1
|
Henrich M, Fehlemann N, Bexter F, Neite M, Kong L, Shen F, Könemann M, Dölz M, Münstermann S. DRAGen - A deep learning supported RVE generator framework for complex microstructure models. Heliyon 2023; 9:e19003. [PMID: 37636430 PMCID: PMC10450996 DOI: 10.1016/j.heliyon.2023.e19003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Revised: 08/03/2023] [Accepted: 08/04/2023] [Indexed: 08/29/2023] Open
Abstract
In this study an improved version of the Discrete RVE Automation and Generation Framework, also called DRAGen, is presented. The Framework incorporates a generator for Representative Volume Elements (RVEs). Several complex microstructure features, extracted from real microstructures, have been added to the generator, to enable it to generate RVEs with realistic microstructures. DRAGen is now capable of reading trained neural networks as well as .csv-files as input data for the microstructure generation. Furthermore, features such as pores and inclusions, martensite bands, hierarchical substructures, and crystallographic textures can be reconstructed in the RVEs. Besides the features, the functionality for different solvers was introduced. Therefore, the code was extended by modules for the generation of Finite Element (FE) and spectral solver input files. DRAGen now has the ability to create models for three powerful multiphysics frameworks used in the community: DAMASK, Abaqus and MOOSE. The evaluation of the features, as well as the simulations performed on sample models, show that the new version of DRAGen is a very powerful tool with flexible applicability for scientists in the ICME community. Also, due to the modular architecture of the project, the code can easily be expanded with features of interest. Therefore, it delivers a variety of functions and possible outputs, which offers researchers a broad spectrum of microstructures that can be used in microstructure studies or microstructure design developments.
Collapse
Affiliation(s)
- Manuel Henrich
- Integrity of Materials and Structures, RWTH Aachen University, Intzestraße 1, Aachen, 52064, Germany
| | - Niklas Fehlemann
- Integrity of Materials and Structures, RWTH Aachen University, Intzestraße 1, Aachen, 52064, Germany
| | - Felix Bexter
- Integrity of Materials and Structures, RWTH Aachen University, Intzestraße 1, Aachen, 52064, Germany
| | - Maximilian Neite
- Integrity of Materials and Structures, RWTH Aachen University, Intzestraße 1, Aachen, 52064, Germany
| | - Linghao Kong
- Integrity of Materials and Structures, RWTH Aachen University, Intzestraße 1, Aachen, 52064, Germany
| | - Fuhui Shen
- Integrity of Materials and Structures, RWTH Aachen University, Intzestraße 1, Aachen, 52064, Germany
| | - Markus Könemann
- Integrity of Materials and Structures, RWTH Aachen University, Intzestraße 1, Aachen, 52064, Germany
| | - Michael Dölz
- Integrity of Materials and Structures, RWTH Aachen University, Intzestraße 1, Aachen, 52064, Germany
| | - Sebastian Münstermann
- Integrity of Materials and Structures, RWTH Aachen University, Intzestraße 1, Aachen, 52064, Germany
| |
Collapse
|
2
|
Myszka D, Wieczorek AN, Skołek E, Borowski T, Kotwica K, Kalita M, Kruk R, Nuckowski PM. Abrasive Wear Resistance of Ultrafine Ausferritic Ductile Iron Intended for the Manufacture of Gears for Mining Machinery. MATERIALS (BASEL, SWITZERLAND) 2023; 16:4311. [PMID: 37374495 DOI: 10.3390/ma16124311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 06/06/2023] [Accepted: 06/08/2023] [Indexed: 06/29/2023]
Abstract
The purpose of this study was to experimentally determine the abrasion wear properties of ausferritic ductile iron austempered at 250 °C in order to obtain cast iron of class EN-GJS-1400-1. It has been found that such a cast iron grade makes it possible to create structures for material conveyors used for short-distance transport purposes, required to perform in terms of abrasion resistance under extreme conditions. The wear tests addressed in the paper were conducted at a ring-on-ring type of test rig. The test samples were examined under the conditions of slide mating, where the main destructive process was surface microcutting via loose corundum grains. The mass loss of the examined samples was measured as a parameter characteristic of the wear. The volume loss values thus obtained were plotted as a function of initial hardness. Based on these results, it has been found that prolonged heat treatment (of more than 6 h) causes only an insignificant increase in the resistance to abrasive wear.
