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Genetic algorithm-Based particle swarm optimization of RSM surrogate models for multi-responses of EDM machining parameters of silicon nitride-titanium nitride composite 基于遗传算法的氮化硅-氮化钛复合材料电火花加工参数多响应RSM代理模型粒子群优化
IF 2.6 3区 材料科学 Q2 ENGINEERING, MANUFACTURING Pub Date : 2025-11-03 DOI: 10.1007/s12289-025-01953-0
Mohammed Yunus, Rami Alfattani, Turki Alamro

The study investigates the effects of process parameters for Electrical Discharge Machining (EDM) on the machining performance of hard materials, such as ceramic matrix composites (CMC). For difficult-to-machine materials (Silicon Nitride-Titanium Nitride), EDM provides benefits including low machining force and affordable equipment. To improve control parameters, like discharge current, pulse-on (Pon) and pulse-off times, and dielectric pressure, experiments were carried out utilizing a complete factorial method and Taguchi L25 Orthogonal Array. Significant results were examined, including geometric tolerances, surface roughness, electrode wear rate (EWR), and material removal rate (MRR). The most important components were found to be current and pulse-on time after correlations between input parameters and output features were established using Response Surface Methodology (RSM). Optimal Pareto solutions were found using Genetic Algorithm-based Particle Swarm Optimization (GAPSO), which was validated by confirmation studies. The findings showed notable gains in machining efficiency, such as shorter machining times, higher rates of MRR (0.0118 g/min), decreased rates of EWR (0.001 g/min), and better geometric tolerances to roughness (3.108 μm). The outcome of a global optimization that factored in all seven replies is also shown According to these results, EDM may be used for intricate ceramic parts with ideal process parameters, advancing contemporary manufacturing sectors.

研究了电火花加工工艺参数对陶瓷基复合材料(CMC)等硬质材料加工性能的影响。对于难以加工的材料(氮化硅和氮化钛),电火花加工具有低加工力和经济实惠的设备等优点。为了提高放电电流、脉冲通断时间和介质压力等控制参数,采用完全析因法和田口L25正交阵列进行了实验。研究结果包括几何公差、表面粗糙度、电极磨损率(EWR)和材料去除率(MRR)。利用响应面法(Response Surface Methodology, RSM)建立输入参数与输出特征之间的相关性后,发现电流和脉冲导通时间是最重要的组成部分。利用基于遗传算法的粒子群优化算法(GAPSO)找到了最优Pareto解,并通过验证研究对其进行了验证。结果表明,加工效率显著提高,如加工时间缩短,MRR率提高(0.0118 g/min), EWR率降低(0.001 g/min),粗糙度几何公差提高(3.108 μm)。根据这些结果,电火花加工可用于具有理想工艺参数的复杂陶瓷零件,从而推动当代制造业的发展。
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引用次数: 0
Failure prediction by using a recurrent neural network in incremental sheet forming with active medium 基于循环神经网络的有源介质渐进式板料成形失效预测
IF 2.6 3区 材料科学 Q2 ENGINEERING, MANUFACTURING Pub Date : 2025-10-30 DOI: 10.1007/s12289-025-01957-w
Sebastian Thiery, Mazhar Zein El Abdine, Jens Heger, Noomane Ben Khalifa

Industrial sheet metal components often have complex geometries with both concave and convex features. For small batch sizes, such components can be manufactured by incremental sheet forming, using the pressure of an active medium underneath the workpiece to create the convex feature. However, the additional load superimposed by the pressure causes instability and renders the process more prone to failure, in particular to cracking of the workpiece. The reliability of the manufacturing process could be improved if the occurrence of failure were predictable and thus preventable. To achieve this goal, the trend of the forming forces and the change of the workpiece geometry prior to cracking are experimentally analyzed. Subsequently, the dataset obtained from the experiments is used to fit a model based on long short-term memory and on a sliding window approach. This model reliably predicts the probability of failure with an accuracy and recall of 0.97 and 0.89 respectively, demonstrating its potential for online monitoring of the manufacturing process.

