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Rare Earth-Enhanced Laser Cladding Metal-Based Coatings: A Review. 稀土增强激光熔覆金属基涂层研究进展
IF 3.7 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-08-18 DOI: 10.3390/ma19163504
Jingwei Xiao, Dongbo Tao, Yangyang Zheng, Jingqin Yang, Longxiao Huang, Wei Liu, Hanguang Fu, Yulong Li, Kaiming Wang

Laser cladding technology is a widely applied surface modification technique; but its inherent process characteristics render it susceptible to cracking. The addition of rare earth oxides has proven to be an effective approach for curbing crack formation and enhancing the comprehensive performance of the coating. This review summarizes the mechanisms by which rare earth additives improve the coating microstructure, molten bath behavior, and interfacial bonding strength, including adjusting surface tension, purifying the molten bath, and forming interatomic chemical bonding. The addition of rare earth oxides significantly improves the forming quality of materials, which contributes to a finer and more uniform microstructure and directly enhances material hardness and resistance to plastic deformation, thereby altering wear behavior and improving wear resistance. The increased hardness provides better support for the surface oxide film, while the improved microstructure mitigates galvanic corrosion and intergranular corrosion susceptibility, leading to enhanced corrosion resistance. In addition, the article incorporates relevant quantitative analysis to provide a reference basis for the type selection, content optimization, and particle size selection of rare earth additives. This article provides a coherent framework for understanding how the addition of rare earths transfers its effects from the process to the performance. However, the industrial application of rare earth oxide laser cladding faces key bottlenecks such as additive deactivation under extreme conditions, threshold effects, nano-agglomeration, and cost constraints.

激光熔覆技术是一种应用广泛的表面改性技术;但其固有的工艺特性使其容易开裂。事实证明,稀土氧化物的加入是抑制裂纹形成和提高涂层综合性能的有效途径。本文综述了稀土添加剂改善涂层微观结构、熔浴行为和界面结合强度的机理,包括调节表面张力、净化熔浴和形成原子间化学键。稀土氧化物的加入显著改善了材料的成形质量,使材料的微观组织更细、更均匀,并直接提高材料的硬度和抗塑性变形能力,从而改变磨损行为,提高耐磨性。硬度的提高为表面氧化膜提供了更好的支撑,而微观结构的改善减轻了电偶腐蚀和晶间腐蚀的敏感性,从而提高了耐蚀性。此外,本文还结合了相关的定量分析,为稀土添加剂的种类选择、含量优化和粒度选择提供参考依据。本文为理解稀土的添加如何将其影响从工艺转移到性能提供了一个连贯的框架。然而,稀土氧化物激光熔覆的工业应用面临着极端条件下添加剂失活、阈值效应、纳米团聚和成本限制等关键瓶颈。
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引用次数: 0
Effect of Partial Silica Replacement with Carbon Black, Graphene, and Carbon Nanotubes on the Fatigue Performance and Ageing Behaviour of SBR Compounds. 用炭黑、石墨烯和碳纳米管替代部分二氧化硅对SBR材料疲劳性能和老化行为的影响。
IF 3.7 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-08-18 DOI: 10.3390/ma19163503
Tomasz Gozdek, Julita Sadurska, Katarzyna Klajn, Dariusz M Bieliński

