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Search Results (1,594)

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14 pages, 737 KiB  
Article
Collective Bargaining in Post-Memoranda Greece: Could It Guarantee Decent Work by Greek Employees?
by Theodore Koutroukis
Soc. Sci. 2025, 14(8), 496; https://doi.org/10.3390/socsci14080496 (registering DOI) - 16 Aug 2025
Abstract
The aim of this work was to assess the developments in the Greek collective bargaining system and the wage policy after the period of the Memoranda of Understanding with the lenders. Moreover, it discusses the critical role of collective bargaining (CB) in the [...] Read more.
The aim of this work was to assess the developments in the Greek collective bargaining system and the wage policy after the period of the Memoranda of Understanding with the lenders. Moreover, it discusses the critical role of collective bargaining (CB) in the Greek economy and society and its contributions to forging a new balance between capital and labor in the post-memoranda era. Finally, it provides a number of proposals that could improve the state of play in the field. Firstly, a comprehensive approach to the current debate on the key issues of collective bargaining was portrayed. Secondly, the main developments in the Greek case of collective bargaining and the wage policy were recorded. Thirdly, an effort to interpret the pertinent developments that could lead to the diffusion of a decent work status in the domestic labor market was made. Finally, this work examined whether the current situation of collective bargaining threatens Greek employees’ living and working conditions, which were regarded as being at stake during the memoranda period. Full article
(This article belongs to the Special Issue From Precarious Work to Decent Work)
23 pages, 12765 KiB  
Article
Optimization of Eleven Cross-Roll Straightening Process for 20CrMnTi Bars Based on Combined Hardening Model
by Shangwu Jia, Longyi Bao, Shijie Wang, Qingdang Meng, Jun Zhao and Ruixue Zhai
Metals 2025, 15(8), 908; https://doi.org/10.3390/met15080908 - 15 Aug 2025
Abstract
Straightness is one of the important indices to measure the quality of bars; multi-roll straightening is an essential process in bar production. Materials undergo multiple cycles of alternating tensile and compressive loading during multi-roll straightening, subject to the influence of the Bauschinger effect. [...] Read more.
Straightness is one of the important indices to measure the quality of bars; multi-roll straightening is an essential process in bar production. Materials undergo multiple cycles of alternating tensile and compressive loading during multi-roll straightening, subject to the influence of the Bauschinger effect. However, most existing studies have failed to adequately account for the Bauschinger effect, leading to insufficient prediction accuracy of the process. This study establishes an eleven-roll straightening finite element model (FEM) for bars based on the nonlinear combined hardening model. The orthogonal experimental design method is employed to optimize the process parameters. Straightening experiments of 20CrMnTi bars using an eleven-roll straightener were conducted. Based on the FEM, the influence patterns of different process parameters on the straightening results were investigated. The results indicate excellent agreement between the eleven-roll straightening finite element simulation results and the experimental results. Using the optimized parameters, both the simulated and experimental straightness after straightening were within 1‰, with a relative error between them below 8%. The findings of this study can improve the prediction accuracy of the eleven-roll bar straightening process and provide reliable theoretical support and technical reference for the optimization of straightening process parameters. Full article
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23 pages, 1776 KiB  
Article
Assessment of Greenhouse Gas Emissions, Energy Demand and Solid Waste Generation Between Two Manufacturing Processes: A Case Study
by Fernando Nogueira Cardoso, João da Cruz Payão Filho, Margareth Nascimento de Souza Lira and Claudinei de Souza Guimarães
Recycling 2025, 10(4), 163; https://doi.org/10.3390/recycling10040163 - 13 Aug 2025
Viewed by 100
Abstract
Additive manufacturing (AM) is an Industry 4.0 technology that assists or replaces the conventional manufacturing (CM) of complex geometries in various sectors, including transport, steel, aerospace, military, and architecture. The aim is to improve processes, reduce energy consumption, atmospheric emissions, and solid waste, [...] Read more.
