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Enhancing mechanical properties of CoCrNi via in-situ alloying with Al2O3 through laser powder bed fusion
IF 7.6 2区 材料科学
Materials & Design Pub Date : 2025-02-22 DOI: 10.1016/j.matdes.2025.113758
Zairan Luo, Qian Liu, Dingding Zhu, Jiang Yi, Zhiqian Rao, Shuai Wang
{"title":"Enhancing mechanical properties of CoCrNi via in-situ alloying with Al2O3 through laser powder bed fusion","authors":"Zairan Luo,&nbsp;Qian Liu,&nbsp;Dingding Zhu,&nbsp;Jiang Yi,&nbsp;Zhiqian Rao,&nbsp;Shuai Wang","doi":"10.1016/j.matdes.2025.113758","DOIUrl":"10.1016/j.matdes.2025.113758","url":null,"abstract":"<div><div>For advantages in integrating the intrinsic properties of the metal matrix and reinforcing phases, properly designed metal matrix composites (MMCs) are promising candidates for overcoming the trade-offs of properties such as corrosion, ductility, strength, and lightweight. However, MMCs often face challenges such as agglomeration and inhomogeneous distribution of the reinforcing phase, leading to significant degradation of mechanical properties. In this study, we propose a method to overcome these obstacles by in-situ alloying via laser powder bed fusion (LPBF), achieving a uniform distribution of the reinforcing nano-sized phase (α-Al<sub>2</sub>O<sub>3</sub>) within a medium-entropy alloy matrix (CoCrNi). During the LPBF process, Al<sub>2</sub>O<sub>3</sub> is refined from the micrometer scale to the nanometer scale, simultaneously affecting the crystal orientation and leading to grain refinement of the CoCrNi matrix. The mechanical properties of CoCrNi were significantly enhanced by adding Al<sub>2</sub>O<sub>3</sub>, with an ultimate compressive strength of ∼1143 MPa, a fracture strain of ∼25%, and a hardness of ∼300 HV. The achieved strength and hardness levels are among the highest reported in the literature. The results from this study provide new design strategies for the <em>in-situ</em> formation of MMCs, offering a promising approach to developing MMCs with high strength and ductility.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"252 ","pages":"Article 113758"},"PeriodicalIF":7.6,"publicationDate":"2025-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143509630","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Powder bed fusion on single lines of Cu-doped hydroxyapatite powder bed 掺铜羟基磷灰石粉末床单线融合
IF 7.6 2区 材料科学
Materials & Design Pub Date : 2025-02-22 DOI: 10.1016/j.matdes.2025.113757
François Rouzé l’Alzit, Benoit Glorieux, Thierry Cardinal, Manuel Gaudon
{"title":"Powder bed fusion on single lines of Cu-doped hydroxyapatite powder bed","authors":"François Rouzé l’Alzit,&nbsp;Benoit Glorieux,&nbsp;Thierry Cardinal,&nbsp;Manuel Gaudon","doi":"10.1016/j.matdes.2025.113757","DOIUrl":"10.1016/j.matdes.2025.113757","url":null,"abstract":"<div><div>This study aims to design ceramic scaffolds for precise bone reconstruction using Powder Bed Laser Sintering (PBLS) to create cohesive Cu-doped HAp ribbons from a single lasered line on a thin powder bed atop a silicate lime substrate. Depending on laser parameters, two ribbon types—delaminated (CDR) or anchored (CAR)—are produced, both exhibiting surface density gradients from the center to the edges. Microscale analysis reveals surface density gradients in both ribbon types, extending from center to edge. CDRs also show depth-wise density variations, resulting in mechanical stresses that cause detachment and curling. In CARs, intense local heating and thermal conductivity cause a temperature rise beyond the irradiated area. The substrate acts as a thermal barrier, concentrating heat at the film-substrate interface and ensuring ribbon adhesion. Cracks propagate perpendicular to isothermal lines, enabling controlled crack patterning.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"252 ","pages":"Article 113757"},"PeriodicalIF":7.6,"publicationDate":"2025-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143519450","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
3D printing of curved continuous fibre filaments using fused deposition modelling
IF 7.6 2区 材料科学
Materials & Design Pub Date : 2025-02-22 DOI: 10.1016/j.matdes.2025.113762
Yiwei Hu , Adrian P. Mouritz , Raj B. Ladani , Yazhi Li , Shaoyu Zhao , Huanxin Zhang
