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Zhu, L. F., Körmann, F., Chen, Q., Selleby, M., Neugebauer, J. & Grabowski, B. (2024). Accelerating ab initio melting property calculations with machine learning: application to the high entropy alloy TaVCrW. npj Computational Materials, 10(1), Article ID 274.
Öppna denna publikation i ny flik eller fönster >>Accelerating ab initio melting property calculations with machine learning: application to the high entropy alloy TaVCrW
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2024 (Engelska)Ingår i: npj Computational Materials, E-ISSN 2057-3960, Vol. 10, nr 1, artikel-id 274Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

Melting properties are critical for designing novel materials, especially for discovering high-performance, high-melting refractory materials. Experimental measurements of these properties are extremely challenging due to their high melting temperatures. Complementary theoretical predictions are, therefore, indispensable. One of the most accurate approaches for this purpose is the ab initio free-energy approach based on density functional theory (DFT). However, it generally involves expensive thermodynamic integration using ab initio molecular dynamic simulations. The high computational cost makes high-throughput calculations infeasible. Here, we propose a highly efficient DFT-based method aided by a specially designed machine learning potential. As the machine learning potential can closely reproduce the ab initio phase-space distribution, even for multi-component alloys, the costly thermodynamic integration can be fully substituted with more efficient free energy perturbation calculations. The method achieves overall savings of computational resources by 80% compared to current alternatives. We apply the method to the high-entropy alloy TaVCrW and calculate its melting properties, including the melting temperature, entropy and enthalpy of fusion, and volume change at the melting point. Additionally, the heat capacities of solid and liquid TaVCrW are calculated. The results agree reasonably with the CALPHAD extrapolated values.

Ort, förlag, år, upplaga, sidor
Springer Nature, 2024
Nationell ämneskategori
Metallurgi och metalliska material
Identifikatorer
urn:nbn:se:kth:diva-357906 (URN)10.1038/s41524-024-01464-7 (DOI)001366868000003 ()2-s2.0-85211107981 (Scopus ID)
Anmärkning

QC 20250120

Tillgänglig från: 2024-12-19 Skapad: 2024-12-19 Senast uppdaterad: 2025-01-20Bibliografiskt granskad
Hultman, L., Kloo, L., Selleby, M., Berggren, M. & et al., . (2024). Advanced materials provide solutions towards a sustainable world [Letter to the editor]. Nature Materials, 23(2), 160-161
Öppna denna publikation i ny flik eller fönster >>Advanced materials provide solutions towards a sustainable world
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2024 (Engelska)Ingår i: Nature Materials, ISSN 1476-1122, E-ISSN 1476-4660, Vol. 23, nr 2, s. 160-161Artikel i tidskrift, Letter (Refereegranskat) Published
Ort, förlag, år, upplaga, sidor
Springer Nature, 2024
Nationell ämneskategori
Annan kemiteknik
Identifikatorer
urn:nbn:se:kth:diva-343502 (URN)10.1038/s41563-023-01778-9 (DOI)001186346600016 ()38307974 (PubMedID)2-s2.0-85183827413 (Scopus ID)
Anmärkning

QC 20240215

Tillgänglig från: 2024-02-15 Skapad: 2024-02-15 Senast uppdaterad: 2024-05-03Bibliografiskt granskad
Ågren, J., Chen, Q., Lindwall, G., Selleby, M., Xiong, W. & Kattner, U. R. (2024). Special Issue in Memory of Mats Hillert. Journal of phase equilibria and diffusion, 45(6), 929-933
Öppna denna publikation i ny flik eller fönster >>Special Issue in Memory of Mats Hillert
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2024 (Engelska)Ingår i: Journal of phase equilibria and diffusion, ISSN 1547-7037, Vol. 45, nr 6, s. 929-933Artikel i tidskrift, Editorial material (Övrigt vetenskapligt) Published
Ort, förlag, år, upplaga, sidor
Springer Nature, 2024
Nationell ämneskategori
Materialteknik
Identifikatorer
urn:nbn:se:kth:diva-359497 (URN)10.1007/s11669-024-01168-x (DOI)001380594200001 ()2-s2.0-85212279745 (Scopus ID)
Anmärkning

