese G, Saboori A, Bassini E, Manfredi D, Biamino S, Ugues D, Fino P and Lombardi M 2019 New aluminum alloys specifically designed for laser powder bed fusion: a review Materials 12 1007 |
Sun Z, Tan X, Wang C, Descoins M, Mangelinck D, Tor S B, Jägle E A, Zaefferer S and Raabe D 2021 Reducing hot tearing by grain boundary segregation engineering in additive manufacturing: example of an AlxCoCrFeNi high-entropy alloy Acta Mater. 204 116505 |
Sweet L, Easton M A, Taylor J A, Grandfield J F, Davidson C J, Lu L, Couper M J and StJohn D H 2013 Hot tear susceptibility of Al-Mg-Si-Fe alloys with varying iron contents Metall. Mater. Trans. A 44 5396–407 |
Singh A, Ramakrishnan A, Baker D, Biswas A and Dinda G P 2017 Laser metal deposition of nickel coated Al 7050 alloy J. Alloys Compd. 719 151–8 |
Sun Z, Ma Y, Ponge D, Zaefferer S, Jägle E A, Gault B, Rollett A D and Raabe D 2022 Thermodynamics-guided alloy and process design for additive manufacturing Nat. Commun. 13 4361 |
Thapliyal S, Agrawal P, Agrawal P, Nene S S, Mishra R S, McWilliams B A and Cho K C 2021 Segregation engineering of grain boundaries of a metastable Fe-Mn-Co-Cr-Si high entropy alloy with laser-powder bed fusion additive manufacturing Acta Mater. 219 117271 |
Zhang D, Qiu D, Gibson M A, Zheng Y, Fraser H L, StJohn D H and Easton M A 2019 Additive manufacturing of ultrafine-grained high-strength titanium alloys Nature 576 91–95 |
Bermingham M J, McDonald S D, StJohn D H and Dargusch M S 2009 Beryllium as a grain refiner in titanium alloys J. Alloys Compd. 481 L20–L23 |
Easton M A and StJohn D H 2001 A model of grain refinement incorporating alloy constitution and potency of heterogeneous nucleant particles Acta Mater. 49 1867–78 |
Tan Q, Yin Y, Prasad A, Li G, Zhu Q, StJohn D H and Zhang M-X 2022 Demonstrating the roles of solute and nucleant in grain refinement of additively manufactured aluminium alloys Addit. Manuf. 49 102516 |
Guo Q, Qu M, Chuang C A, Xiong L, Nabaa A, Young Z A, Ren Y, Kenesei P, Zhang F and Chen L 2022 Phase transformation dynamics guided alloy development for additive manufacturing Addit. Manuf. 59 103068 |
Wang Y M et al 2018 Additively manufactured hierarchical stainless steels with high strength and ductility Nat. Mater. 17 63–71 |
Kürnsteiner P, Wilms M B, Weisheit A, Gault B, Jägle E A and Raabe D 2020 High-strength Damascus steel by additive manufacturing Nature 582 515–9 |
Mereddy S, Bermingham M J, Kent D, Dehghan-Manshadi A, StJohn D H and Dargusch M S 2018 Trace carbon addition to refine microstructure and enhance properties of additive-manufactured Ti-6Al-4V JOM 70 1670–6 |
Gou J, Wang Z, Hu S, Shen J, Tian Y, Zhao G and Chen Y 2020 Effects of trace Nb addition on microstructure and properties of Ti–6Al–4V thin-wall structure prepared via cold metal transfer additive manufacturing J. Alloys Compd. 829 154481 |
Narayana P L, Lee S, Choi S-W, Li C-L, Park C H, Yeom J-T, Reddy N S and Hong J-K 2019 Microstructural response of β-stabilized Ti–6Al–4V manufactured by direct energy deposition J. Alloys Compd. 811 152021 |
Simonelli M, McCartney D G, Barriobero-Vila P, Aboulkhair N T, Tse Y Y, Clare A and Hague R 2020 The influence of iron in minimizing the microstructural anisotropy of Ti-6Al-4V produced by laser powder-bed fusion Metall. Mater. Trans. A 51 2444–59 |
Kendig K L and Miracle D B 2002 Strengthening mechanisms of an Al-Mg-Sc-Zr alloy Acta Mater. 50 4165–75 |
Spierings A B, Dawson K, Voegtlin M, Palm F and Uggowitzer P J 2016 Microstructure and mechanical properties of as-processed scandium-modified aluminium using selective laser melting CIRP Ann. 65 213–6 |
Jia Q, Rometsch P, Cao S, Zhang K, Huang A and Wu X 2018 Characterisation of AlScZr and AlErZr alloys processed by rapid laser melting Scr. Mater. 151 42–46 |