{"title":"3D printing of curved continuous fibre filaments using fused deposition modelling","authors":"Yiwei Hu ,&nbsp;Adrian P. Mouritz ,&nbsp;Raj B. Ladani ,&nbsp;Yazhi Li ,&nbsp;Shaoyu Zhao ,&nbsp;Huanxin Zhang","doi":"10.1016/j.matdes.2025.113762","DOIUrl":"10.1016/j.matdes.2025.113762","url":null,"abstract":"<div><div>Fused deposition modelling (FDM) is a 3D printing technique capable of fabricating intricately shaped composites through the deposition of continuous fibre filaments. This study investigates the limitations of 3D printing curved filaments using FDM. Polyamide matrix filaments containing continuous carbon, glass, or aramid fibres were 3D printed into curved profiles with different radii as low as 1 mm. A detailed microstructural and mechanical analysis was conducted to assess the damage incurred during curved printing. The deposition mechanism of the FDM process was found to lack high dimensional accuracy when 3D printing continuous fibre filaments in tight curvatures. Issues including filament peeling and twisting resulted in printing error of up to 60 % in the curvature radius, depending on the fibre types. The filaments experienced fibre damage, matrix tearing, and shape distortion during the curved printing process, which subsequently reduced the tensile properties of the printed composites. The average filament strengths were found to be only 30 %, 41 % and 64 % compared to that of the straight printed filament for carbon, glass, and aramid fibre filaments, respectively, when the radius was below 5 mm. These findings provide foundations for identifying optimal FDM printing conditions to produce defect-free composite with complex structures.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"252 ","pages":"Article 113762"},"PeriodicalIF":7.6,"publicationDate":"2025-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143478948","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Er microalloying significantly refines precipitates to simultaneously promote the strength and ductility of Mg-Gd-Y-Zn-Zr alloy
IF 7.6 2区 材料科学
Materials & Design Pub Date : 2025-02-22 DOI: 10.1016/j.matdes.2025.113759
Qian Zhang, Fulin Wang, Jian Zeng, Fenghua Wang, Shuai Dong, Li Jin, Jie Dong
{"title":"Er microalloying significantly refines precipitates to simultaneously promote the strength and ductility of Mg-Gd-Y-Zn-Zr alloy","authors":"Qian Zhang,&nbsp;Fulin Wang,&nbsp;Jian Zeng,&nbsp;Fenghua Wang,&nbsp;Shuai Dong,&nbsp;Li Jin,&nbsp;Jie Dong","doi":"10.1016/j.matdes.2025.113759","DOIUrl":"10.1016/j.matdes.2025.113759","url":null,"abstract":"<div><div>The contradiction between the strength and ductility of magnesium (Mg) alloys has become a theoretical obstacle and technical bottleneck in their research. The preparation technology of ultrafine grains/nanocrystals relying on severe plastic deformation deviates from actual industrial production, therefore alloying is currently a more practical choice. This work simultaneously promoted the strength and ductility of Mg-Gd-Y-Zn-Zr alloy by adding a trace amount of Er element (0.5 wt%). Er microalloying has little effect on grain size, texture, morphology and content of long-period stacking ordered (LPSO) structure, but significantly promotes aging precipitation, thereby substantially increasing the number density of β’ and reducing its size. The significantly refined β’ makes calculations based on the Orowan bypass mechanism less accurate, and more consideration should be given to linking the synchronous improvement of strength and ductility with the dislocation-shearing mechanism.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"252 ","pages":"Article 113759"},"PeriodicalIF":7.6,"publicationDate":"2025-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143519452","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Laser-based additive manufacturing of bulk metallic glasses: A review on principle, microstructure and performance
IF 7.6 2区 材料科学
Materials & Design Pub Date : 2025-02-21 DOI: 10.1016/j.matdes.2025.113750
Jiapeng Ren , Dongsheng Wang , Xuehua Wu , Youwen Yang