Additive manufacturing (AM) is an Industry 4.0 technology that assists or replaces the conventional manufacturing (CM) of complex geometries in various sectors, including transport, steel, aerospace, military, and architecture. The aim is to improve processes, reduce energy consumption, atmospheric emissions, and solid waste, and streamline stages while complying with the new environmental regulations. The main objective of this work was to carry out a cradle-to-gate Life Cycle Assessment (LCA), considering the raw material extraction, pre-processing, manufacturing, and post-processing stages, comparing two manufacturing methods for the same ER-90 metal flange part, conventional forging and wire and arc additive manufacturing (WAAM), all following the requirements and operations proposed by the ISO 14040/44 standard. WAAM is a Directed Energy Deposition (DED) technology that uses welding techniques to produce 3D objects with more complex geometries. Compared to the forging industry, which requires a lot of heat and kinetic energy in its metal part production stages, WAAM is a more sustainable and modern alternative because it does not require high temperatures and energy to produce the same parts. The environmental indicators compared in the process stages were energy consumption, greenhouse gas (GHG) emissions, and solid waste. The total energy consumption in AM was 18,846.61 MJ, the GHG emissions were 864.49 kgCO2-eq, and the solid waste generated was 142.34 kg, which were 63.8 %, 90.5%, and 31.6% lower than the environmental indicators calculated for CM, respectively. Full article
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11 pages, 5053 KiB  
Article
The Influence of Microcracks Generated During Forging on Crack Propagation in Steel Forgings
by Marek Grega and Janette Brezinová
Metals 2025, 15(8), 900; https://doi.org/10.3390/met15080900 - 12 Aug 2025
Viewed by 132
Abstract
This article investigates the formation of solidification cracks in steel forgings used for bearing rings in gear reducers of robotic arms. The forging and heat treatment processes, conducted under consistent technological conditions, revealed the occurrence of high-temperature annealing cracks caused by plasticity depletion [...] Read more.
This article investigates the formation of solidification cracks in steel forgings used for bearing rings in gear reducers of robotic arms. The forging and heat treatment processes, conducted under consistent technological conditions, revealed the occurrence of high-temperature annealing cracks caused by plasticity depletion during stress relaxation. Additionally, solidification cracks were analyzed, with chemical compositions and hardness measurements indicating susceptibility due to elevated carbon and chromium content, as well as a high cracking parameter. Die tool wear and damage during forging were identified as key contributors to crack formation, transferring surface defects, inclusions, and creating cracks that propagate during subsequent processing. The findings underscore the influence of the tooling conditions, material properties, and process parameters on the quality and reliability of steel forgings. Full article
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27 pages, 490 KiB  
Article
Dynamic Asymmetric Attention for Enhanced Reasoning and Interpretability in LLMs
by Feng Wen, Xiaoming Lu, Haikun Yu, Chunyang Lu, Huijie Li and Xiayang Shi
Symmetry 2025, 17(8), 1303; https://doi.org/10.3390/sym17081303 - 12 Aug 2025
Viewed by 282
Abstract
The remarkable success of autoregressive Large Language Models (LLMs) is predicated on the causal attention mechanism, which enforces a static and rigid form of informational asymmetry by permitting each token to attend only to its predecessors. While effective for sequential generation, this hard-coded [...] Read more.