工业钣金部件通常具有复杂的几何形状,具有凹形和凸形特征。对于小批量,这样的组件可以通过增量板成形制造,利用工件下面的活性介质的压力来产生凸特征。然而,额外的负载叠加的压力导致不稳定,并使过程更容易失败,特别是工件的开裂。如果故障的发生是可预测的,从而是可预防的,那么制造过程的可靠性就可以得到提高。为了实现这一目标,实验分析了成形力和工件几何形状在开裂前的变化趋势。随后,使用从实验中获得的数据集来拟合基于长短期记忆和滑动窗口方法的模型。该模型可靠地预测了故障概率,准确率和召回率分别为0.97和0.89,显示了其在线监控制造过程的潜力。
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引用次数: 0
Addressing discontinuity in finite element - control volume based liquid injection moulding simulations using neural network surrogates 基于神经网络的有限元控制体积液体注射成型模拟中的不连续问题求解
IF 2.6 3区 材料科学 Q2 ENGINEERING, MANUFACTURING Pub Date : 2025-10-29 DOI: 10.1007/s12289-025-01954-z
Nicholas Wright, Oliver Maclaren, Piaras Kelly, Suresh Advani, Ruanui Nicholson

Optimisation and machine learning techniques are increasingly used with net-shape composites forming methods like resin transfer moulding (RTM) for process monitoring, control, and defect detection. However, the standard finite element-control volume modelling approach used in these simulations is discontinuous with respect to model parameters and time. We demonstrate that the use of a neural network surrogate, designed with smooth activation layers, can approximate these models, while eliminating any nonsmooth or discontinuous behaviour. To illustrate the benefits of this method, we use Bayesian inference to predict permeability and race tracking strengths from pressure measurements, where the neural network prevents discontinuities from propagating to the posterior, forming smooth posterior distributions that incorporate the model approximation error.

优化和机器学习技术越来越多地用于网状复合材料成型方法,如树脂转移成型(RTM),用于过程监控、控制和缺陷检测。然而,在这些模拟中使用的标准有限元控制体积建模方法在模型参数和时间方面是不连续的。我们证明,使用一个神经网络代理,设计光滑的激活层,可以近似这些模型,同时消除任何非光滑或不连续的行为。为了说明这种方法的好处,我们使用贝叶斯推理来预测压力测量的渗透率和比赛跟踪强度,其中神经网络防止不连续性传播到后验,形成包含模型近似误差的光滑后验分布。
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引用次数: 0
Appling ductile damage mechanics criterion to predict workability of C22000 in bulk metal forming; with different damage levels 应用韧性损伤力学准则预测C22000体金属成形可加工性不同的损伤程度
IF 2.6 3区 材料科学 Q2 ENGINEERING, MANUFACTURING Pub Date : 2025-10-28 DOI: 10.1007/s12289-025-01923-6
Seyyed Mohsen Seyyed Hatami, Mehrdad Khandaei, Hosein Lexian

Workability is the term that is commonly used to refer to the ease with which metal can be shaped during bulk forming processes. Experimental tests of compression testing are performed on cylindrical, ring, tapered and flanged samples in different geometries. For each of the different strain paths, axial and circumferential strains are calculated and the workability diagram is extracted. One of the most important theoretical methods to obtain these diagrams is the method of continuous damage mechanics. Thermodynamically consistent, non-associative and fully anisotropic elastoplastic constitutive equations strongly coupled with ductile anisotropic damage developed in previous work are used to study compression tests validation which includes Hill's yield criterion and combined nonlinear isotropic and kinematic hardening. The implemented formulation has been defined in the framework of thermodynamics of irreversible processes and a symmetric second-order tensor is adopted to describe the anisotropic damage state variable.The damage model is implemented with VUMAT coding and ABAQUS/Explicit software, and is used to simulate experiments to determine the workability diagram of C22000 alloy in bulk forming processes. But of course, damage level is being unknown in this diagram. Thus, with this method, extraction of diagram is drawn more comprehensively. The intended failure point is not the only point. Different levels of damage and damage evolution can be used to express different regions of the workability diagram.

可加工性是一个术语,通常用来指在批量成形过程中金属成形的难易程度。对不同几何形状的圆柱形、环形、锥形和法兰试样进行了压缩试验。对不同的应变路径分别计算轴向应变和周向应变,提取可加工性图。获得这些图的最重要的理论方法之一是连续损伤力学方法。采用前人建立的热动力一致、非关联和完全各向异性的弹塑性本构方程与韧性各向异性损伤强耦合,研究了包括Hill屈服准则和非线性各向同性与运动硬化相结合的压缩试验验证。在不可逆过程热力学的框架下定义了实现的公式,并采用对称二阶张量来描述各向异性损伤状态变量。利用VUMAT编码和ABAQUS/Explicit软件实现损伤模型,并通过模拟实验确定C22000合金体成形过程的可加工性图。当然,损伤程度在图中是未知的。因此,用这种方法可以更全面地绘制图的提取。预期的故障点并不是唯一的故障点。不同程度的损伤和损伤演化可以用来表示可操作性图的不同区域。
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引用次数: 0
Defect healing and material response in As-Cast Al18B4O33w-SiCw/6061Al composite via current-assisted hot forming 电流辅助热成形铸态Al18B4O33w-SiCw/6061Al复合材料的缺陷修复和材料响应
IF 2.6 3区 材料科学 Q2 ENGINEERING, MANUFACTURING Pub Date : 2025-10-17 DOI: 10.1007/s12289-025-01955-y
Lijun Jia, Lumeng Wang, Zijian Zhang, Yuhang Jiang, Lin Yuan, Debin Shan, Bin Guo

