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Keywords = manganese steel

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14 pages, 29702 KB  
Article
In Situ Investigation of Temperature and Strain-Rate-Dependent Serrated Flow and Crack Evolution in Mn13 High–Manganese Steel
by Ming Gao, Yang Liu, Yanling Zhang, Yaqiang Li, Qiang Liu and Lei Cheng
Metals 2026, 16(8), 910; https://doi.org/10.3390/met16080910 - 14 Aug 2026
Viewed by 253
Abstract
Temperature- and strain-rate-dependent serrated flow, localized plastic instability, and qualitative microcrack evolution in Mn13 Hadfield steel were investigated using stress–strain analysis and in situ tensile observation. Solution treatment at 1050 °C for 1–1.5 h followed by water quenching yielded homogeneous single-phase austenite. Type [...] Read more.
Temperature- and strain-rate-dependent serrated flow, localized plastic instability, and qualitative microcrack evolution in Mn13 Hadfield steel were investigated using stress–strain analysis and in situ tensile observation. Solution treatment at 1050 °C for 1–1.5 h followed by water quenching yielded homogeneous single-phase austenite. Type A and Type B serrations were dominant at room temperature at 1 × 10−3 s−1 and at 100 °C at 1 × 10−2 s−1, whereas the room-temperature specimen tested at 1 × 10−2 s−1 showed delayed serration onset and pronounced Type B stress drops only at high strains. Type C serrations occurred mainly near fracture at 100 °C at 1 × 10−3 s−1, 200 °C at 1 × 10−2 s−1 and 200 °C at 5 × 10−2 s−1. In situ observations further reveal that different serration types correspond to distinct localized deformation modes. During Type A serrations, the tracked feature exhibited unidirectional stepwise migration involving forward motion, arrest, and renewed advance. Type B serrations were associated with discontinuous pulse-like migration characterized by rapid forward motion, brief arrest, local backward motion, and renewed advance. No regular trajectory was observed during Type C stress drops; only local brightness changes and slight positional shifts occurred. These observations link macroscopic serrations to localized deformation in Mn13 steel and provide qualitative in situ evidence for grain-boundary microcrack initiation and evolution during deformation. Full article
(This article belongs to the Special Issue Metal Material Failure Analysis and Optimization)
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32 pages, 7640 KB  
Article
Geochemical and Geostatistical Analysis of Manganese Mineralization in the Kulu Area (Central Anatolia, Konya, Türkiye)
by Bilgehan Yabgu Horasan
Minerals 2026, 16(8), 775; https://doi.org/10.3390/min16080775 - 26 Jul 2026
Viewed by 671
Abstract
Manganese is a raw material of increasing strategic importance owing not only to its fundamental role in steel production but also to its use in battery technologies, chemical processes, environmental applications, and advanced industrial fields. With the ongoing energy transition, the growing demand [...] Read more.
Manganese is a raw material of increasing strategic importance owing not only to its fundamental role in steel production but also to its use in battery technologies, chemical processes, environmental applications, and advanced industrial fields. With the ongoing energy transition, the growing demand for battery-grade manganese has made it increasingly important to reassess the geological, mineralogical, and geochemical characteristics of manganese occurrences that are known from limited data. In this study, the manganese mineralization observed in the Kulu–Kozanlı area of Central Anatolia was investigated using field observations, ore microscopy, XRD, SEM–EDS, major oxide and trace element geochemistry, and spatial data based on sampling locations. Major oxide and trace element data indicate that manganese enrichment is not homogeneous and is concentrated in specific zones. The results of Spearman correlation, PCA, HCA, and factor analysis reveal a clear opposition between MnO and SiO2, whereas MnO tends to increase together with Cu, Ba, V, Ga, and Sr. XRD, SEM–EDS, and ore microscopy findings show that the mineralization is mainly represented by a Mn oxide/oxyhydroxide assemblage composed of manganite and pyrolusite, with local braunite. When all findings are evaluated together, the Kulu manganese mineralization is interpreted as a lithologically heterogeneous Mn mineralization associated with radiolarite/chert and carbonate–cherty levels within the Dereköy ophiolitic mélange and consistent with hydrothermal influence. Full article
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20 pages, 28923 KB  
Article
Effect of Aging Treatment on the Corrosion Behavior of Selective Laser Melted Fe-30Mn-8Al-1.5C-2.5Ni Lightweight Steel
by Fufei Deng, Hui Yang and Changling Zhuang
Crystals 2026, 16(7), 471; https://doi.org/10.3390/cryst16070471 - 21 Jul 2026
Viewed by 234
Abstract
Selective laser melting (SLM) can effectively suppress metallurgical defects inherent to conventional manufacturing; however, subsequent aging treatments essential for engineering applications introduce secondary precipitates that alter the electrochemical homogeneity of the matrix. The underlying mechanism by which such precipitation behavior governs corrosion resistance [...] Read more.