{"title":"Laser-based additive manufacturing of bulk metallic glasses: A review on principle, microstructure and performance","authors":"Jiapeng Ren ,&nbsp;Dongsheng Wang ,&nbsp;Xuehua Wu ,&nbsp;Youwen Yang","doi":"10.1016/j.matdes.2025.113750","DOIUrl":"10.1016/j.matdes.2025.113750","url":null,"abstract":"<div><div>Bulk metallic glasses (BMGs) have gained significant attention in the engineering field due to their unique microstructure and excellent properties. However, the fabrication of large-sized and complex-shaped BMGs components remains a major challenge. Laser-based additive manufacturing (LAM) techniques offer a promising solution to conquer the limitations of traditional methods in manufacturing BMGs. Theoretically, LAM techniques can achieve extremely high cooling rates of over 10<sup>4</sup> K/s, resulting in the formation of metallic glass structures within the tiny molten pools. More significantly, the bottom-up concept of LAM enables the layer-by-layer construction of large-sized BMGs parts. Herein, this review extensively explores cutting-edge research on various aspects of utilizing LAM techniques in BMGs fabrication. It provides a comprehensive discussion of the forming mechanism of BMGs during LAM, focusing on factors such as heterogeneous microstructure, crystallization behavior and defect elimination. Additionally, the influence of composition and process parameters on the performance of LAM-produced BMGs, including mechanical properties, corrosion behavior, and biocompatibility, is systematically reviewed. An outlook on the LAM techniques for BMGs production is presented, aiming to provide some guiding principles for future research directions in this pioneering field.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"252 ","pages":"Article 113750"},"PeriodicalIF":7.6,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143519454","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Topological interface modes in 3D-printed triply periodic minimal surface phononic crystals
IF 7.6 2区 材料科学
Materials & Design Pub Date : 2025-02-21 DOI: 10.1016/j.matdes.2025.113749
Prabhakaran Manogharan, Alper Erturk
{"title":"Topological interface modes in 3D-printed triply periodic minimal surface phononic crystals","authors":"Prabhakaran Manogharan,&nbsp;Alper Erturk","doi":"10.1016/j.matdes.2025.113749","DOIUrl":"10.1016/j.matdes.2025.113749","url":null,"abstract":"<div><div>Triply periodic minimal surface (TPMS)-based continuous structures have recently attracted increased attention due to their remarkable mechanical properties, such as high strength-to-weight ratio, impact resistance, and energy absorption capabilities. In this study, we investigate topological interface modes in I-WP (Wrapped Package) TPMS geometry. Inspired by a one-dimensional (1D) Su–Schrieffer–Heeger (SSH) model, we design 1D elastic Phononic Crystals (PCs) made of sheet-based I-WP minimal surface geometry. By manipulating the geometry of the I-WP minimal surface, we open the degeneracies formed at the edges of the Brillouin zone to create band-folding-induced bandgaps. We then design a 1D dimerized chain of two topologically distinct unit cells of I-WP minimal surface to create an interface and introduce topological interface modes. Numerical simulations are performed to study the band structure and topological transition properties of the proposed 1D PC. In addition, we show that hybridizing alternative I-WP unit cells of different relative densities can also break the inversion symmetry of the periodic structure in contrast to manipulating the geometry. The 1D PC made of hybridized I-WP geometry is then used to realize topological interface modes. The proposed 1D PCs are additively manufactured to experimentally validate the existence of topological interface modes. Our work provides an efficient method for TPMS structures to produce multifunctional devices that can support superior load-bearing capabilities as well as robust topological phase properties.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"252 ","pages":"Article 113749"},"PeriodicalIF":7.6,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143509633","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High temperature He bubble evolution and thermal stability of the WTaCrV refractory concentrated solid solution alloy
IF 7.6 2区 材料科学
Materials & Design Pub Date : 2025-02-20 DOI: 10.1016/j.matdes.2025.113751
Damian Kalita , Amin Esfandiarpour , Iwona Jóźwik , Yanwen Zhang , Jesper Byggmästar , Mikko J. Alava , Łukasz Kurpaska , William J. Weber , Philip D. Rack , Jacek Jagielski