The remarkable success of autoregressive Large Language Models (LLMs) is predicated on the causal attention mechanism, which enforces a static and rigid form of informational asymmetry by permitting each token to attend only to its predecessors. While effective for sequential generation, this hard-coded unidirectional constraint fails to capture the more complex, dynamic, and nonlinear dependencies inherent in sophisticated reasoning, logical inference, and discourse. In this paper, we challenge this paradigm by introducing Dynamic Asymmetric Attention (DAA), a novel mechanism that replaces the static causal mask with a learnable context-aware guidance module. DAA dynamically generates a continuous-valued attention bias for each query–key pair, effectively learning a “soft” information flow policy that guides rather than merely restricts the model’s focus. Trained end-to-end, our DAA-augmented models demonstrate significant performance gains on a suite of benchmarks, including improvements in perplexity on language modeling and notable accuracy boosts on complex reasoning tasks such as code generation (HumanEval) and mathematical problem-solving (GSM8k). Crucially, DAA provides a new lens for model interpretability. By visualizing the learned asymmetric attention patterns, it is possible to uncover the implicit information flow graphs that the model constructs during inference. These visualizations reveal how the model dynamically prioritizes evidence and forges directed logical links in chain-of-thought reasoning, making its decision-making process more transparent. Our work demonstrates that transitioning from a static hard-wired asymmetry to a learned and dynamic one not only enhances model performance but also paves the way for a new class of more capable and profoundly more explainable LLMs. Full article
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20 pages, 691 KiB  
Review
Alloy Selection and Manufacturing Technologies for Total Ankle Arthroplasty: A Narrative Review
by Kishen Mitra, Arun K. Movva, Michael O. Sohn, Joshua M. Tennyson, Grayson M. Talaski, Samuel B. Adams and Albert T. Anastasio
Materials 2025, 18(16), 3770; https://doi.org/10.3390/ma18163770 - 11 Aug 2025
Viewed by 237
Abstract
Total ankle arthroplasty (TAA) has evolved significantly through advances in alloy selection and manufacturing technologies. This narrative review examines the metallurgical foundations of contemporary TAA implants, analyzing primary alloy systems and their mechanical properties. Cobalt-chromium alloys provide superior mechanical strength and durability but [...] Read more.
Total ankle arthroplasty (TAA) has evolved significantly through advances in alloy selection and manufacturing technologies. This narrative review examines the metallurgical foundations of contemporary TAA implants, analyzing primary alloy systems and their mechanical properties. Cobalt-chromium alloys provide superior mechanical strength and durability but present metal ion release concerns, while titanium alloys (Ti6Al4V) optimize biocompatibility with elastic modulus values (101–113 GPa) closer to bone, despite tribological limitations. Novel β-titanium formulations (Ti-35Nb-7Zr-5Ta, Ti10Mo6Zr4Sn3Nb) eliminate toxic aluminum and vanadium components while achieving lower elastic modulus values (50–85 GPa) that better match cortical bone properties. Manufacturing has transitioned from traditional methods (investment casting, forging, CNC machining) toward additive manufacturing technologies. Selective laser melting and electron beam melting enable patient-specific geometries, controlled porosity, and optimized microstructures, though challenges remain with residual stresses, surface finish requirements, and post-processing needs. Emerging biodegradable materials, composite structures, and hybrid implant designs represent promising future directions for addressing current material limitations. This review provides evidence-based insights for alloy selection and manufacturing approaches, emphasizing the critical role of materials engineering in TAA implant performance and clinical outcomes. Full article
(This article belongs to the Special Issue Microstructure and Mechanical Properties of Alloys (2nd Edition))
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17 pages, 9812 KiB  
Article
Study on the Influence of Deformation and Temperature on the Properties of High-Strength Tungsten Alloy Wire
by Junling Fan, Jingwen Du, Jun Cao, Yongzhen Sun and Junchao Zhang
Micromachines 2025, 16(8), 922; https://doi.org/10.3390/mi16080922 - 10 Aug 2025
Viewed by 258
Abstract
In this paper, high-strength W-1%La2O3 alloy wire was obtained by solid-state doping using tungsten powder and lanthanum oxide, large deformation rotary forging and wire drawing, which solved the disadvantages of traditional tungsten alloy wire processing such as the uneven distribution [...] Read more.