Selective laser melting (SLM) can effectively suppress metallurgical defects inherent to conventional manufacturing; however, subsequent aging treatments essential for engineering applications introduce secondary precipitates that alter the electrochemical homogeneity of the matrix. The underlying mechanism by which such precipitation behavior governs corrosion resistance remains elusive. In this study, a Fe-30Mn-8Al-1.5C-2.5Ni steel was investigated to elucidate the corrosion morphology and electrochemical behavior of the as-built, 450 °C-aged, and 750 °C-aged specimens during immersion in a 3.5 wt.% NaCl solution. The results demonstrate that the inherent Mn microsegregation and high-density subgrain boundaries induced by SLM trigger preferential localized anodic dissolution on the surface of the as-built sample, culminating in the formation of a loose, porous manganese oxide product layer. Aging treatment at 450 °C induces extensive precipitation of κ-carbides within grain interiors and along grain boundaries, accompanied by localized depletion of Al and Mn at the phase interfaces. A pronounced micro-galvanic coupling established between the κ-carbides and the adjacent Al-depleted zones directly compromises the continuity of the passive film, thereby further deteriorating the corrosion resistance. In contrast, aging at 750 °C relieves the residual stress and eliminates the as-built elemental microsegregation. The resulting compositional homogenization of the matrix reduces the localized electrochemical driving force, which promotes a uniform reaction of Al at the surface to construct a continuous, compact Al-rich passive film, thereby sustaining the highest charge-transfer resistance during long-term immersion. This work elucidates the correlation among the intrinsic defects of SLM, aging-induced solute-depleted zones, κ-carbide precipitation, and localized micro-galvanic corrosion, providing a fundamental basis for tailoring the microstructure and corrosion resistance of additively manufactured lightweight steels. Full article
(This article belongs to the Section Crystalline Metals and Alloys)
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20 pages, 8735 KB  
Article
Influence of CeO2 on Properties of Laser Cladding Coatings for High Manganese Steel Jaw Surface Strengthening
by Zechang Zou, Xueyong Chen, Renwei Jiang and Cuiyong Tang
Coatings 2026, 16(7), 827; https://doi.org/10.3390/coatings16070827 - 13 Jul 2026
Viewed by 350
Abstract
High manganese steel jaw plates serve as the core structural components of jaw crushers. Subjected to continuous impact and compressive loads during crushing service, they demand superior wear resistance and impact fatigue performance. In this work, laser cladding was employed to fabricate CeO [...] Read more.
High manganese steel jaw plates serve as the core structural components of jaw crushers. Subjected to continuous impact and compressive loads during crushing service, they demand superior wear resistance and impact fatigue performance. In this work, laser cladding was employed to fabricate CeO2-reinforced Fe60 composite coatings on ZGMn13 high manganese steel jaw plate substrate. The surface modification effects were systematically investigated in terms of macroscopic structure analysis, hardness property testing, and wear resistance evaluation. Composite coatings with CeO2 mass fractions of 0%, 1%, 2%, and 3% were prepared, and their microstructures and morphologies were characterized by visual inspection, optical microscopy, and scanning electron microscopy. The test results indicate that the dendritic structures became more pronounced with increasing CeO2 content; however, fracture marks occurred when the CeO2 content was below 1%. A Rockwell hardness tester was adopted to measure coating hardness under a load stress of 382.44 MPa, and the results demonstrate that coating hardness presents a positive correlation with CeO2 doping content. Furthermore, pin-on-disc friction and wear tests were conducted on the prepared coatings. The optimized CeO2-modified coating achieved a minimum wear rate of 0.0033 mm3/(N·m), which is 78.6% lower than that of the untreated substrate. This work provides a valuable reference for improving the surface hardness and wear resistance of jaw plates and promotes the engineering application of laser cladding technology in wear-resistant component strengthening. Full article
(This article belongs to the Special Issue Laser Coatings and Surface Engineering)
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34 pages, 5665 KB  
Review
The Role of Ferrite Kinetics and Strain Rate in Preventing Straightening Cracks During Continuous Casting: A Focused Review of Hot Tensile Testing
by Barrie Mintz and Abdullah Qaban
Metals 2026, 16(7), 760; https://doi.org/10.3390/met16070760 - 9 Jul 2026
Viewed by 466
Abstract
The paper presents a critical review of the key work published to date on the hot ductility of steels in relation to the problem of cracking during continuous casting, including recent publications in the field. Laboratory testing methods that are most appropriate for [...] Read more.