This study investigated the effect of the partial replacement of silica with carbon fillers, namely carbon black (CB), graphene, and carbon nanotubes (CNTs), on the curing behaviour, thermo-mechanical properties, ageing resistance, and degradation of styrene-butadiene rubber (SBR) vulcanizates. The aim was to determine whether small amounts of carbon fillers could improve the durability-related properties of silica-filled SBR compounds. Graphene and CNTs reduced the maximum curing torque compared with the CB-filled compound while maintaining satisfactory curing characteristics. Thermal conductivity increased with temperature for all materials and reached 0.126 W·m-1·K-1 for the graphene-filled vulcanizate at 40 °C, compared with 0.109 and 0.107 W·m-1·K-1 for the CNT- and CB-filled compounds, respectively. Dynamic ageing tests revealed significant differences in self-heating behaviour. After 10,000 De Mattia cycles, the graphene-filled compound exhibited the lowest temperature increase (1.5 °C), whereas the CB5/Sil15 formulation showed the highest value (4.5 °C). GC-IMS analysis confirmed the formation of volatile degradation products during cyclic ageing, while increasing carbon filler content reduced the intensity of the characteristic VOC signals. Analysis of the crosslink structure indicated that CNT-containing compounds exhibited the highest resistance to ageing-induced structural changes, whereas graphene promoted an increase in the proportion of monosulfidic and carbon-carbon crosslinks. Overall, the results demonstrate that partial replacement of silica with carbon nanofillers improves the thermo-mechanical stability of SBR vulcanizates. Graphene provided the greatest enhancement in thermal conductivity and the lowest heat build-up, while CNTs showed the highest resistance to structural changes during dynamic ageing.

本研究研究了用炭黑(CB)、石墨烯和碳纳米管(CNTs)等碳填料部分取代二氧化硅对丁苯橡胶(SBR)硫化胶的固化行为、热机械性能、耐老化性能和降解的影响。目的是确定少量的碳填料是否可以改善硅填充SBR化合物的耐久性相关性能。石墨烯和碳纳米管在保持令人满意的固化特性的同时,降低了最大固化扭矩。所有材料的导热系数均随温度升高而升高,石墨烯填充的硫化胶在40℃时的导热系数达到0.126 W·m-1·K-1,而碳纳米管填充的导热系数为0.109 W·m-1·K-1, cb填充的导热系数为0.107 W·m-1·K-1。动态老化试验揭示了自热行为的显著差异。经过10,000次De Mattia循环后,石墨烯填充化合物的温度升高最低(1.5°C),而CB5/Sil15配方的温度升高最高(4.5°C)。GC-IMS分析证实了循环老化过程中挥发性降解产物的形成,而碳填料含量的增加降低了特征VOC信号的强度。对交联结构的分析表明,含碳纳米管的化合物对老化引起的结构变化表现出最高的抵抗力,而石墨烯则促进了单硫化物和碳-碳交联的比例增加。总体而言,研究结果表明,碳纳米填料部分取代二氧化硅改善了SBR硫化胶的热机械稳定性。石墨烯的导热性增强最大,热积聚最少,而碳纳米管在动态老化过程中对结构变化的抵抗能力最强。
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引用次数: 0
Concretes Modified with Insulation Wool Recovered from Recycled Heating Pipes. 用回收热管中回收的保温棉改性混凝土。
IF 3.7 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-08-18 DOI: 10.3390/ma19163502
Anna Starczyk-Kołbyk, Emil Kardaszuk

This study evaluated the potential use of waste mineral wool recovered from heating pipe insulation as a functional additive in cement concrete. The research aimed to determine the effect of this fibrous recycled material on the mechanical, physical, durability, thermal, and microstructural properties of concrete. One reference mix and three modified mixes were prepared, incorporating waste mineral wool at 12%, 16%, and 20% by cement mass. All mixes were prepared using CEM I 32.5R cement, 0/2 mm basalt aggregate, 2/8 mm granite aggregate, and a superplasticizer. After 28 days of sample curing, compressive strength, splitting tensile strength, density, water absorption, frost resistance, and thermal parameters were determined. Microstructural observations were also performed on concrete fracture surfaces. The results showed that the addition of mineral wool reduced the compressive strength from 84.9 MPa for the reference concrete to 63.8-53.3 MPa for the modified concretes. At the same time, moderate dosing improved the splitting tensile strength, reaching a maximum of 3.93 MPa with a 16% addition. The most favorable thermal effect was achieved with a 12% addition, for which the thermal conductivity coefficient decreased from 1.3461 to 1.1988 W/(m·K). The results indicate that waste mineral wool can be used in concretes with limited structural function; however, its dosage requires optimization due to increased water absorption and decreased compressive strength.