In this paper, high-strength W-1%La2O3 alloy wire was obtained by solid-state doping using tungsten powder and lanthanum oxide, large deformation rotary forging and wire drawing, which solved the disadvantages of traditional tungsten alloy wire processing such as the uneven distribution of rare earth oxides. The effects of rotary forging and annealing on the microstructure and properties of tungsten alloy were studied, which provided some basis for preparing high-strength tungsten alloy wire. The results indicate that tungsten alloy undergoes recovery at relative high temperatures (1480–1380 °C) during the rotary forging process. After large deformation, subgrains and uneven microstructures appear, so annealing is required before tungsten alloys wire drawing processing. With increasing annealing temperature, the recrystallization degree gradually increases and the hardness of tungsten alloy gradually decreases. When the deformation is less than 81.2%, tungsten alloy wire exhibits brittle fracture. When the deformation increases to 88.4% (ø0.8 mm), the fracture surface of the wire exhibits a plastic–brittle mixed fracture mechanism. Full article
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15 pages, 653 KiB  
Article
The Nexus of Environmental Protection and Economic Growth in Northern Minority Areas of China Under the Background of Sustainable Climate Policies
by Weifang Cao, Zhenhua Zhang and Yanchao Feng
Sustainability 2025, 17(16), 7178; https://doi.org/10.3390/su17167178 - 8 Aug 2025
Viewed by 209
Abstract
Exploring the relationship between economic development and environmental protection holds substantial theoretical value for the sustainable progress of minority regions. This paper initially analyzes the overarching mechanisms governing economic growth and climate change challenges in industrial decarbonization toward carbon neutrality. Subsequently, it conducts [...] Read more.
Exploring the relationship between economic development and environmental protection holds substantial theoretical value for the sustainable progress of minority regions. This paper initially analyzes the overarching mechanisms governing economic growth and climate change challenges in industrial decarbonization toward carbon neutrality. Subsequently, it conducts an empirical analysis utilizing historical economic and environmental data from five provinces to investigate the trajectory of economic development and shifts in environmental quality. The objective of this paper is to flatten the environmental Kuznets curve (EKC) in northwest minority areas, ensuring the continuous enhancement of environmental quality and green transformation in tandem with economic growth, thereby forging a low-pollution pathway for sustainable development. It is observed that an EKC characteristic exists between the economy and the environment in these regions, evolving from discoordination to primary coordination. The environment and economic development in ethnic minority areas of China are progressing slowly, and there is an urgent need for sustainable development reforms. The environment and economic development in ethnic minority areas of China from 2003 to 2022 are progressing slowly, and there is an urgent need for sustainable development reforms. During the economic development process, minimizing environmental pollution should be a fundamental prerequisite, with a focus on industrial ecological advancement, intensifying governmental environmental protection measures, and boosting green technological innovation to strive for a flattening of the EKC and advance a trajectory toward sustainable development. Full article
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19 pages, 3864 KiB  
Article
Through Winter’s Window: The Modernist Potential of Ice, Frost, and Snow in Late Imperial Russian Art
by Louise Hardiman
Arts 2025, 14(4), 91; https://doi.org/10.3390/arts14040091 - 7 Aug 2025
Viewed by 369
Abstract
In 1913, the Fabergé workshops in St Petersburg produced the most expensive of their famed Imperial egg commissions, the so-called “Winter Egg,” designed by Alma Pihl. Fashioned from translucent rock crystal and decked in a glittering array of gemstones, the egg followed several [...] Read more.
In 1913, the Fabergé workshops in St Petersburg produced the most expensive of their famed Imperial egg commissions, the so-called “Winter Egg,” designed by Alma Pihl. Fashioned from translucent rock crystal and decked in a glittering array of gemstones, the egg followed several other designs on winter themes by the highly respected jeweller. In this article, Fabergé’s winter-themed creations are the starting point for an exploration of how ice, frost, and snow were portrayed by Russian artists of the late imperial period. Such works both reflected and realised many of the shifts in the art world from the mid-nineteenth century onwards, for example, the renewed focus on making art “national,” the rise of artistic opportunities for women, the erasure of boundaries between fine and applied art, the influx of such European movements as Impressionism and Symbolism, and the development of modernist approaches to content and style. The principal focus is on works by artists associated with the Abramtsevo artistic circle (Abramtsevskii khudozhestvennyi kruzhok). How did representations of ice, snow, and frost participate in the emerging dynamic between the national idea and the decorative, which in turn fed into the move towards abstraction? Why did these subjects appear frequently in art by women? Why was winter often presented through the lens of the imagined and the ludic? These works evidence a new subjectivity that arose from Abramtsevo artists’ greater freedom to render lived experience. The paths open to them when working outside the Academic system permitted creativity to range freely in the forging of a national modern style. Full article
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19 pages, 29727 KiB  
Review
A Review of Methods for Increasing the Durability of Hot Forging Tools
by Jan Turek and Jacek Cieślik
Materials 2025, 18(15), 3669; https://doi.org/10.3390/ma18153669 - 4 Aug 2025
Viewed by 273
Abstract
The article presents a comprehensive review of key issues and challenges related to enhancing the durability of hot forging tools. It discusses modern strategies aimed at increasing tool life, including modifications to tool materials, heat treatment, surface engineering, tool and die design, die [...] Read more.