{"title":"High temperature He bubble evolution and thermal stability of the WTaCrV refractory concentrated solid solution alloy","authors":"Damian Kalita ,&nbsp;Amin Esfandiarpour ,&nbsp;Iwona Jóźwik ,&nbsp;Yanwen Zhang ,&nbsp;Jesper Byggmästar ,&nbsp;Mikko J. Alava ,&nbsp;Łukasz Kurpaska ,&nbsp;William J. Weber ,&nbsp;Philip D. Rack ,&nbsp;Jacek Jagielski","doi":"10.1016/j.matdes.2025.113751","DOIUrl":"10.1016/j.matdes.2025.113751","url":null,"abstract":"<div><div>In this study, we investigate the thermal stability and high-temperature evolution of He bubbles within the structure of the WTaCrV refractory concentrated solid solution alloy (RCSA), which is dedicated to nuclear fusion applications. The material was first irradiated with He<sup>+</sup> ions to form nanometric He bubbles within its structure. Subsequently, their high-temperature evolution was studied using an in-situ heating method in a transmission electron microscope over a temperature range of 700 °C to 1000 °C. We found that the bubbles are stable in size up to a temperature of 700 °C and show no agglomeration up to 800 °C. At higher temperatures, the coarsening of the bubbles occurs through the migration and coalescence mechanism; however, even at 1000 °C, the size of the bubbles only slightly exceeds 1 nm. For a more in-depth understanding of the phenomena occurring during high-temperature annealing, molecular dynamics simulations were applied. We demonstrate that the low diffusivity of V<sub>m</sub>He<sub>n</sub> clusters in the investigated WTaCrV alloy is responsible for the low tendency for high-temperature coarsening of the bubbles. The results of this study highlight the potential of the WTaCrV RCSA as a refractory, irradiation-resistant material for crucial components in future fusion reactors.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"252 ","pages":"Article 113751"},"PeriodicalIF":7.6,"publicationDate":"2025-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143527117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Tailor-made 3D printing TPU/PLA composites for damping and energy absorption
IF 7.6 2区 材料科学
Materials & Design Pub Date : 2025-02-20 DOI: 10.1016/j.matdes.2025.113752
Ruichao Zu , Wenzheng Chen , Yicang Huang , Yujie Chen , Chengzhen Du , Qunfu Fan , Hua Li , Hezhou Liu
{"title":"Tailor-made 3D printing TPU/PLA composites for damping and energy absorption","authors":"Ruichao Zu ,&nbsp;Wenzheng Chen ,&nbsp;Yicang Huang ,&nbsp;Yujie Chen ,&nbsp;Chengzhen Du ,&nbsp;Qunfu Fan ,&nbsp;Hua Li ,&nbsp;Hezhou Liu","doi":"10.1016/j.matdes.2025.113752","DOIUrl":"10.1016/j.matdes.2025.113752","url":null,"abstract":"<div><div>Commercially available thermoplastic polyurethane (TPU) materials for 3D printing often exhibit inadequate damping properties, limiting their application in damping scenarios. However, 3D printing TPU filaments specifically engineered for enhanced damping performance frequently lack sufficient stiffness, causing printing continuity issues. To address these challenges, this study investigates the rational design of TPU composites by regulating TPU molecular structure and incorporating polylactic acid (PLA) to enhance both damping performance and stiffness. The results reveal that a prepolymer curing coefficient of 2.0, combined with a chain extender ratio of Dimethyl thio-toluene diamine (DMTDA) to 1,4-Butanediol (BDO) at 5:5, optimizes the damping and mechanical properties of the TPU material. Furthermore, by incorporating 30 wt% PLA particles into the TPU matrix, the obtained TPU7/PLA3 composite filament has excellent printability and admirable damping properties with a peak damping value of 0.60 around room temperature and an effective damping temperature range exceeding 100 °C. A lattice structure resembling Kelvin foam was successfully fabricated using the TPU/PLA filaments, demonstrating superior damping performance compared to commercial TPU filaments and underscoring its potential for energy absorption applications.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"252 ","pages":"Article 113752"},"PeriodicalIF":7.6,"publicationDate":"2025-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143463909","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of hydrogen resilience of three different corrosion-resistant martensitic steels
IF 7.6 2区 材料科学