Collapse
Affiliation(s)
- Dawid Myszka
- Faculty of Mechanical and Industrial Engineering, Warsaw University of Technology, Narbutta 85 Street, 02-524 Warsaw, Poland
| | - Andrzej N Wieczorek
- Faculty of Mining, Safety Engineering and Industrial Automation, Silesian University of Technology, Akademicka 2 Street, 44-100 Gliwice, Poland
| | - Emilia Skołek
- Faculty of Materials Engineering, Warsaw University of Technology, Wołoska 147 Street, 02-507 Warsaw, Poland
| | - Tomasz Borowski
- Faculty of Materials Engineering, Warsaw University of Technology, Wołoska 147 Street, 02-507 Warsaw, Poland
| | - Krzysztof Kotwica
- Faculty of Mechanical Engineering and Robotics, AGH University of Science and Technology, 30-059 Cracow, Poland
| | - Marek Kalita
- Division of Machines and Equipment, KOMAG Institute of Mining Technology, Pszczyńska 37 Street, 44-101 Gliwice, Poland
| | - Radosław Kruk
- Institute of Mechanical Engineering, Clausthal University of Technology, Robert-Koch-Straße 32, D-38678 Clausthal-Zellerfeld, Germany
| | - Paweł M Nuckowski
- Materials Research Laboratory, Faculty of Mechanical Engineering, Silesian University of Technology, Konarskiego 18A Street, 44-100 Gliwice, Poland
| |
Collapse
|
3
|
Kirbiš P, Anžel I, Rudolf R, Brunčko M. Novel Approach of Nanostructured Bainitic Steels' Production with Improved Toughness and Strength. MATERIALS (BASEL, SWITZERLAND) 2020; 13:ma13051220. [PMID: 32182765 PMCID: PMC7085109 DOI: 10.3390/ma13051220] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Revised: 02/26/2020] [Accepted: 02/28/2020] [Indexed: 06/10/2023]
Abstract
The tendencies of development within the field of engineering materials show a persistent trend towards the increase of strength and toughness. This pressure is particularly pronounced in the field of steels, since they compete with light alloys and composite materials in many applications. The improvement of steels' mechanical properties is sought to be achieved with the formation of exceptionally fine microstructures ranging well into the nanoscale, which enable a substantial increase in strength without being detrimental to toughness. The preferred route by which such a structure can be produced is not by applying the external plastic deformation, but by controlling the phase transformation from austenite into ferrite at low temperatures. The formation of bainite in steels at temperatures lower than about 200 °C enables the obtainment of the bulk nanostructured materials purely by heat treatment. This offers the advantages of high productivity, as well as few constraints in regard to the shape and size of the workpiece when compared with other methods for the production of nanostructured metals. The development of novel bainitic steels was based on high Si or high Al alloys. These groups of steels distinguish a very fine microstructure, comprised predominantly of bainitic ferrite plates, and a small fraction of retained austenite, as well as carbides. The very fine structure, within which the thickness of individual bainitic ferrite plates can be as thin as 5 nm, is obtained purely by quenching and natural ageing, without the use of isothermal transformation, which is characteristic for most bainitic steels. By virtue of their fine structure and low retained austenite content, this group of steels can develop a very high hardness of up to 65 HRC, while retaining a considerable level of impact toughness. The mechanical properties were evaluated by hardness measurements, impact testing of notched and unnotched specimens, as well as compression and tensile tests. Additionally, the steels' microstructures were characterised using light microscopy, field emission scanning electron microscopy (FESEM) and high-resolution transmission electron microscopy (HRTEM). The obtained results confirmed that the strong refinement of the microstructural elements in the steels results in a combination of extremely high strength and very good toughness.