The article presents a comprehensive review of key issues and challenges related to enhancing the durability of hot forging tools. It discusses modern strategies aimed at increasing tool life, including modifications to tool materials, heat treatment, surface engineering, tool and die design, die geometry, tribological conditions, and lubrication. The review is based on extensive literature data, including recent publications and the authors’ own research, which has been implemented under industrial conditions at the modern forging facility in Forge Plant “Glinik” (Poland). The study introduces original design and technological solutions, such as an innovative concept for manufacturing forging dies from alloy structural steels with welded impressions, replacing traditional hot-work tool steel dies. It also proposes a zonal hardfacing approach, which involves applying welds with different chemical compositions to specific surface zones of the die impressions, selected according to the dominant wear mechanisms in each zone. General guidelines for selecting hardfacing material compositions are also provided. Additionally, the article presents technological processes for die production and regeneration. The importance and application of computer simulations of forging processes are emphasized, particularly in predicting wear mechanisms and intensity, as well as in optimizing tool and forging geometry. Full article
(This article belongs to the Section Manufacturing Processes and Systems)
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16 pages, 6137 KiB  
Article
Synergistic Optimization of High-Temperature Mechanical Properties and Thermal Conductivity in B4C/Al Composites Through Nano-Al2O3 Phase Transformation and Process Engineering
by Chunfa Huang, Lingmin Li and Qiulin Li
Metals 2025, 15(8), 874; https://doi.org/10.3390/met15080874 - 4 Aug 2025
Viewed by 190
Abstract
To address the critical challenge of synergistically enhancing both high-temperature mechanical properties and thermal conductivity in neutron-absorbing materials for dry storage of spent nuclear fuel, this study proposes an innovative strategy. This approach involves the controlled distribution, size, and crystalline states of nano-Al [...] Read more.
To address the critical challenge of synergistically enhancing both high-temperature mechanical properties and thermal conductivity in neutron-absorbing materials for dry storage of spent nuclear fuel, this study proposes an innovative strategy. This approach involves the controlled distribution, size, and crystalline states of nano-Al2O3 within an aluminum matrix. By combining plastic deformation and heat treatment, we aim to achieve a structurally integrated functional design. A systematic investigation was conducted on the microstructural evolution of Al2O3/10 wt.% B4C/Al composites in their forged, extruded, and heat-treated states. We also examined how these states affect high-temperature mechanical properties and thermal conductivity. The results indicate that applying hot extrusion deformation along with optimized heat treatment parameters (500 °C for 24 h) allows for a lamellar dispersion of nano-Al2O3 and a crystallographic transition from amorphous to γ-phase. As a result, the composite demonstrates a tensile strength of 144 MPa and an enhanced thermal conductivity of 181 W/(m·K) at 350 °C. These findings provide theoretical insights and technical support for ensuring the high density and long-term safety of spent fuel storage materials. Full article
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20 pages, 15301 KiB  
Article
Application of CH241 Stainless Steel with High Concentration of Mn and Mo: Microstructure, Mechanical Properties, and Tensile Fatigue Life
by Ping-Yu Hsieh, Bo-Ding Wu and Fei-Yi Hung
Metals 2025, 15(8), 863; https://doi.org/10.3390/met15080863 - 1 Aug 2025
Viewed by 278
Abstract
A novel stainless steel with high Mn and Mo content (much higher than traditional stainless steel), designated CH241SS, was developed as a potential replacement for Cr-Mo-V alloy steel in the cold forging applications of precision industry. Through carbon reduction in an environmentally friendly [...] Read more.