As cast whisker-reinforced Al matrix composites are prone to cracking in subsequent forming processes due to numerous micro defects and poor formability, which limits their application. This work investigates the healing effects of current-assisted rolling and upsetting on cracks and micropore defects in a 6061Al composite reinforced with a total of 20 vol% (SiCw and Al18B4O33w), as well as the impact on the mechanical properties. The thermal compression behavior of the 20 vol% (SiCw + Al18B4O33w)/6061Al composite was also analyzed systematically to investigate their thermal deformation characteristics. The results show that the combination of current with upsetting and rolling can improve interfacial adhesion between the matrix and the reinforcement phase, reduce internal micropores and microcracks, and increases the density of the composite to 1.009 and 1.053 times that of the die-cast state, respectively. The fracture mode partially transitions to ductile fracture, while the composite’s ultimate tensile strength increases by up to 101.63%. The formation of a high-temperature, high-pressure coupled field leads to crack closure is the main reason for defect healing in current-assisted forming processes. This work provides insights into solving the problem of poor formability of as cast whisker-reinforced Al matrix composites.

铸态晶须增强铝基复合材料由于存在大量的微缺陷和较差的成形性,在后续的成形过程中容易产生裂纹,限制了其应用。本文研究了电流辅助轧制和镦粗对体积比为20vol % (SiCw和Al18B4O33w)的6061Al复合材料裂纹和微孔缺陷的愈合效果,以及对力学性能的影响。系统分析了20 vol% (SiCw + Al18B4O33w)/6061Al复合材料的热压缩性能,研究了其热变形特性。结果表明:电流与镦粗、轧制相结合可以改善基体与增强相的界面附着力,减少内部微孔和微裂纹,使复合材料的密度分别提高到压铸态的1.009倍和1.053倍;断裂模式部分向韧性断裂过渡,复合材料的极限抗拉强度提高了101.63%。高温高压耦合场的形成导致裂纹闭合是电流辅助成形过程中缺陷愈合的主要原因。这项工作为解决铸态晶须增强铝基复合材料成形性差的问题提供了见解。
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引用次数: 0
A multi-scale analysis on the enhanced local formability of DP1000 steel by laser-polishing 激光抛光提高DP1000钢局部成形性能的多尺度分析
IF 2.6 3区 材料科学 Q2 ENGINEERING, MANUFACTURING Pub Date : 2025-10-14 DOI: 10.1007/s12289-025-01945-0
Dongsong Li, Berk Tekkaya, Chengbiao Shen, Sebastian Münstermann

Advanced high-strength steels, particularly dual-phase (DP) steels like DP1000, are widely used in the automotive industry due to their exceptional strength and ductility. However, DP steels are sensitive to edge cracking caused by damage and edge surface roughness from conventional cutting processes such as punching. Laser-polishing has emerged as a technique to enhance edge quality by melting and reshaping the material, potentially improving formability. This study aims to investigate the enhanced formability of DP1000 steel achieved through laser-polishing using a multi-scale simulation approach. Hole expansion tests were conducted on DP1000 steel samples with varying edge profiles: punched and laser-polished edges with different geometries. Surface roughness profiles were characterized using white-light confocal microscopy. The modified coupled Bai-Wierzbicki damage model is used in the numerical calculations. Considering the effect of surface roughness, a surface factor is applied in the proposed damage and fracture locus to characterize the material behavior more accurately. Multi-scale FE simulations combined macroscopic modeling of the hole expansion test and microscopic modeling that incorporated actual surface roughness profiles. The numerically predicted force–displacement curves and hole expansion ratios for punched and laser-polished specimens align well with the experimental results. The inclusion of the surface factor in the MBW model effectively captured the influence of surface roughness and microstructural transformations on the material's formability.