本研究评估了从热管保温中回收的废矿棉作为水泥混凝土功能添加剂的潜在用途。该研究旨在确定这种纤维回收材料对混凝土的机械、物理、耐久性、热学和微观结构性能的影响。制备了一种参考混合料和三种改性混合料,其中废矿棉的水泥质量为12%,16%和20%。所有混合料均由CEM I 32.5R水泥、0/2 mm玄武岩骨料、2/8 mm花岗岩骨料和高效减水剂配制而成。试样养护28天后,测定试样的抗压强度、劈裂抗拉强度、密度、吸水率、抗冻性和热参数。对混凝土断裂面进行了显微结构观察。结果表明:矿棉的掺入使参考混凝土的抗压强度由84.9 MPa降低到63.8 ~ 53.3 MPa;同时,适量的添加量提高了材料的劈裂抗拉强度,添加量为16%时,劈裂抗拉强度最高可达3.93 MPa。当添加量为12%时,热效应最佳,导热系数由1.3461 W/(m·K)降至1.1988 W/(m·K)。结果表明,废矿棉可用于结构功能有限的混凝土;然而,由于吸水率增加和抗压强度降低,其用量需要优化。
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引用次数: 0
Study on Mechanical Properties and Crack Evolution of Basalt Fiber-Reinforced Desert Sand High-Strength Concrete Based on DIC. 基于DIC的玄武岩纤维增强沙漠砂高强混凝土力学性能及裂缝演化研究。
IF 3.7 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-08-18 DOI: 10.3390/ma19163486
Pengyu Wang, Qiaoxia An, Lingyan Xu, Junwen Wan, Rui Yin

This study investigates the strength development, crack evolution and toughening mechanism of basalt fiber-reinforced desert sand high-strength concrete. An L9(33) orthogonal design was first used to optimize the reference mixture, after which basalt fibers with volume fractions of 0, 0.3%, 0.4% and 0.5% were incorporated. Mechanical testing, digital image correlation, SEM, XRD, TG and FTIR were combined to clarify the relationship among fiber dosage, crack propagation and microstructural reinforcement mechanisms. The optimized matrix mixture was obtained with a water-to-binder ratio of 0.32, a desert sand replacement ratio of 40% and a fly ash content of 20%. The incorporation of basalt fiber had little influence on the 28 d compressive strength, whereas the splitting tensile strength was markedly improved. The highest splitting tensile strength was observed in the 0.4% fiber group, reaching 5.46 MPa, which was 12.81% higher than that of the reference mixture. DIC results showed that basalt fiber reduced strain localization and limited crack opening. The 0.5% group had the lowest COD, while the 0.4% group showed a better balance among tensile strength, strain redistribution and crack-opening control. SEM observations showed fiber bridging and fiber-matrix interaction near the fracture region. Meanwhile, XRD, TG-DTG and FTIR showed no obvious changes in the main phases or functional groups, indicating that the improvement was mainly related to the physical crack-control effect of basalt fibers rather than chemical modification of the matrix. Overall, 0.4% basalt fiber was identified as the preferred dosage for the present system.