The paper presents a critical review of the key work published to date on the hot ductility of steels in relation to the problem of cracking during continuous casting, including recent publications in the field. Laboratory testing methods that are most appropriate for evaluating cracking susceptibility are examined, with particular emphasis on the hot tensile test. The discussion covers both conventional carbon–manganese (C–Mn) and high-strength low-alloy (HSLA) steels, as well as the more complex advanced high-strength steels. Special attention is given to the influence of strain rate and the role of ferrite, both transformation-induced and deformation-induced, in controlling ductility. Increasing the strain rate invariably improves the ductility of steels containing a thin film of ferrite when it is present. This improvement is attributed to the work hardening of the ferrite, which promotes a more uniform distribution of strain, rather than localisation within the thin ferrite layer, thereby reducing the likelihood of fracture. The difficulties in increasing the strain rate in continuous casters are cited. Finally, based on insights from tensile testing, the paper considers practical approaches to preventing cracking in conventional curved-mould and vertical-mould arc continuous casting machines. Newly designed chamfered moulds have also recently been introduced, and these are claimed to reduce the incidence of corner cracking; their role is also discussed. Full article
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17 pages, 20114 KB  
Article
Properties and Corrosion Resistance of Manganese Electrodeposits Obtained from Sulfate Bath at Different Temperatures in Presence of Tellurate(VI) Additive
by Vasaris Statkevičius, Egidijus Griškonis and Nerita Žmuidzinavičienė
Coatings 2026, 16(7), 798; https://doi.org/10.3390/coatings16070798 - 4 Jul 2026
Viewed by 389
Abstract
As a chemical element, manganese is used in a wide range of industries, particularly steelmaking and creating alloys and as a sacrificial coating for corrosion protection. Electrodeposition is a low-energy process; however, manganese electrodeposition from aqueous solutions remains challenging due to the highly [...] Read more.
As a chemical element, manganese is used in a wide range of industries, particularly steelmaking and creating alloys and as a sacrificial coating for corrosion protection. Electrodeposition is a low-energy process; however, manganese electrodeposition from aqueous solutions remains challenging due to the highly negative reduction potential of Mn2+. The addition of group VI elements such as selenium, sulfur or tellurium to the electrolyte improves both coating quality and the current efficiency of manganese electrodeposits by suppressing the competing hydrogen evolution reaction (HER). While selenium and sulfur compounds are widely studied electrolyte additives, research on the use of tellurium additives in the electrolyte and their influence on the manganese electrodeposition process and subsequent coating properties remains limited. In this work, manganese electrodeposits were obtained from a manganese ammonium sulfate bath (MASB) electrolyte with a sodium tellurate(VI) additive at both room and elevated temperatures. The resulting coatings, which also underwent a phosphating process to enhance the corrosion resistance of the coating, were investigated for properties such as morphology, elemental composition, and corrosion resistance; all corrosion tests were carried out in a 3% NaCl solution. The findings show that coatings deposited at higher temperatures exhibit a more compact surface structure, with α-Mn becoming more abundant as the MASB temperature increases. Furthermore, higher-temperature deposition produces coatings with greater current efficiency, though at the cost of a higher concentration of incorporated tellurium. Finally, the coatings that underwent the phosphating were evaluated against untreated (uncoated and non-phosphated) mild carbon steel regarding their corrosion resistance. Full article
(This article belongs to the Special Issue Advanced Coatings and Materials for Anti-Corrosion Performance)
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18 pages, 8938 KB  
Article
Temperature-Controlled Synthesis of High-Voltage Spinel LiNi0.5Mn1.5O4 Films via Metal–Organic Decomposition: Structure and Electrochemical Study for Application in Lithium-Ion Batteries
by Francisca Luco, Benjamín Silva, Andrés Ibáñez, Arianne Maine, Andrés Espinosa, Fabian Dietrich, Judit G. Lisoni, Víctor M. Fuenzalida, Rodrigo Espinoza and Marcos Flores
Materials 2026, 19(13), 2825; https://doi.org/10.3390/ma19132825 - 2 Jul 2026
Viewed by 576
Abstract
The high-voltage spinel LiNi0.5Mn1.5O4 (LNMO) is a promising cobalt-free cathode material for lithium-ion batteries, yet its integration as a binder-free thin film on metallic current collectors via simple solution routes remains underexplored. Here, LNMO films were synthesized on [...] Read more.