Materials & Design Pub Date : 2025-02-20 DOI: 10.1016/j.matdes.2025.113747
Severin Jakob , Mattias Thuvander , Steve W. Ooi
{"title":"Comparison of hydrogen resilience of three different corrosion-resistant martensitic steels","authors":"Severin Jakob ,&nbsp;Mattias Thuvander ,&nbsp;Steve W. Ooi","doi":"10.1016/j.matdes.2025.113747","DOIUrl":"10.1016/j.matdes.2025.113747","url":null,"abstract":"<div><div>Hydrogen gas is a critical resource for future sustainable energy production, with stainless steels playing a substantial role in applications where components are exposed to hydrogen gas environments. In this work, the resistance to hydrogen embrittlement of three ultra-high strength martensitic stainless steels was investigated. The materials comprised of one high carbon, one nitrogen-alloyed and one dual precipitation hardened steel. The experiments involved a combined deuterium charge, followed by atom probe tomography, and hydrogen gas charge, followed by slow strain rate testing. This approach enabled the study of each steel’s resilience to hydrogen gas and allowed correlations between mechanical behaviors after hydrogen charging and their hydrogen trapping capabilities, as well as the presence of undissolved primary carbides or carbonitrides. Results showed that while the nitrogen-alloyed stainless steel demonstrated the highest hydrogen trapping capability, the presence of undissolved primary carbides or carbonitrides within it served as crack initiation sites during slow strain rate tests, reducing its hydrogen resistance. The dual precipitation-hardened steel, which lacked undissolved carbides, exhibited the least hydrogen embrittlement.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"252 ","pages":"Article 113747"},"PeriodicalIF":7.6,"publicationDate":"2025-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143463907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unveiling processing–property relationships in laser powder bed fusion: The synergy of machine learning and high-throughput experiments
IF 7.6 2区 材料科学
Materials & Design Pub Date : 2025-02-20 DOI: 10.1016/j.matdes.2025.113705
Mahsa Amiri , Zahra Zanjani Foumani , Penghui Cao , Lorenzo Valdevit , Ramin Bostanabad
{"title":"Unveiling processing–property relationships in laser powder bed fusion: The synergy of machine learning and high-throughput experiments","authors":"Mahsa Amiri ,&nbsp;Zahra Zanjani Foumani ,&nbsp;Penghui Cao ,&nbsp;Lorenzo Valdevit ,&nbsp;Ramin Bostanabad","doi":"10.1016/j.matdes.2025.113705","DOIUrl":"10.1016/j.matdes.2025.113705","url":null,"abstract":"<div><div>Achieving desired mechanical properties in additive manufacturing requires many experiments and a well-defined design framework becomes crucial in reducing trials and conserving resources. Here, we propose a methodology embracing the synergy between high-throughput (HT) experimentation and hierarchical machine learning (ML) to unveil the complex relationships between a large set of process parameters in Laser Powder Bed Fusion (LPBF) and selected mechanical properties (tensile strength and ductility). The HT method envisions the fabrication of small samples for rapid automated hardness and porosity characterization, and a smaller set of tensile specimens for more labor-intensive direct measurement of yield strength and ductility. The ML approach is based on a sequential application of Gaussian processes (GPs) where the correlations between process parameters and hardness/porosity are first learnt and subsequently adopted by the GPs that relate strength and ductility to process parameters. Finally, an optimization scheme is devised that leverages these GPs to identify the process parameters that maximize combinations of strength and ductility. By founding the learning on larger “easy-to-collect” and smaller “labor-intensive” data, we reduce the reliance on expensive characterization and enable exploration of a large processing space. Our approach is material-agnostic and herein we demonstrate its application on 17-4PH stainless steel.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"252 ","pages":"Article 113705"},"PeriodicalIF":7.6,"publicationDate":"2025-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143474116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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