先进的高强度钢,特别是像DP1000这样的双相(DP)钢,由于其卓越的强度和延展性而广泛应用于汽车工业。然而,DP钢对传统切割工艺(如冲孔)造成的损伤和边缘表面粗糙度引起的边缘开裂很敏感。激光抛光已经成为一种通过熔化和重塑材料来提高边缘质量的技术,有可能改善成形性。本研究旨在利用多尺度模拟方法研究激光抛光对DP1000钢成形性能的提高。对具有不同边缘轮廓的DP1000钢试样进行了扩孔试验:不同几何形状的冲孔边缘和激光抛光边缘。用白光共聚焦显微镜对表面粗糙度进行了表征。数值计算采用修正的Bai-Wierzbicki耦合损伤模型。考虑到表面粗糙度的影响,在提出的损伤和断裂轨迹中加入了一个表面因子,以更准确地表征材料的行为。多尺度有限元模拟结合了孔膨胀试验的宏观建模和结合实际表面粗糙度剖面的微观建模。数值预测的冲孔和激光抛光试样的力-位移曲线和孔洞膨胀率与实验结果吻合较好。MBW模型中包含的表面因素有效地捕捉了表面粗糙度和微观组织转变对材料成形性的影响。
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引用次数: 0
Hot deformation of biomedical titanium alloys: a review of deformation mechanisms, constitutive modeling and processing maps analysis 生物医用钛合金热变形:变形机理、本构建模和加工图分析综述
IF 2.6 3区 材料科学 Q2 ENGINEERING, MANUFACTURING Pub Date : 2025-10-14 DOI: 10.1007/s12289-025-01949-w
Sodiq Abiodun Kareem, Justus Uchenna Anaele, Olajesu Favor Olanrewaju, Emmanuel Omosegunfunmi Aikulola, Nkemakolam Chikodinaka Osondu-Okoro, Esther Dolapo Adewale, Samuel Ranti Oke, Michael Oluwatosin Bodunrin

Biomedical titanium alloys provide a unique mix of favorable biomechanical and biocorrosion characteristics and are lightweight, non-toxic, and highly biocompatible. These qualities make them highly desirable for the fabrication of medical implants. Hot working methods are crucial in producing titanium components as they break down the lamellar microstructure into a finer structure. This phase is essential in shaping the final microstructure and determining the qualities of the components. This review delved into the hot deformability, phase and microstructural evolution, and related constitutive equations used in biomedical titanium flow stress modelling. It describes the counteractive effect of the dynamic recrystallisation (DRX) and dynamic recovery (DRV) deformation mechanisms on the working hardening behaviour of the biomedical titanium alloys after hot deformation processing. It also discusses the effect of forming necklace structures and lamellar kinking structures. Notably, in biomedical titanium alloys, the hot deformation behaviour and dynamic softening effect are significantly influenced by the alloy composition and microstructural characteristics like dislocation movement and grain boundary diffusion. The use of processing maps to identify the instability regime—which includes cracks, flaws and flow instabilities that may arise as the biomedical titanium alloys are undergoing hot processing and to ascertain the best processing conditions is covered in the article. Finally, the article's conclusion includes suggestions for possible future research directions.

生物医用钛合金具有良好的生物力学和生物腐蚀特性,并且重量轻,无毒,具有高度的生物相容性。这些特性使其成为制造医疗植入物的理想材料。热加工方法是生产钛部件的关键,因为热加工方法可以将层状微观结构分解成更精细的结构。这一阶段对于形成最终的微观结构和决定部件的质量至关重要。本文综述了生物医用钛流变应力模型中热变形性能、物相和微观组织演变以及相关的本构方程。研究了动态再结晶(DRX)和动态恢复(DRV)变形机制对医用钛合金热变形后加工硬化行为的抑制作用。讨论了形成项链结构和层状扭结结构的影响。值得注意的是,在医用钛合金中,合金成分和位错运动、晶界扩散等微观组织特征对热变形行为和动态软化效果有显著影响。使用加工图来识别不稳定状态,包括裂缝、缺陷和流动不稳定,这些可能在生物医用钛合金进行热加工时出现,并确定最佳加工条件。最后,文章的结论部分对未来可能的研究方向提出了建议。
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引用次数: 0
Double-diaphragm forming of highly aligned short-fibre preforms for complex composite parts 用于复杂复合材料零件的高度对准短纤维预制体的双膜片成形。
IF 2.6 3区 材料科学 Q2 ENGINEERING, MANUFACTURING Pub Date : 2025-10-06 DOI: 10.1007/s12289-025-01952-1
Tharan Gordon, Ogun Yavuz, Bohao Zhang, Xiaochuan Sun, Ian Hamerton, Marco L. Longana, Stephen R. Hallett, Jonathan P.-H. Belnoue, Byung Chul Kim