The high-voltage spinel LiNi0.5Mn1.5O4 (LNMO) is a promising cobalt-free cathode material for lithium-ion batteries, yet its integration as a binder-free thin film on metallic current collectors via simple solution routes remains underexplored. Here, LNMO films were synthesized on 304 stainless steel (SS304) by metal–organic decomposition (MOD) from metal–acetate precursors in ethanol, followed by spin-coating and annealing at 500, 600, and 700 °C under flowing O2. The films were characterized by XRD, FESEM–FIB cross-sectioning, EDS, and XPS, and tested as binder-free cathodes by cyclic voltammetry and galvanostatic charge/discharge. All samples are dense, approximately 1.9 μm thick, and crystallize in the disordered spinel phase. The LNMO crystallite size increases from 21.9 to 43.8 nm between 500 and 700 °C, while the grain size also shows a temperature dependence, increasing the average size from 25 up to 56 nm in diameter. XPS confirms Mn4+ as the dominant manganese surface species (45–49%) across all samples. The films deliver reversible discharge capacities of 92, 92, and 70 mAh g1 at 0.1 C for LNMO500, LNMO600, and LNMO700, respectively, with well-defined Ni2+/Ni3+ and Ni3+/Ni4+ redox peaks at 4.7 and 4.8 V. DFT calculations independently predict a voltage plateau at ∼4.7 V for 0.2x1, in agreement with the experimental profiles. These findings establish MOD as a viable, vacuum-free route to the synthesis of nanostructured LNMO cathodes. Full article
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35 pages, 9489 KB  
Article
Effects of HFMI Treatment on the Boron-Alloyed Austenite Medium-Manganese Steel 140Mn6Cr3TiB Deposit: Enhanced Wear Resistance Induced by Heterogeneous Microstructure
by Bohdan Trembach, Bohdan Mordyuk, Michal Krbata, Pavlo Openko, Vadim Zakiev, Vladyslav Shyvaniuk, Tetyana Vladimirova, Mykola Skoryk, Oleksii Kolomiitsev, Vadym Krykun, Yuliia Musairova and Olga Gyrka
J. Manuf. Mater. Process. 2026, 10(7), 231; https://doi.org/10.3390/jmmp10070231 - 30 Jun 2026
Viewed by 1047
Abstract
This paper aims to analyse the microstructure and properties of the titanium- and boron-alloyed high-carbon medium-manganese 140Mn6Cr3TiB steel deposit before and after high-frequency mechanical impact (HFMI) treatment. XRD, SED, and EDS analyses were applied to evaluate the microstructural peculiarities of the studied deposit. [...] Read more.
This paper aims to analyse the microstructure and properties of the titanium- and boron-alloyed high-carbon medium-manganese 140Mn6Cr3TiB steel deposit before and after high-frequency mechanical impact (HFMI) treatment. XRD, SED, and EDS analyses were applied to evaluate the microstructural peculiarities of the studied deposit. Nanoindentation and scratch/sliding tests respectively revealed distinct correlations between the phase composition and the deformation/wear behaviour. HFMI results in the formation of the strain-induced ε- and α’-martensites (~66% and 3–6%, respectively), a significant grains/crystallites refinement (down to 31–54 nm), and dislocation density, which support essential hardening (by ~50%). The HFMI regime (load = 100 N, amplitude = 10 µm, and time = 60 s) was found to be the best, which led to the enhanced wear resistance (decreased wear volume) by ~4 times. The heterogeneous nature of the steel deposit creates a “shield-and-buffer” effect, where the hard eutectic framework resists penetration and tough matrix prevents brittle failure, maintaining a high tolerance to abrasion damage. The HFMI-hardening changed the wear mechanism from the ‘wedge/pile-up’ formation to ploughing. Thus, the HFMI shows a good efficiency in finishing the protective medium-manganese steel deposits of enhanced wear resistance to prolong the operation life of responsible parts. Full article
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19 pages, 36704 KB  
Article
Temperature Gradient-Induced Microstructural Evolution and Wear Resistance Enhancement in High-Manganese Steels by Laser Transformation Hardening
by Shuwen Wang, Kai Liu, Wenting Zhu and Liang Hao
Materials 2026, 19(13), 2725; https://doi.org/10.3390/ma19132725 - 25 Jun 2026
Viewed by 1348
Abstract
Despite its excellent impact toughness and work-hardening capacity, high-manganese steel (HMS) suffers from low initial hardness, limiting its wear resistance under low-stress conditions. Conventional surface hardening methods for HMS involve high cost and intensive energy consumption and produce only shallow hardened layers; moreover, [...] Read more.
