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Enregistrement W4401006737 · doi:10.1093/mam/ozae044.647

High-Throughput Screening and Design Guidelines for Single-Phase Refractory High Entropy Alloys from the Nb-Ti-Zr System

2024· article· en· W4401006737 sur OpenAlexaff
Sebastian Lech, Elaf A. Anber, Emily Holcombe, Jason Hattrick‐Simpers, Howie Joress, Mitra L. Taheri

Notice bibliographique

RevueMicroscopy and Microanalysis · 2024
Typearticle
Langueen
DomaineEngineering
ThématiqueHigh Entropy Alloys Studies
Établissements canadiensUniversity of Toronto
Organismes subventionnairesnon disponible
Mots-clésHigh entropy alloysMaterials scienceRefractory (planetary science)ThroughputNiobiumRefractory metalsMetallurgyComputer scienceAlloy

Résumé

récupéré en direct d'OpenAlex

Refractory high entropy alloys (RHEAs) hold promise as a candidate, next-generation material for high-temperature applications challenging widely used nickel-based superalloys [1-4]. Both single- and dual-phase RHEAs demonstrated the ability to deliver sufficient mechanical properties at temperatures exceeding superalloy applications. However, RHEAs are currently limited by insufficient oxidation resistance leading to fast structural degradation from their surface. Partially, it is caused by the low structure and phase stability of multicomponent alloys, especially in the presence of oxygen. Exploration of large refractory compositional space with a limited amount of elements offers a bottom-up approach to establishing fundamental guidelines for the design of stable refractory high entropy alloys. One of the ways to accelerate alloy design is combinatorial material libraries screening obtained by thin-film magnetron sputtering [5]. A large number of compositional variants combined with high-throughput materials characterization allows for the identification of relationships and patterns significantly faster than conventional alloy design. In this study, thin-film combinatorial libraries from ternary Nb-Ti-Zr were obtained by magnetron cosputtering a continuous spread from the elemental targets. The libraries were deposited onto a Si wafer coated with a Si3N4 layer as a diffusion barrier. Applied cosputtering resulted in a compositional gradient across the wafer surface. The chemical composition and thickness of the sputtered films were measured using scanning X-ray fluorescence microscopy (XRF), followed by X-ray diffraction (XRD) to investigate the structure. Further, a detailed structural analysis was performed using scanning electron microscopy (SEM) combined with focused ion beam (FIB) and transmission electron microscopy (TEM). The TEM studies were carried out on lift-outs prepared from down-selected areas by the FIB technique. The phase identification and analysis were done using a combination of selected area electron diffraction (SAED), energy-dispersive X-ray spectroscopy (EDXS), and electron energy-loss spectroscopy (EELS). To examine the compositional changes in the Nb-Ti-Zr system on phase formation, the calculation of phase diagrams (CALPHAD) method was utilized using Thermo-Calc software. Figure 1 shows the XRF analysis performed on the magnetron-sputtered thin film. The sputtering process resulted in the compositional gradient of elements ranging from 15 to 40 at% for Nb, 25 to 60 at% for Ti, and 15 to 55 at% for Zr. A ternary phase diagram with the investigated compositional area is presented in Fig. 1a, while compositional gradients obtained for each element are shown in Figs 1b-d. The investigated compositional space was located in the center of the phase diagram, with a slight shift towards Ti and Zr. Within the compositional space, roughly 60% of investigated compositions displayed a single-phase body-centered cubic structure, while the other 40% were multiphase. The detailed analysis of down-selected compositions revealed distinct changes in films. FIB lift-outs were prepared from compositional variants ranging from single-phase bcc through transitional range to multiphase regions. Despite no significant segregation of elements between the top and the bottom of the film, distinct changes in electronic structure were revealed using EELS (Fig. 2). In this case transition from single-maxima peaks of Ti-L2 and Ti-L3 edges to sharper ones, as well as notable energy shift towards higher energies, indicating change of oxidation states [6]. Overall, the described work establishes compositional rules for the design of single-phase bcc high-entropy refractory alloys with an in-depth explanation of the mechanisms behind them. These results and discussed concepts can be transitioned to bulk alloy development and unlock the potential of next-generation materials for high-temperature applications [7]. XRF analysis of magnetron sputtered Nb-Ti-Zr thin-film; A) ternary Nb-Ti-Zr phase diagram showing explored compositional space; XRF elemental distribution maps (at.%) of B) Nb; C) Zr; D) Ti. TEM analysis of Ti in a selected variant of Nb-Ti-Zr cosputtered film. From left to right: TEM-BF image of the sample; STEM-EDXS elemental distribution map of Ti; EELS spectra of Ti-L2,3 edges acquired at the top and the bottom of the selected variant.

Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.

Comment cette classification a été obtenuedéplier

Prédiction machine sur la base complète

Imitation des enseignants

Ni prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.

score de la tête « metaresearch » (Codex)0,002
score de la tête « metaresearch » (Gemma)0,002
Version: metacan-v3-hybrid-931329e0061cStatut de validation: machine_predicted_unvalidated
Catégories candidatesaucune
Catégories consensuellesaucune
DomaineSignal candidat: aucune · Signal consensuel: aucune
Devis d'étudeSignal candidat: Expérimental (laboratoire) · Signal consensuel: Expérimental (laboratoire)
GenreSignal candidat: Empirique · Signal consensuel: aucune
Score de désaccord entre enseignants0,003
Score d'incertitude au seuil0,011

Scores du classifieur distillé par catégorie (deux têtes)

CatégorieCodexGemma
Métarecherche0,0020,002
Méta-épidémiologie (sens strict)0,0010,001
Méta-épidémiologie (sens large)0,0010,001
Bibliométrie0,0010,001
Études des sciences et des technologies0,0010,000
Communication savante0,0010,001
Science ouverte0,0010,001
Intégrité de la recherche0,0010,001
Charge utile insuffisante (le modèle a refusé de juger)0,0030,003

Scores machine (provisoires)

Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.

Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.

Tête enseignante Opus0,039
Tête enseignante GPT0,290
Écart entre enseignants0,251 · la distance entre les deux têtes enseignantes sur ce seul travail
Statut de validationscore_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découle

Classification

machine, non validée

Prédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.

Les modèles n’ont appliqué aucune catégorie : rien dans la taxonomie ne correspondait à ce travail.
Devis d'étudeExpérimental (laboratoire)
Domainenon disponible
GenreEmpirique

Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».

En bref

Citations0
Publié2024
Routes d'admission1
Résumé présentnon

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