Manca D R, Churyumov A Y, Pozdniakov A V, Prosviryakov A S, Ryabov D K, Krokhin A Y, Korolev V A and Daubarayte D K 2019 Microstructure and properties of novel heat resistant Al–Ce–Cu alloy for additive manufacturing Met. Mater. Int. 25 633–40 |
Manca D R, Churyumov A Y, Pozdniakov A V, Ryabov D K, Korolev V A and Daubarayte D K 2019 Novel heat-resistant Al-Si-Ni-Fe alloy manufactured by selective laser melting Mater. Lett. 236 676 |
Croteau J R, Griffiths S, Rossell M D, Leinenbach C, Kenel C, Jansen V, Seidman D N, Dunand D C and Vo N Q 2018 Microstructure and mechanical properties of Al-Mg-Zr alloys processed by selective laser melting Acta Mater. 153 35–44 |
Carroll B E, Palmer T A and Beese A M 2015 Anisotropic tensile behavior of Ti–6Al–4V components fabricated with directed energy deposition additive manufacturing Acta Mater. 87 309–20 |
Zhang K, Tian X, Bermingham M, Rao J, Jia Q, Zhu Y, Wu X, Cao S and Huang A 2019 Effects of boron addition on microstructures and mechanical properties of Ti-6Al-4V manufactured by direct laser deposition Mater. Des. 184 108191 |
Sui S, Chew Y X, Weng F, Tan C L, Du Z L and Bi G J 2022 Study of the intrinsic mechanisms of nickel additive for grain refinement and strength enhancement of laser aided additively manufactured Ti-6Al-4V Int. J. Extreme Manuf. 4 035102 |
Yu W, Xiao Z, Zhang X, Sun Y, Xue P, Tan S, Wu Y and Zheng H 2022 Processing and characterization of crack-free 7075 aluminum alloys with elemental Zr modification by laser powder bed fusion Mater. Sci. Addit. Manuf. 1 4 |
Zhang X H, Xiao Z, Yu W H, Chua C K, Zhu L H, Wang Z S, Xue P, Tan S, Wu Y L and Zheng H Y 2022 Influence of erbium addition on the defects of selective laser-melted 7075 aluminium alloy Virtual Phys. Prototyp. 17 406–18 |
Nie X, Zhang H, Zhu H, Hu Z, Ke L and Zeng X 2018 Effect of Zr content on formability, microstructure and mechanical properties of selective laser melted Zr modified Al-4.24 Cu-1.97 Mg-0.56 Mn alloys J. Alloys Compd. 764 977–86 |
Sing S L, Kuo C N, Shih C T, Ho C C and Chua C K 2021 Perspectives of using machine learning in laser powder bed fusion for metal additive manufacturing Virtual Phys. Prototyp. 16 372–86 |
Liu P, Huang H, Antonov S, Wen C, Xue D, Chen H, Li L, Feng Q, Omori T and Su Y 2020 Machine learning assisted design of γ′-strengthened Co-base superalloys with multi-performance optimization npj Comput. Mater. 6 62 |
Yong W, Zhang H T, Fu H D, Zhu Y L, He J and Xie J X 2022 Improving prediction accuracy of high-performance materials via modified machine learning strategy Comput. Mater. Sci. 204 111181 |
Wen C, Zhang Y, Wang C X, Xue D Z, Bai Y, Antonov S, Dai L H, Lookman T and Su Y J 2019 Machine learning assisted design of high entropy alloys with desired property Acta Mater. 170 109–17 |
Dreano A, Favre J, Desrayaud C, Chanin-Lambert P, Wimmer A and Zaeh M F 2022 Computational design of a crack-free aluminum alloy for additive manufacturing Addit. Manuf. 55 102876 |
Du Y, Mukherjee T and DebRoy T 2021 Physics-informed machine learning and mechanistic modeling of additive manufacturing to reduce defects Appl. Mater. Today 24 101123 |
Hu M W, Tan Q Y, Knibbe R, Wang S, Li X, Wu T Q, Jarin S and Zhang M X 2021 Prediction of mechanical properties of wrought aluminium alloys using feature engineering assisted machine learning approach Metall. Mater. Trans. A 52 2873–84 |
Wang J, Xiao B and Liu Y 2020 Machine learning assisted high-throughput experiments accelerates the composition design of hard high-entropy alloy Co_xCr_yTi_zMo_uW_v Mater. China 39 269–77 |
Mondal B, Mukherjee T and DebRoy T 2022 Crack free metal printing using physics informed machine learning Acta Mater. 226 117612 |