Despite its excellent impact toughness and work-hardening capacity, high-manganese steel (HMS) suffers from low initial hardness, limiting its wear resistance under low-stress conditions. Conventional surface hardening methods for HMS involve high cost and intensive energy consumption and produce only shallow hardened layers; moreover, the understanding of laser transformation hardening in HMS remains insufficient. To address these gaps, this study employs a high-energy-density laser for rapid and precise surface modification of Mn13 HMS. The studied Mn13 steel contains 1.98 wt.% Cr, which contributes to solid-solution strengthening and influences the phase transformation behavior during laser transformation hardening. By optimizing the laser power, a well-defined laser-quenched layer with a gradient microstructure along the thickness direction is obtained. Microhardness at the surface treated by laser transformation hardening at 1.5 kW improved significantly, primarily due to grain refinement and a dense dislocation network. The small fraction of martensite contributes indirectly by generating geometrically necessary dislocations and acting as local barriers to dislocation glide. Along the depth direction, the microhardness varies with the gradient microstructure: coarse columnar grains at intermediate depths cause a slight decrease in microhardness, while the substrate restores it. Correspondingly, the laser-quenched surface exhibits improved wear resistance, as indicated by reduced friction coefficient, wear depth, and wear volume, and the dominant wear mechanism shifts from adhesive to abrasive wear. Importantly, this gradient configuration maintains a mechanically compatible transition between the quenched layer and the substrate, preserving impact toughness comparable to that of the untreated material. Full article
(This article belongs to the Section Metals and Alloys)
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24 pages, 8537 KB  
Article
Investigation of Welded Joints of Pipelines from an Existing Gas Transmission Network Exposed to Hydrogen—Part II: Some Aspects of the Microstructural Mechanisms of Hydrogen-Assisted Damage and Fracture
by Boris Yanachkov, Kateryna Valuiska, Yana Mourdjeva, Vanya Dyakova, Krasimir Kolev, Tatiana Simeonova, Rumen Krastev, Stivan Vasilev and Rumyana Lazarova
Metals 2026, 16(6), 573; https://doi.org/10.3390/met16060573 - 24 May 2026
Cited by 1 | Viewed by 747
Abstract
This study investigates hydrogen embrittlement in welded joints of X52 (L360) pipeline steel obtained from an operating natural gas transmission network after 31 years of service, with particular emphasis on production (longitudinal) and girth (circumferential) welds. The aim is to elucidate the influence [...] Read more.