A novel stainless steel with high Mn and Mo content (much higher than traditional stainless steel), designated CH241SS, was developed as a potential replacement for Cr-Mo-V alloy steel in the cold forging applications of precision industry. Through carbon reduction in an environmentally friendly manner and a two-stage heat treatment process, the hardness of as-cast CH241 was tailored from HRC 37 to HRC 29, thereby meeting the industrial specifications of cold-forged steel (≤HRC 30). X-ray diffraction analysis of the as-cast microstructure revealed the presence of a small amount of ferrite, martensite, austenite, and alloy carbides. After heat treatment, CH241 exhibited a dual-phase microstructure consisting of ferrite and martensite with dispersed Cr(Ni-Mo) alloy carbides. The CH241 alloy demonstrated excellent high-temperature stability. No noticeable softening occurred after 72 h for the second-stage heat treatment. Based on the mechanical and room-temperature tensile fatigue properties of CH241-F (forging material) and CH241-ST (soft-tough heat treatment), it was demonstrated that the CH241 stainless steel was superior to the traditional stainless steel 4xx in terms of strength and fatigue life. Therefore, CH241 stainless steel can be introduced into cold forging and can be used in precision fatigue application. The relevant data include composition design and heat treatment properties. This study is an important milestone in assisting the upgrading of the vehicle and aerospace industries. Full article
(This article belongs to the Special Issue Advanced High Strength Steels: Properties and Applications)
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28 pages, 3272 KiB  
Review
Research Advancements in High-Temperature Constitutive Models of Metallic Materials
by Fengjuan Ding, Tengjiao Hong, Fulong Dong and Dong Huang
Crystals 2025, 15(8), 699; https://doi.org/10.3390/cryst15080699 - 31 Jul 2025
Viewed by 1389
Abstract
The constitutive model is widely employed to characterize the rheological properties of metallic materials under high-temperature conditions. It is typically derived from a series of high-temperature tests conducted at varying deformation temperatures, strain rates, and strains, including hot stretching, hot compression, separated Hopkinson [...] Read more.
The constitutive model is widely employed to characterize the rheological properties of metallic materials under high-temperature conditions. It is typically derived from a series of high-temperature tests conducted at varying deformation temperatures, strain rates, and strains, including hot stretching, hot compression, separated Hopkinson pressure bar testing, and hot torsion. The original experimental data used for establishing the constitutive model serves as the foundation for developing phenomenological models such as Arrhenius and Johnson–Cook models, as well as physical-based models like Zerilli–Armstrong or machine learning-based constitutive models. The resulting constitutive equations are integrated into finite element analysis software such as Abaqus, Ansys, and Deform to create custom programs that predict the distributions of stress, strain rate, and temperature in materials during processes such as cutting, stamping, forging, and others. By adhering to these methodologies, we can optimize parameters related to metal processing technology; this helps to prevent forming defects while minimizing the waste of consumables and reducing costs. This study provides a comprehensive overview of commonly utilized experimental equipment and methods for developing constitutive models. It discusses various types of constitutive models along with their modifications and applications. Additionally, it reviews recent research advancements in this field while anticipating future trends concerning the development of constitutive models for high-temperature deformation processes involving metallic materials. Full article
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18 pages, 5013 KiB  
Article
Enhancing Document Forgery Detection with Edge-Focused Deep Learning
by Yong-Yeol Bae, Dae-Jea Cho and Ki-Hyun Jung
Symmetry 2025, 17(8), 1208; https://doi.org/10.3390/sym17081208 - 30 Jul 2025
Viewed by 428
Abstract
Detecting manipulated document images is essential for verifying the authenticity of official records and preventing document forgery. However, forgery artifacts are often subtle and localized in fine-grained regions, such as text boundaries or character outlines, where visual symmetry and structural regularity are typically [...] Read more.