QC 20250204

Tillgänglig från: 2025-02-04 Skapad: 2025-02-04 Senast uppdaterad: 2025-02-04Bibliografiskt granskad
Sundman, B., Dupin, N., Sluiter, M. H. .., Fries, S. G., Guéneau, C., Hallstedt, B., . . . Selleby, M. (2024). The Legacy of “The Regular Solution Model for Stoichiometric Phases and Ionic Melts”. Journal of Phase Equilibria and Diffusion, 45(6), 934-964, Article ID 212201.
Öppna denna publikation i ny flik eller fönster >>The Legacy of “The Regular Solution Model for Stoichiometric Phases and Ionic Melts”
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2024 (Engelska)Ingår i: Journal of Phase Equilibria and Diffusion, ISSN 1547-7037, Vol. 45, nr 6, s. 934-964, artikel-id 212201Artikel, forskningsöversikt (Refereegranskat) Published
Abstract [en]

In 1970, Hillert and Staffansson published a paper entitled “The Regular Solution Model for Stoichiometric Phases and Ionic Melts”. It was the beginning of the sublattice model that has been a key component in the development of Computational Thermodynamics. This formalism, now often called the Compound Energy Formalism (CEF), has been used to describe a great variety of phases driven by the need for accurate descriptions of thermodynamic phase stability in a wide range of materials involving many elements. The purpose of this paper is to describe the formalism, the physical meaning of its various parameters and the way they can be assessed using experimental and theoretical data. Furthermore, new developments derived from the CEF, such as the Effective Bond Energy Formalism, and other ideas for further development are presented.

Ort, förlag, år, upplaga, sidor
Springer Nature, 2024
Nyckelord
Calphad, compound energy formalism, Gibbs energy, multicomponent, oxide systems, short range order, thermodynamic modeling
Nationell ämneskategori
Den kondenserade materiens fysik
Identifikatorer
urn:nbn:se:kth:diva-365849 (URN)10.1007/s11669-024-01163-2 (DOI)001377531600001 ()2-s2.0-85212056758 (Scopus ID)
Anmärkning

QC 20250701

Tillgänglig från: 2025-07-01 Skapad: 2025-07-01 Senast uppdaterad: 2025-07-01Bibliografiskt granskad
He, Z., Chen, Q. & Selleby, M. (2024). Third Generation Calphad for Key Elements. Journal of Phase Equilibria and Diffusion, 45(6), 1163-1181, Article ID 102250.
Öppna denna publikation i ny flik eller fönster >>Third Generation Calphad for Key Elements
2024 (Engelska)Ingår i: Journal of Phase Equilibria and Diffusion, ISSN 1547-7037, Vol. 45, nr 6, s. 1163-1181, artikel-id 102250Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

This paper presents an overview of the models we used so far for the 3rd generation Calphad descriptions of the elements. It covers both stable and metastable solid phases, as well as the liquid phase. The “evolution" of thermodynamic descriptions of the key elements Al, C, Cr, Co, Fe, Ga, Ni, and W is discussed in detail and new assessments are conducted when deemed necessary. To support future work, we provide practical guidelines, including suggested starting values for optimising various parameters. Comprehensive thermodynamic descriptions of the elements are also included to facilitate further modelling efforts.

Ort, förlag, år, upplaga, sidor
Springer Nature, 2024
Nyckelord
3rd generation Calphad, thermodynamic modelling, unary systems
Nationell ämneskategori
Metallurgi och metalliska material
Identifikatorer
urn:nbn:se:kth:diva-365851 (URN)10.1007/s11669-024-01166-z (DOI)001363247500001 ()2-s2.0-85210361520 (Scopus ID)
Anmärkning

QC 20250701

Tillgänglig från: 2025-07-01 Skapad: 2025-07-01 Senast uppdaterad: 2025-07-01Bibliografiskt granskad
Engström, A. & Selleby, M. (2023). Summary report of CALPHAD XLIX - Stockholm, Sweden, 2022. Calphad, 80, 102528, Article ID 102528.
Öppna denna publikation i ny flik eller fönster >>Summary report of CALPHAD XLIX - Stockholm, Sweden, 2022
2023 (Engelska)Ingår i: Calphad, ISSN 0364-5916, E-ISSN 1873-2984, Vol. 80, s. 102528-, artikel-id 102528Artikel i tidskrift, Editorial material (Övrigt vetenskapligt) Published
Abstract [en]

The CALPHAD XLIX conference took place in Stockholm, Sweden, from May 22 to 27, 2022. 112 participants from 18 countries attended the conference. The scientific program included 69 oral presentations divided into 16 thematic topics and 27 posters.