This study investigates hydrogen embrittlement in welded joints of X52 (L360) pipeline steel obtained from an operating natural gas transmission network after 31 years of service, with particular emphasis on production (longitudinal) and girth (circumferential) welds. The aim is to elucidate the influence of microstructural heterogeneity across the pipe wall and within different welded joint types on hydrogen transport, trapping behavior, and fracture mechanisms. The investigation combines X-ray diffraction, electrochemical hydrogen permeation testing, fractographic analysis, and transmission electron microscopy. X-ray diffraction results show that the base metal and girth weld consist predominantly of body-centered cubic ferrite, whereas the production weld additionally contains retained austenite associated with an elevated manganese content. These phase-related differences are consistent with transmission electron microscopy observations of martensite–austenite constituents within the weld microstructure. Electrochemical hydrogen permeation measurements reveal pronounced microstructure-dependent hydrogen transport behavior. The production weld exhibits a significantly lower apparent diffusion coefficient and a markedly higher hydrogen trap density, approximately five times greater than those of the base metal and girth weld, providing a mechanistic explanation for the observed differences in hydrogen uptake behavior. Fractographic analysis demonstrates a transition from ductile microvoid coalescence in the uncharged condition to predominantly brittle fracture following hydrogen charging. This transition is accompanied by a substantial increase in the fraction of brittle fracture zones, reaching approximately 53% in hydrogen-charged specimens. A pronounced gradient in hydrogen embrittlement susceptibility is observed across the pipe wall thickness, with outer-wall specimens consistently exhibiting greater susceptibility than inner-wall specimens. This behavior reflects the combined influence of long-term soil corrosion and hydrogen-assisted degradation. Transmission electron microscopy reveals that plastic deformation governs dislocation generation, while hydrogen significantly modifies dislocation behavior by promoting dislocation pile-ups near martensite–austenite constituents and non-metallic inclusions. These observations indicate strong interactions between hydrogen, dislocations, and microstructural heterogeneities. A clear size-dependent role of non-metallic inclusions is identified. Sub-micron inclusions act primarily as irreversible hydrogen trapping sites that contribute to hydrogen redistribution within the microstructure, whereas larger inclusions serve as preferential crack initiation sites under hydrogen charging conditions. Overall, the results demonstrate that hydrogen embrittlement behavior is governed by the combined effects of microstructural state, welded joint type, and long-term service-induced degradation, resulting in distinct hydrogen transport characteristics and fracture responses across the pipe wall. Full article
(This article belongs to the Special Issue Advances in the Fatigue and Fracture Behaviour of Metallic Materials)
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24 pages, 13001 KB  
Article
Research on Simulation of Fatigue Crack Growth in LNG Storage Tanks and Prediction of Residual Service Life
by Qingwen Zhang, Xiang Yi, Zhengxin Li, Weixin Zhou and Jingxi Liu
Materials 2026, 19(10), 2028; https://doi.org/10.3390/ma19102028 - 13 May 2026
Viewed by 457
Abstract
This study evaluates fatigue crack growth in marine high-manganese steel LNG (Liquefied Natural Gas) storage tanks under cryogenic conditions. A 3D simulation framework using the M-integral for stress intensity extraction and the VCTD (Vertical Crack Tip Displacement) criterion for path prediction was [...] Read more.
This study evaluates fatigue crack growth in marine high-manganese steel LNG (Liquefied Natural Gas) storage tanks under cryogenic conditions. A 3D simulation framework using the M-integral for stress intensity extraction and the VCTD (Vertical Crack Tip Displacement) criterion for path prediction was developed. Parametric simulations showed that crack propagation is strongly directional, with the surface growth rate exceeding the depthwise rate. Fatigue life decreased with increasing initial crack surface length and maximum load but increased with crack inclination angle. In addition, the Mode I stress intensity factor along the depthwise path converged during propagation and rose sharply when the crack depth approached 90% of the wall thickness. An XGBoost-based dual-target model further achieved accurate prediction of crack depth and residual life. Full article
(This article belongs to the Special Issue Fatigue Damage, Fracture Mechanics of Structures and Materials)
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14 pages, 3088 KB  
Article
Machine Learning-Based Prediction of Stacking Fault Energy in High-Manganese Steels: A Comparative Study of Ensemble and Kernel Methods
by Saurabh Tiwari, Seong Jun Heo and Nokeun Park
Materials 2026, 19(10), 1940; https://doi.org/10.3390/ma19101940 - 9 May 2026
Cited by 1 | Viewed by 611
Abstract
Accurate prediction of the stacking fault energy (SFE) is critical for controlling deformation mechanisms, specifically transformation-induced plasticity (TRIP) and twinning-induced plasticity (TWIP), in high-manganese (high-Mn) austenitic steels, which are of growing importance in automotive and structural applications that demand exceptional strength–ductility combinations. This [...] Read more.