Collapse
Affiliation(s)
- Peter Kirbiš
- Faculty of Mechanical Engineering, University of Maribor, Smetanova 17, SI-2000 Maribor, Slovenia; (I.A.); (R.R.); (M.B.)
- SIJ Metal Ravne d.o.o., Koroška cesta 14, SI-2390 Ravne na Koroškem, Slovenia
| | - Ivan Anžel
- Faculty of Mechanical Engineering, University of Maribor, Smetanova 17, SI-2000 Maribor, Slovenia; (I.A.); (R.R.); (M.B.)
| | - Rebeka Rudolf
- Faculty of Mechanical Engineering, University of Maribor, Smetanova 17, SI-2000 Maribor, Slovenia; (I.A.); (R.R.); (M.B.)
| | - Mihael Brunčko
- Faculty of Mechanical Engineering, University of Maribor, Smetanova 17, SI-2000 Maribor, Slovenia; (I.A.); (R.R.); (M.B.)
| |
Collapse
|
4
|
Influence of Prior Martensite on Bainite Transformation, Microstructures, and Mechanical Properties in Ultra-Fine Bainitic Steel. MATERIALS 2019; 12:ma12030527. [PMID: 30759721 PMCID: PMC6385105 DOI: 10.3390/ma12030527] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/18/2019] [Revised: 02/08/2019] [Accepted: 02/08/2019] [Indexed: 11/16/2022]
Abstract
A multiphase microstructure comprising of different volume fractions of prior martensite and ultra-fine bainite (bainitic ferrite and retained austenite) was obtained by quenching to certain temperatures, followed by isothermal bainitic transformation. The effect of the prior martensite transformation on the bainitic transformation behavior, microstructures, and mechanical properties were discussed. The results showed that the prior martensite accelerated the subsequent low-temperature bainite transformation, and the incubation period and completion time of the bainite reaction were significantly shortened. This phenomenon was attributed to the enhanced nucleation ratio caused by the introduced strain in austenite, due to the formation of prior martensite and a carbon partitioning between the prior martensite and retained austenite. Moreover, the prior martensite could influence the crystal growth direction of bainite ferrite, refine bainitic ferrite plates, and reduce the dimension of blocky retained austenite, all of which were responsible for improving the mechanical properties of the ultra-fine bainitic steel. When the content of the prior martensite reached 15%, the investigated steels had the best performance, which were 1800 MPa and 21% for the tensile strength and elongation, respectively. Unfortunately, the increased content of the prior martensite could lead to a worsening of the impact toughness.
Collapse
|
5
|
Characterization of a Nanocrystalline Structure Formed by Crystal Lattice Transformation in a Bulk Steel Material. METALS 2018. [DOI: 10.3390/met9010003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The formation of nanocrystalline structures in bulk metal materials is of great significance for both investigating the structural features of nanocrystalline materials and enhancing the value of bulk metal materials in engineering applications. Herein, we report a nanocrystalline structure formed by lattice transformation in a three-dimensional bulk metal material. We characterized its phase composition, three-dimensional features, and boundary structure. This nanocrystalline structure had microscale length and height and nanoscale width, which gave it a “nanoplate” structure in three-dimensional space. We observed edge dislocations in the interior of the nanocrystalline structure. A unique transitional boundary that contributed to maintaining its nanoscale size was found at the border between the parent phase and the nanocrystalline structure.