Ort, förlag, år, upplaga, sidor
Elsevier BV, 2023
Nationell ämneskategori
Datavetenskap (datalogi) Fysikalisk kemi
Identifikatorer
urn:nbn:se:kth:diva-325592 (URN)10.1016/j.calphad.2022.102528 (DOI)000950384800001 ()2-s2.0-85146007962 (Scopus ID)
Anmärkning

QC 20230412

Tillgänglig från: 2023-04-12 Skapad: 2023-04-12 Senast uppdaterad: 2023-04-12Bibliografiskt granskad
Joubert, J.-M., Kaplan, B. & Selleby, M. (2023). The specific heat of Al-based compounds, evaluation of the Neumann-Kopp rule and proposal for a modified Neumann-Kopp rule. Calphad, 81, Article ID 102562.
Öppna denna publikation i ny flik eller fönster >>The specific heat of Al-based compounds, evaluation of the Neumann-Kopp rule and proposal for a modified Neumann-Kopp rule
2023 (Engelska)Ingår i: Calphad, ISSN 0364-5916, E-ISSN 1873-2984, Vol. 81, artikel-id 102562Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

Application of the Neumann-Kopp rule to aluminum containing compounds produces a kink in the specific heat caused by the description of pure aluminum in the SGTE Unary database. Two ways to get rid of this problem are investigated. In a first step, we tried to redefine the description of aluminum above its melting point using a reverse Neumann-Kopp approach. After a systematic review of the experimental Cp data for all the aluminum based compounds, we could evaluate the accuracy of the Neumann-Kopp rule. We could find a nearly systematic overestimation of the Cp of the order of 15%. This makes the use of the reverse Neumann-Kopp approach inapplicable. In a second step, based on this analysis of the available data, we propose another approach consisting in defining the Cp of a compound by a composition average of the Cp of the pure elements, not at the same temperature as in the Neumann-Kopp rule, but rather at a temperature normalized to the melting point of each pure element and the compound. Not only are the results in much better agreement with the experimental data than the conventional Neumann-Kopp rule, but also, there is no longer a need to define the Cp of aluminum above its melting point.

Ort, förlag, år, upplaga, sidor
Elsevier BV, 2023
Nyckelord
Specific heat, Heat capacity, Neumann -Kopp, Aluminum
Nationell ämneskategori
Materialteknik
Identifikatorer
urn:nbn:se:kth:diva-330494 (URN)10.1016/j.calphad.2023.102562 (DOI)001006549900001 ()2-s2.0-85159218805 (Scopus ID)
Anmärkning

QC 20230630

Tillgänglig från: 2023-06-30 Skapad: 2023-06-30 Senast uppdaterad: 2023-06-30Bibliografiskt granskad
He, Z. & Selleby, M. (2022). A third generation Calphad description of pure W. Materials Chemistry and Physics, 276, 125445, Article ID 125445.
Öppna denna publikation i ny flik eller fönster >>A third generation Calphad description of pure W
2022 (Engelska)Ingår i: Materials Chemistry and Physics, ISSN 0254-0584, E-ISSN 1879-3312, Vol. 276, s. 125445-, artikel-id 125445Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

A third generation Calphad description is provided for pure W. In addition, a comprehensive review of the thermodynamic models suggested for the third generation unary systems is given. The thermodynamic properties of the phases (bcc, fcc, hcp and liquid) for pure W are described using these new suggestions. The model parameters are evaluated taking into account the available experimental and DFT information. A good agreement to the selected data is achieved.