Accurate prediction of the stacking fault energy (SFE) is critical for controlling deformation mechanisms, specifically transformation-induced plasticity (TRIP) and twinning-induced plasticity (TWIP), in high-manganese (high-Mn) austenitic steels, which are of growing importance in automotive and structural applications that demand exceptional strength–ductility combinations. This study presents a systematic comparative evaluation of six supervised machine learning (ML) models—Multiple Linear Regression (MLR), Random Forest (RF), Extra Trees (ETs), Gradient Boosting (GB), Support Vector Regression (SVR), and a stacking ensemble—trained on a curated, outlier-cleaned experimental database of Fe-Mn-C-Si-Al-Cr-Ni-N spanning SFE values from 5.0 to 63.0 mJ/m2 (mean 23.7 ± 11.2 mJ/m2). After Z-score outlier removal (|Z| > 3) and 80/20 train–test splitting with nested 5-fold cross-validation hyperparameter optimization using GridSearchCV, ET and GB achieved training R2 values of 0.988 and 0.990, respectively, confirming that SFE is highly predictable from alloy composition alone. The stacking ensemble delivered the best generalization on the independent held-out test set (test R2 = 0.603, RMSE = 5.60 mJ/m2, MAE = 4.86 mJ/m2), outperforming all the individual learners. Random Forest feature importance analysis identified Al (22.3%), Fe (20.5%), and Mn (17.7%) as the three most influential compositional variables, collectively explaining 60.6% of the predicted variance. Pearson correlation analysis confirmed that Al was the strongest individual linear predictor (r = +0.421, p < 0.001), whereas Fe showed a significant negative correlation (r = −0.327, p < 0.001). Mn, C, and the remaining elements showed no statistically significant linear correlations with SFE, underscoring the dominance of nonlinear compositional interactions. Composition–SFE design maps derived from the GB model delineate the TRIP/TWIP regime boundaries in the Mn–C and Mn–Al composition spaces, providing a validated computational tool for targeted high-Mn steel alloy design. Full article
(This article belongs to the Section Metals and Alloys)
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15 pages, 6366 KB  
Article
Effect of Trace Titanium on Hydrogen Embrittlement Resistance of 25Mn High-Manganese Steel
by Taoran Shao, Bingbing Wu, Yanxin Wu and Zhenli Mi
Metals 2026, 16(5), 509; https://doi.org/10.3390/met16050509 - 8 May 2026
Viewed by 545
Abstract
High-manganese steel has emerged as a potential alternative material to austenitic stainless steel for liquid hydrogen storage and transportation environments, owing to its superior mechanical characteristics and limited hydrogen diffusivity. However, its hydrogen embrittlement (HE) susceptibility limits its engineering applications. This study investigates [...] Read more.
High-manganese steel has emerged as a potential alternative material to austenitic stainless steel for liquid hydrogen storage and transportation environments, owing to its superior mechanical characteristics and limited hydrogen diffusivity. However, its hydrogen embrittlement (HE) susceptibility limits its engineering applications. This study investigates the effect of microstructural regulation through trace titanium (Ti, 0.021 wt%) addition on HE resistance in high-manganese steel. By means of Electron Backscatter Diffraction (EBSD), TEM, SEM, and Slow Strain Rate Tensile (SSRT) tests, the effects of Ti on the microstructure, mechanical properties, and HE susceptibility of high-manganese steel are systematically investigated. The results show that the addition of Ti did not significantly alter the average austenite grain size or phase composition, but it generated a large number of Ti(C,N) nanoscale precipitates with sizes ranging from 20 to 70 nm within the matrix. The elongation loss of the 25Mn-Ti specimen was significantly lower than that of the 25Mn specimen when hydrogen-charged for 72 h, decreasing from 18.4% to 9.3%. The fracture surfaces consistently exhibited ductile dimple morphology, whereas 25Mn steel demonstrated significant cleavage-induced brittle fracture. EBSD analysis revealed that hydrogen-charged 25Mn-Ti steel exhibited higher Kernel Average Misorientation (KAM) value retention rate and more uniform grain strain distribution, indicating enhanced microstructural deformation compatibility. The main mechanism was that Ti pre-formed nanoscale Ti(C,N) precipitates during the preparation of 25Mn high-manganese steel, which played a key role in inhibiting HE. These precipitates altered hydrogen diffusion behavior and distribution patterns, reduced stress concentration levels, and inhibited hydrogen-induced crack initiation. This work is of great significance for improving the HE resistance of high-manganese steels. Full article
(This article belongs to the Special Issue Advances in the Fatigue and Fracture Behaviour of Metallic Materials)
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27 pages, 34553 KB  
Article
Effective Suppression of Friction-Induced Stick-Slip Vibration at Brake Interfaces of High-Speed Trains via Rational Selection of Disc Spring Materials
by Jin Peng, Zaiyu Xiang, Shaohao Deng, Jiakun Zhang and Xiaoqin Liu
Lubricants 2026, 14(5), 194; https://doi.org/10.3390/lubricants14050194 - 6 May 2026
Viewed by 598
Abstract
The friction-induced stick-slip vibration (FISSV) generated by intense friction between the brake disc and brake pads of high-speed trains is a critical issue affecting braking stability, the service life of foundational braking components, and ride comfort. The floating friction block structure, which effectively [...] Read more.