Collapse
|
6
|
A Constitutive Relationship between Fatigue Limit and Microstructure in Nanostructured Bainitic Steels. MATERIALS 2016; 9:ma9100831. [PMID: 28773953 PMCID: PMC5456631 DOI: 10.3390/ma9100831] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Revised: 09/21/2016] [Accepted: 09/27/2016] [Indexed: 11/20/2022]
Abstract
The recently developed nanobainitic steels show high strength as well as high ductility. Although this combination seems to be promising for fatigue design, fatigue properties of nanostructured bainitic steels are often surprisingly low. To improve the fatigue behavior, an understanding of the correlation between the nanobainitic microstructure and the fatigue limit is fundamental. Therefore, our hypothesis to predict the fatigue limit was that the main function of the microstructure is not necessarily totally avoiding the initiation of a fatigue crack, but the microstructure has to increase the ability to decelerate or to stop a growing fatigue crack. Thus, the key to understanding the fatigue behavior of nanostructured bainite is to understand the role of the microstructural features that could act as barriers for growing fatigue cracks. To prove this hypothesis, we carried out fatigue tests, crack growth experiments, and correlated these results to the size of microstructural features gained from microstructural analysis by light optical microscope and EBSD-measurements. Finally, we were able to identify microstructural features that influence the fatigue crack growth and the fatigue limit of nanostructured bainitic steels.
Collapse
|
7
|
Yang Z, Zhang F, Zheng C, Zhang M, Lv B, Qu L. Study on hot deformation behaviour and processing maps of low carbon bainitic steel. ACTA ACUST UNITED AC 2015. [DOI: 10.1016/j.matdes.2014.10.068] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
|
8
|
Fielding LCD, Song EJ, Han DK, Bhadeshia HKDH, Suh DW. Hydrogen diffusion and the percolation of austenite in nanostructured bainitic steel. Proc Math Phys Eng Sci 2014. [DOI: 10.1098/rspa.2014.0108] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The diffusion of hydrogen in austenite is slower than in ferrite. Experiments have been conducted to study the behaviour of hydrogen in a nanostructured steel sample consisting of a mixture of thin plates of bainitic ferrite and intervening films of retained austenite, with the latter phase present in a quantity larger than the percolation threshold, i.e. it has three-dimensional connectivity. The structure was then heat treated to control the fraction of austenite, and hence to study the role of hydrogen when the austenite decomposes below the value required to sustain percolation. The experiments have involved both thermal desorption analysis and permeation, and when combined with theoretical analysis, indicate a significant influence of percolating austenite in hindering the passage of hydrogen into the steel during hydrogen charging, and its permeation through the composite nanostructure. The effect is not as large as might be expected from a simple comparison of independent data on the diffusivities of hydrogen in the two lattices, because the effective diffusivity in ferrite is found to be much smaller than in the defect-free ferrite, owing to trapping effects. The morphology of the austenite is demonstrated to play a role by comparing with a sample containing a larger volume fraction of austenite but present as isolated grains which are ineffective to the permeation of hydrogen.
Collapse
Affiliation(s)
- L. C. D. Fielding
- Department of Materials Science and Metallurgy, University of Cambridge, 27 Charles Babbage Road, Cambridge CB3 0FS, UK
| | - E. J. Song
- Graduate Institute of Ferrous Technology, Pohang University of Science and Technology (POSTECH), Pohang, Kyungbuk, 790–784, Republic of Korea
| | - D. K. Han
- Graduate Institute of Ferrous Technology, Pohang University of Science and Technology (POSTECH), Pohang, Kyungbuk, 790–784, Republic of Korea
| | - H. K. D. H. Bhadeshia
- Department of Materials Science and Metallurgy, University of Cambridge, 27 Charles Babbage Road, Cambridge CB3 0FS, UK
- Graduate Institute of Ferrous Technology, Pohang University of Science and Technology (POSTECH), Pohang, Kyungbuk, 790–784, Republic of Korea
| | - D.-W. Suh
- Graduate Institute of Ferrous Technology, Pohang University of Science and Technology (POSTECH), Pohang, Kyungbuk, 790–784, Republic of Korea
| |
Collapse
|