Ort, förlag, år, upplaga, sidor
Elsevier BV, 2022
Nyckelord
3rd generation, Tungsten, Calphad
Nationell ämneskategori
Metallurgi och metalliska material
Identifikatorer
urn:nbn:se:kth:diva-308552 (URN)10.1016/j.matchemphys.2021.125445 (DOI)000744258100005 ()2-s2.0-85119286049 (Scopus ID)
Anmärkning

QC 20220420

Tillgänglig från: 2022-02-17 Skapad: 2022-02-17 Senast uppdaterad: 2022-06-25Bibliografiskt granskad
He, Z. & Selleby, M. (2022). A third generation Calphad description of W-C including a revision of liquid C. Calphad, 78, 102449, Article ID 102449.
Öppna denna publikation i ny flik eller fönster >>A third generation Calphad description of W-C including a revision of liquid C
2022 (Engelska)Ingår i: Calphad, ISSN 0364-5916, E-ISSN 1873-2984, Vol. 78, s. 102449-, artikel-id 102449Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

More physically-based models are used when developing the third generation Calphad descriptions, which en -able to calculate and predict the thermodynamic properties with higher reliability in an extended temperature range. In order to examine the unary descriptions and verify the models for developing binary descriptions, the W-C binary system was selected as test vehicle. The description of liquid C was first re-assessed adopting the most recent suggestion on modelling the liquid phase. The Einstein/Neumann-Kopp model (the hybrid model) was applied to model all the end-members of the solid solution phases. This work further verifies the hybrid model and the method used to extrapolate the solid data of pure W.

Ort, förlag, år, upplaga, sidor
Elsevier BV, 2022
Nyckelord
Calphad, 3rd generation, Thermodynamic properties, Liquid C, W-C
Nationell ämneskategori
Fysikalisk kemi
Identifikatorer
urn:nbn:se:kth:diva-315675 (URN)10.1016/j.calphad.2022.102449 (DOI)000820167700001 ()2-s2.0-85132723399 (Scopus ID)
Anmärkning

Not duplicate with DiVA 1651085

QC 20220715

Tillgänglig från: 2022-07-15 Skapad: 2022-07-15 Senast uppdaterad: 2022-07-15Bibliografiskt granskad
Smuk, O., Selleby, M. & Bergman, B. (2022). The effect of copper on secondary phase precipitation in duplex stainless steel - a thermodynamic calculations approach. International Journal of Materials Research - Zeitschrift für Metallkunde, 96(8), 918-923
Öppna denna publikation i ny flik eller fönster >>The effect of copper on secondary phase precipitation in duplex stainless steel - a thermodynamic calculations approach
2022 (Engelska)Ingår i: International Journal of Materials Research - Zeitschrift für Metallkunde, ISSN 1862-5282, E-ISSN 2195-8556, Vol. 96, nr 8, s. 918-923Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

Thermodynamic calculations with Thermo-Calc software and the steel database TCFE3 was applied to investigate the precipitation behavior of industrial grades of duplex stainless steels with high copper content, 1.6 and 2.3 wt.%, Duplok 27 and DUP 27, respectively. Well-documented super duplex stainless grade SAF 2507 with copper content of 0.20 wt.% was used as the reference steel. The results of the calculations are compared with the experimental results obtained previously for these steels. It is shown that copper decreases the high-temperature limit of precipitation of sigma and chi phases and reduces the equilibrium amount of precipitated chi phase. Copper addition to a duplex stainless steel facilitates precipitation of chromium nitride phase and stabilizes it at elevated temperatures. The ferrite-austenite balance at high temperatures is also affected in these steels by the copper addition.

Ort, förlag, år, upplaga, sidor
WALTER DE GRUYTER GMBH, 2022
Nyckelord
Thermo-Calc, Thermodynamic calculations, Duplex stainless steels, Copper, Secondary phases
Nationell ämneskategori
Metallurgi och metalliska material Bearbetnings-, yt- och fogningsteknik
Identifikatorer
urn:nbn:se:kth:diva-309048 (URN)10.3139/ijmr-2005-0159 (DOI)000749928900014 ()
Anmärkning

QC 20220221

Tillgänglig från: 2022-02-21 Skapad: 2022-02-21 Senast uppdaterad: 2022-06-25Bibliografiskt granskad
Organisationer
Identifikatorer
ORCID-id: ORCID iD iconorcid.org/0000-0001-5031-919X

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