The friction-induced stick-slip vibration (FISSV) generated by intense friction between the brake disc and brake pads of high-speed trains is a critical issue affecting braking stability, the service life of foundational braking components, and ride comfort. The floating friction block structure, which effectively regulates interfacial contact characteristics through the elastic deformation of disc springs, thereby improving tribological behavior, represents an effective approach for mitigating FISSV. However, the topic of how to design the floating structure of the friction block to produce the best suppression impact on FISSV emerges, using the choice of disc spring material as an example. Thus, the purpose of this study is to look at how disc spring material affects stick-slip vibration (SSV) at the high-speed train floating brake interface. Four typical disc spring materials—304 stainless steel, Mubea-specific spring steel, 50CrVA high-alloy spring steel, and 60Si2MnA silicon-manganese spring steel—were selected. Through braking tribological tests and explicit dynamics-wear coupling simulations, the effects of material differences on interfacial friction-wear characteristics and SSV behavior were systematically studied. The findings show that the stiffness of the disc spring material greatly influences the dynamic responsiveness of the system and the contact pressure distribution at the braking interface, elasticity, and damping characteristics. 60Si2MnA spring steel, owing to its excellent elastic recovery and load equalization capability, promoted the formation of uniformly dispersed medium-to-small contact platforms on the interface, resulting in the mildest wear. Concurrently, its system vibration energy exhibited a more dispersed distribution in the frequency domain, with low SSV intensity and weak nonlinear behavior, demonstrating the best comprehensive performance. Materials with poorer compatibility, such as 304 stainless steel, tended to cause localized stress concentration, exacerbating wear and intensifying severe high-frequency SSV. The influence mechanism of disc spring material at the interface is shown by this work, providing an important basis for material optimization and vibration suppression design in floating brake pad structures. Full article
(This article belongs to the Special Issue Friction-Induced Noise and Vibration)
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18 pages, 3296 KB  
Article
Full-Process Temperature Prediction in Multi-Layer Robotic Grinding of High-Manganese Steel Under Limited Online Sensing
by Pengrui Zhong, Long Xue, Feng Han, Yong Zou and Jiqiang Huang
Sensors 2026, 26(8), 2422; https://doi.org/10.3390/s26082422 - 15 Apr 2026
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Abstract
Thermal accumulation is a critical constraint in robotic grinding of ZGMn13 high-manganese steel, whereas the variables that can be prescribed or monitored reliably online are often limited to the normal load Fz, spindle speed n, and feed speed νw [...] Read more.
Thermal accumulation is a critical constraint in robotic grinding of ZGMn13 high-manganese steel, whereas the variables that can be prescribed or monitored reliably online are often limited to the normal load Fz, spindle speed n, and feed speed νw. Most existing studies focus on single-pass conditions or scalar thermal indicators, while full-process near-surface transient temperature histories in multi-layer robotic grinding remains insufficiently addressed. This study presents a full-process near-surface transient temperature histories framework for multi-layer robotic grinding under fixed wheel–workpiece conditions and limited online sensing. Multi-channel near-surface thermal measurements were first reorganized into layer-resolved time-series data. A process-driven thermal surrogate was then constructed from the deployable inputs Fz,n,νw, and a recursive temperature-evolution model was developed by incorporating intra-layer thermal retention and interlayer residual-heat inheritance. The proposed formulation predicts the near-surface transient temperature history over successive grinding layers. Experimental results showed clear layer-wise transience and progressive thermal accumulation during multi-layer grinding. Under representative conditions, the proposed framework reproduced the dominant transient structure of the measured full-process near-surface temperature histories, and grouped validation further showed that the recursive formulation preserved more useful history-level information than the reduced baselines within the tested domain. Within the tested operating domain, the predicted histories were further reduced to derived thermal indicators and planning-oriented peak-temperature maps. Full article
(This article belongs to the Section Sensors and Robotics)
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