研究了玄武岩纤维增强沙漠砂高强混凝土的强度发展、裂缝演化及增韧机理。首先采用L9(33)正交设计优化参比混合物,然后加入体积分数分别为0、0.3%、0.4%和0.5%的玄武岩纤维。通过力学测试、数字图像相关、SEM、XRD、TG和FTIR等手段,明确了纤维掺量、裂纹扩展和微观组织增强机制之间的关系。优化后的基质混合物水胶比为0.32,砂石替代率为40%,粉煤灰掺量为20%。玄武岩纤维掺入对28d抗压强度影响不大,而劈裂抗拉强度明显提高。0.4%纤维组的劈裂拉伸强度最高,达到5.46 MPa,比对照混合物高12.81%。DIC结果表明,玄武岩纤维减少了应变局部化,限制了裂纹的扩展。0.5%组的COD最低,0.4%组在拉伸强度、应变再分布和裂缝张开控制方面表现出较好的平衡。扫描电镜观察发现,断口附近纤维桥接,纤维与基体相互作用。同时,XRD、TG-DTG和FTIR分析显示,主要相和官能团的变化不明显,说明这种改善主要与玄武岩纤维的物理防裂作用有关,而与基体的化学改性无关。总的来说,0.4%的玄武岩纤维被确定为本体系的首选用量。
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引用次数: 0
Tensile Response and Energy Absorption of Galvanized Steel Mesh-Reinforced Cement Mortar with Alkali-Resistant Glass Fibers. 耐碱玻璃纤维镀锌钢网增强水泥砂浆的拉伸响应及吸能。
IF 3.7 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-08-18 DOI: 10.3390/ma19163491
Leonardo Rodríguez, Rodrigo Valle, César Garrido, Marian Valenzuela, Víctor Tuninetti, Felipe Núñez

This study investigates the direct tensile mechanical behavior of cement mortar plates reinforced with a galvanized steel mesh and randomly incorporated alkali-resistant glass fibers. An experimental program was executed using direct tensile tests on thin mortar specimens containing fiber volumetric fractions of 0%, 4%, 6%, 8%, and 10% relative to the cement volume. To rigorously characterize the mechanical response, the study quantified the apparent initial stiffness, 0.2% offset stress, ultimate tensile strength, and post-offset energy absorption capacity. Results indicate that increasing alkali-resistant glass-fiber content systematically modified the global tensile response of the composite system. At 10% glass-fiber content, the mean crosshead-derived apparent initial tensile stiffness was 10.43 times that of the reference group without glass fibers. The characteristic stress determined using the adopted 0.2% offset criterion and the ultimate tensile strength increased by 154.5% and 74.1%, respectively, while the apparent post-offset energy absorption increased by 68.4%. Because strain was derived from crosshead displacement, the apparent stiffness and energy-absorption parameters represent the global specimen-grip-machine response rather than intrinsic material properties. The experimental results exhibited acceptable repeatability, although the apparent tensile stiffness showed greater variability than the strength-related parameters. These findings support the continued development of the investigated composite configuration for thin cementitious elements requiring improved tensile response and damage tolerance.

本文研究了镀锌钢网和随机掺入耐碱玻璃纤维增强水泥砂浆板的直接拉伸力学行为。通过直接拉伸试验,对纤维体积分数分别为0%、4%、6%、8%和10%的薄砂浆试样进行了试验。为了严格表征力学响应,该研究量化了表观初始刚度、0.2%偏置应力、极限抗拉强度和后偏置能量吸收能力。结果表明,耐碱玻璃纤维含量的增加系统地改变了复合材料体系的整体拉伸响应。当玻璃纤维含量为10%时,平均十字头衍生的表观初始拉伸刚度是不含玻璃纤维的对照组的10.43倍。采用0.2%偏移准则确定的特征应力和极限抗拉强度分别提高了154.5%和74.1%,表观偏移后能量吸收提高了68.4%。由于应变来源于十字头位移,表观刚度和能量吸收参数代表了整体的试样-夹具-机器响应,而不是材料的固有特性。实验结果显示出可接受的重复性,尽管表观拉伸刚度比强度相关参数表现出更大的变异性。这些发现支持了所研究的薄胶凝元件复合结构的持续发展,这些复合结构需要提高拉伸响应和损伤容忍度。
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引用次数: 0
Parametric Design and Finite Element-Based Structural Assessment of Industrial Moulds for Concrete Blocks. 混凝土砌块工业模具参数化设计与有限元结构评估。
IF 3.7 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-08-18 DOI: 10.3390/ma19163494
Erick Tatayo-Tipantasi, Víctor Erazo-Arteaga, Paul Tafur-Escanta, Juan P Tafur, Robert Valencia-Chapi