Forming small to medium composite parts with complex geometries presents significant challenges to engineers, primarily due to material-induced, in-process defects such as fibre bridging and wrinkling, leading to poor mould conformity. These issues are characteristic of continuous fibre preforms and the inextensibility of the fibres. HiPerDiF (High Performance Discontinuous Fibre) technology is a novel manufacturing technique to produce high-performance, aligned discontinuous fibre pre-preg materials. This study investigates the forming characteristics of prepreg manufactured using the HiPerDiF method, highlighting its viability for complex part manufacture where mould conformity is critical. Additionally, a previously developed finite element (FE) model, able to predict the behaviour discontinuous fibre preforms during double diaphragm forming (DDF), was used to obtain insights into the experimentally observed material deformation. The results demonstrated the advantage of the enhanced formability of the HiPerDiF preform, owing to its stretchability in the double-diaphragm vacuum forming process. The FE simulations were shown to be a powerful tool to gain understanding of preforms deformation and thickness variation which are otherwise difficult to measure experimentally.

Graphical abstract

形成具有复杂几何形状的中小型复合材料零件对工程师提出了重大挑战,主要是由于材料引起的过程中缺陷,如纤维桥接和起皱,导致模具一致性差。这些问题是连续纤维预制体和纤维的不可延展性的特点。高性能不连续纤维(HiPerDiF)技术是一种生产高性能、排列不连续纤维预浸料的新型制造技术。本研究调查了使用HiPerDiF方法制造的预浸料的成形特性,强调了其在模具一致性至关重要的复杂零件制造中的可行性。此外,先前开发的有限元(FE)模型能够预测双膜片成形(DDF)过程中不连续纤维预制体的行为,用于深入了解实验观察到的材料变形。结果表明,在双膜片真空成形过程中,HiPerDiF预制体的拉伸性能提高了成形性。有限元模拟是了解预成形件变形和厚度变化的有力工具,否则难以通过实验测量。图形化的简介:
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引用次数: 0
Correction: Understanding the effect of anisotropic material model parameters for tube hydroforming simulations 更正:理解各向异性材料模型参数对管材液压成形模拟的影响
IF 2.6 3区 材料科学 Q2 ENGINEERING, MANUFACTURING Pub Date : 2025-10-06 DOI: 10.1007/s12289-025-01950-3
Franz Reuther, Sven Winter, Verena Psyk, Verena Kräusel
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引用次数: 0
Effects of anvils shape and technological conditions on the quality during hot cogging process of the two—phase titanium alloy 顶砧形状及工艺条件对两相钛合金热齿槽成形质量的影响
IF 2.6 3区 材料科学 Q2 ENGINEERING, MANUFACTURING Pub Date : 2025-10-04 DOI: 10.1007/s12289-025-01944-1
Marcin Kukuryk

In this paper, a new method of the cogging process of a forging (type: shaft) consisting in the application of the multi-stage process composed of a preparatory shaping on three different kinds of convex anvils, and also in a primary forging on the flat anvils and the asymmetrical V-shaped ones, is presented. The new, implemented method of forging was subjected to tests in the aspect of the formation of conditions favourable for the location of the maximum values of effective strain in the particular zones of the forging being deformed whereas simultaneously marked by the absence of tensile stresses. That renders it possible to develop a scientific foundation for the development of the rational technology of the cogging process. The effective geometrical parameters of new convex anvils were determined, and the efficiency of different applied technological parameter was analysed, in the aspect of the intensity of the re-forging of the particular zones of an ingot. The investigations were complemented by prognosing the formation of ductile fractures in the course of forging with the application of the Normalized Cockcroft and Latham criterion. The analysis of the spatial strain state and stress was conducted with the application of the finite element method and of the DEFORM-3D software. The comparison between theoretical outcomes, and the outcomes of experiments, within the scope of the investigation indicates a good level of their commensurateness.

本文介绍了一种轴类锻件的齿槽加工新方法,即在三种不同凸砧上进行预成形的多阶段工艺,以及在平砧和不对称v形砧上进行初锻的多阶段工艺。新的,实施的锻造方法是在形成有利于有效应变最大值的位置的条件方面进行测试,在锻造变形的特定区域,同时以无拉伸应力为标志。这就为合理的排齿工艺的发展奠定了科学的基础。确定了新型凸顶的有效几何参数,分析了不同应用工艺参数对铸锭特定部位再锻强度的影响。应用归一化Cockcroft和Latham准则对锻造过程中韧性断裂的形成进行了预测。采用有限元法和DEFORM-3D软件对其空间应变状态和应力进行了分析。在调查范围内,理论结果和实验结果之间的比较表明它们的通约性水平很高。
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引用次数: 0
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International Journal of Material Forming
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