Detecting manipulated document images is essential for verifying the authenticity of official records and preventing document forgery. However, forgery artifacts are often subtle and localized in fine-grained regions, such as text boundaries or character outlines, where visual symmetry and structural regularity are typically expected. These manipulations can disrupt the inherent symmetry of document layouts, making the detection of such inconsistencies crucial for forgery identification. Conventional CNN-based models face limitations in capturing such edge-level asymmetric features, as edge-related information tends to weaken through repeated convolution and pooling operations. To address this issue, this study proposes an edge-focused method composed of two components: the Edge Attention (EA) layer and the Edge Concatenation (EC) layer. The EA layer dynamically identifies channels that are highly responsive to edge features in the input feature map and applies learnable weights to emphasize them, enhancing the representation of boundary-related information, thereby emphasizing structurally significant boundaries. Subsequently, the EC layer extracts edge maps from the input image using the Sobel filter and concatenates them with the original feature maps along the channel dimension, allowing the model to explicitly incorporate edge information. To evaluate the effectiveness and compatibility of the proposed method, it was initially applied to a simple CNN architecture to isolate its impact. Subsequently, it was integrated into various widely used models, including DenseNet121, ResNet50, Vision Transformer (ViT), and a CAE-SVM-based document forgery detection model. Experiments were conducted on the DocTamper, Receipt, and MIDV-2020 datasets to assess classification accuracy and F1-score using both original and forged text images. Across all model architectures and datasets, the proposed EA–EC method consistently improved model performance, particularly by increasing sensitivity to asymmetric manipulations around text boundaries. These results demonstrate that the proposed edge-focused approach is not only effective but also highly adaptable, serving as a lightweight and modular extension that can be easily incorporated into existing deep learning-based document forgery detection frameworks. By reinforcing attention to structural inconsistencies often missed by standard convolutional networks, the proposed method provides a practical solution for enhancing the robustness and generalizability of forgery detection systems. Full article
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18 pages, 4813 KiB  
Article
Dynamic Recrystallization Model of High-Temperature Deformation and Finite Element Analysis of Microstructure Evolution of 14Cr1Mo Pressure Vessel Steel
by Baoning Yu, Bo Zhang, Ruxing Shi, Feng Mao, Shizhong Wei and Duhang Yang
Materials 2025, 18(15), 3531; https://doi.org/10.3390/ma18153531 - 28 Jul 2025
Viewed by 310
Abstract
Due to the frequent occurrence of coarse-grained structures in large hydrogenation tube sheets, their hydrogen resistance and corrosion resistance deteriorate, significantly shortening their service life. Therefore, microstructure evolution must be strictly controlled during the forging process. High-temperature compression tests were simulated using a [...] Read more.
Due to the frequent occurrence of coarse-grained structures in large hydrogenation tube sheets, their hydrogen resistance and corrosion resistance deteriorate, significantly shortening their service life. Therefore, microstructure evolution must be strictly controlled during the forging process. High-temperature compression tests were simulated using a Gleeble-1500D thermal simulator to investigate the hot deformation behavior of 14Cr1Mo pressure vessel steel under deformation conditions of 1050–1250 °C and strain rates of 0.01–1 s−1. Based on the experimental data, the flow stress curve of 14Cr1Mo steel was obtained, and its thermal deformation behavior was analyzed. Furthermore, the dynamic recrystallization (DRX) kinetic model and grain size model of 14Cr1Mo steel were established. These models were then integrated into the finite element software Forge® to validate the accuracy of the DRX models. The results showed excellent agreement between the simulated and experimentally measured grain sizes, with a maximum deviation of less than 8%, confirming the high accuracy of the dynamic recrystallization models. These models provide a theoretical basis for finite element simulation and microstructure control in the manufacturing of super-large pressure vessel tube sheet forgings. Full article
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