The conventional fabrication of concrete block moulds is characterised by persistent challenges related to standardisation, protracted redesign processes, and an absence of structural validation, all of which undermine regulatory compliance. This study proposes a standardised parametric modelling process aimed at ensuring compliance with the technical criteria of the INEN-3066 and ASTM C90 standards. An integrative methodology combining QFD/VOC matrices with CAD-CAE tools was used to parameterise three commercial mould configurations (10, 15, and 20 cm) in SolidWorks 2023. A finite element analysis (FEA) was subsequently conducted in ANSYS 2025 R1 under iterative overloads of up to 10,000 N, complemented by a rheological analysis in SolidWorks Plastics. The results show that the "male" (punch) components exhibit consistently high stiffness, maintaining fatigue safety factors above 1.61 across all three configurations. In contrast, the "female" (die) components are the more vulnerable link in the assembly: the fatigue safety factor of the 10 cm die drops below the required threshold of 1.0 at 4000 N, compared with 6175.6 N and 9254 N for the 15 and 20 cm configurations, respectively. The rheological analysis further confirmed the feasibility of an ultrafast injection cycle, with cavity filling times below 0.11 s and injection pressures ranging from 6.105 to 12.9 MPa across all formats. It is posited that, in accordance with the parametric model, a reinforced-wall geometry should be adopted for the 10 cm die, characterised by an augmentation of wall thickness by 15% and enlarged fillet radii. This is projected to elevate its fatigue-critical load beyond 4500 N without necessitating any alteration in the external block dimensions. These findings indicate that parametric CAD-CAE-CFD digitalisation can anticipate structural failures before manufacturing, offering a computational pathway toward regulatory compliance that should be confirmed through physical prototype testing.

传统的混凝土块模具制造的特点是与标准化、长期的重新设计过程和缺乏结构验证相关的持续挑战,所有这些都破坏了法规遵从性。本研究提出了一个标准化的参数化建模过程,旨在确保符合INEN-3066和ASTM C90标准的技术标准。将QFD/VOC矩阵与CAD-CAE工具相结合的综合方法用于在SolidWorks 2023中参数化三种商业模具配置(10、15和20 cm)。随后在ANSYS 2025 R1中进行了高达10,000 N的迭代过载下的有限元分析(FEA),并在SolidWorks Plastics中进行了流变分析。结果表明,“公”(冲头)组件具有一致的高刚度,在所有三种配置中均保持在1.61以上的疲劳安全系数。相比之下,“母”(模具)部件是装配中更脆弱的环节:在4000 N时,10 cm模具的疲劳安全系数下降到所需阈值1.0以下,而15和20 cm配置分别为6175.6 N和9254 N。流变分析进一步证实了超快注入周期的可行性,在所有格式下,空腔填充时间低于0.11 s,注入压力范围为6.105 ~ 12.9 MPa。假设,根据参数化模型,10 cm模具应采用强化壁几何形状,其特征是壁厚增加15%,圆角半径扩大。预计这将使其疲劳临界载荷超过4500牛,而无需改变外部块尺寸。这些研究结果表明,参数化CAD-CAE-CFD数字化可以在制造前预测结构故障,为符合法规提供了一条计算途径,应该通过物理原型测试来确认。
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引用次数: 0
Microstructural and Surface Energy Evaluation of Concrete Coatings Modified with Methyl Ester and Stearic Acid. 硬脂酸与甲酯改性混凝土涂层的微观结构及表面能评价。
IF 3.7 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-08-18 DOI: 10.3390/ma19163493
Robert Hunek, Martyna Janek, Wojciech Franus

The purpose of this paper is to determine the influence of the stearic acid and methyl esters on the properties of protective coatings applied to reinforced concrete objects. The evaluation of protective effectiveness included compositional analysis (XRD, XRF), surface properties (contact angle, surface energy, UV resistance), soiling resistance, roughness, and surface morphology (SEM). The scanning microscopy SEM images showed a relatively uniform distribution of resin on the concrete surface. The lateral dimensions of the epoxy-rich surface domains ranged from 8 μm to 40 μm. All analysed samples exhibited a very similar chemical composition, in which SiO2 was the dominant component. In situ tests were conducted on an operating reinforced-concrete cooling tower. Among the investigated coating systems, ER1 + SA exhibited the highest observed mean apparent static water contact angle (CA) of 131°. A strong inverse empirical relationship was observed between the apparent contact angle and average surface roughness. UV ageing caused small numerical decreases in contact angle for most systems. After one year of operation, the ER2 epoxy coating modified with methyl esters was the best-preserved of the analysed variants.