Zhang H T, Fu H D, He X Q, Wang C S, Jiang L, Chen L Q and Xie J X 2020 Dramatically enhanced combination of ultimate tensile strength and electric conductivity of alloys via machine learning screening Acta Mater. 200 803–10 |
Zhang H T, Fu H D, Zhu S C, Yong W and Xie J X 2021 Machine learning assisted composition effective design for precipitation strengthened copper alloys Acta Mater. 215 117118 |
Wang C S, Fu H D, Jiang L, Xue D Z and Xie J X 2019 A property-oriented design strategy for high performance copper alloys via machine learning npj Comput. Mater. 5 87 |
Jiang L, Wang C S, Fu H D, Shen J, Zhang Z H and Xie J X 2022 Discovery of aluminum alloys with ultra-strength and high-toughness via a property-oriented design strategy J. Mater. Sci. Technol. 98 33–43 |
Xue D Z, Balachandran P V, Hogden J, Theiler J, Xue D Q and Lookman T 2016 Accelerated search for materials with targeted properties by adaptive design Nat. Commun. 7 11241 |
Li S, Li S, Liu D R, Zou R and Yang Z Y 2022 Hardness prediction of high entropy alloys with machine learning and material descriptors selection by improved genetic algorithm Comput. Mater. Sci. 205 111185 |
Feng X M, Wang Z L, Jiang L, Zhao F and Zhang Z H 2023 Simultaneous enhancement in mechanical and corrosion properties of Al-Mg-Si alloys using machine learning J. Mater. Sci. Technol. 167 1–13 |
Chen Y Y, Wang H Z, Wu Y and Wang H W 2020 Predicting the printability in selective laser melting with a supervised machine learning method Materials 13 5063 |
Liu Q, Wu H K, Paul M J, He P D, Peng Z X, Gludovatz B, Kruzic J J, Wang C H and Li X P 2020 Machine-learning assisted laser powder bed fusion process optimization for AlSi10Mg: new microstructure description indices and fracture mechanisms Acta Mater. 201 316–28 |
Lu C Y, Jia X D, Lee J and Shi J 2022 Knowledge transfer using Bayesian learning for predicting the process-property relationship of Inconel alloys obtained by laser powder bed fusion Virtual Phys. Prototyp. 17 787–805 |
Huang D J and Li H 2021 A machine learning guided investigation of quality repeatability in metal laser powder bed fusion additive manufacturing Mater. Des. 203 109606 |
Ozel T, Altay A, Kaftanoglu B, Leach R, Senin N and Donmez A 2020 Focus variation measurement and prediction of surface texture parameters using machine learning in laser powder bed fusion Trans. ASME, J. Manuf. Sci. Eng. 142 011008 |
Snow Z, Diehl B, Reutzel E W and Nassar A 2021 Toward in-situ flaw detection in laser powder bed fusion additive manufacturing through layerwise imagery and machine learning J. Manuf. Syst. 59 12–26 |
Ertay D S, Kamyab S, Vlasea M, Azimifar Z, Ma T, Rogalsky A D and Fieguth P 2021 Toward sub-surface pore prediction capabilities for laser powder bed fusion using data science Trans. ASME, J. Manuf. Sci. Eng. 143 071016 |
Scime L and Beuth J 2018 A multi-scale convolutional neural network for autonomous anomaly detection and classification in a laser powder bed fusion additive manufacturing process Addit. Manuf. 24 273–86 |
Chen Y, Peng X, Kong L B, Dong G X, Remani A and Leach R 2021 Defect inspection technologies for additive manufacturing Int. J. Extreme Manuf. 3 022002 |
Mukherjee T, Wei H, De A and DebRoy T 2018 Heat and fluid flow in additive manufacturing—Part I: modeling of powder bed fusion Comput. Mater. Sci. 150 304–13 |
Mukherjee T, Wei H, De A and DebRoy T 2018 Heat and fluid flow in additive manufacturing–Part II: powder bed fusion of stainless steel, and titanium, nickel and aluminum base alloys Comput. Mater. Sci. 150 369–80 |
Schwendner K I, Banerjee R, Collins P C, Brice C A and Fraser H L 2001 Direct laser deposition of alloys from elemental powder blends Scr. Mater. 45 1123–9 |
Grigoriev A, Polozov I, Sufiiarov V and Popovich A 2017 In-situ synthesis of Ti2AlNb-based intermetallic alloy by selective laser melting J. Alloys Compd. 704 434–42 |