研究了硬脂酸和甲酯对钢筋混凝土防护涂料性能的影响。防护效果的评价包括成分分析(XRD, XRF),表面性能(接触角,表面能,抗紫外线),耐污性,粗糙度和表面形貌(SEM)。扫描电镜扫描图像显示树脂在混凝土表面分布相对均匀。富环氧表面畴的横向尺寸为8 ~ 40 μm。所有分析的样品都显示出非常相似的化学成分,其中SiO2是主要成分。对正在运行的钢筋混凝土冷却塔进行了现场试验。在所研究的涂层体系中,ER1 + SA表现出最高的平均表观静态水接触角(CA),为131°。表观接触角与平均表面粗糙度之间存在很强的反比经验关系。紫外线老化对大多数系统的接触角造成很小的数值下降。经过一年的操作,用甲酯改性的ER2环氧涂层是所分析的变体中保存最好的。
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引用次数: 0
Electrochemical Synthesis of Polypyrrole/Cu2-xSe Composites for Enhanced Thermoelectric Performance. 电化学合成提高热电性能的聚吡咯/Cu2-xSe复合材料。
IF 3.7 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-08-18 DOI: 10.3390/ma19163496
Yunfei Cai, Caiyan Gao, Cun-Yue Guo

Copper selenide compounds, owing to their excellent electrical transport properties and low thermal conductivity, are promising thermoelectric materials, but their poor mechanical flexibility limits practical applications in flexible devices. Herein, a simple all-electrochemical strategy was developed to fabricate polypyrrole (PPy)/Cu2-xSe composite thermoelectric films through sequential electropolymerization of pyrrole and electrodeposition of Cu2-xSe. By optimizing the deposition potential of Cu2-xSe and pyrrole polymerization time, the thermoelectric performance of the composite films was significantly enhanced. The optimized PPy/Cu2-xSe composite film achieved a maximum power factor of 174.05 ± 9.87 μW m-1 K-2, nearly 300 times higher than that of pristine PPy, while maintaining a low thermal conductivity of 0.30 W m-1 K-1. The composite film also exhibited excellent flexibility, retaining 94.77% of its initial power factor after 1000 bending cycles. A flexible thermoelectric device assembled from the composite films delivered a maximum output power of 240.5 nW at ΔT = 50 K. This work provides an effective strategy for developing Cu2-xSe-based flexible thermoelectric composites.

硒化铜化合物由于其优异的电输运性能和低导热性,是很有前途的热电材料,但其较差的机械柔韧性限制了其在柔性器件中的实际应用。本文提出了一种简单的全电化学策略,通过吡咯的电聚合和Cu2-xSe的电沉积制备聚吡咯/Cu2-xSe复合热电薄膜。通过优化Cu2-xSe的沉积电位和吡咯聚合时间,可以显著提高复合膜的热电性能。优化后的PPy/Cu2-xSe复合膜的最大功率因数为174.05±9.87 μW m-1 K-2,比原始PPy提高了近300倍,同时保持了0.30 W m-1 K-1的低导热系数。复合薄膜也表现出优异的柔韧性,在1000次弯曲循环后仍能保持94.77%的初始功率因数。由复合薄膜组装的柔性热电器件在ΔT = 50 K时的最大输出功率为240.5 nW。这项工作为开发cu2 - xse基柔性热电复合材料提供了有效的策略。
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引用次数: 0
A Mode-Aware Hybrid Machine-Learning Framework for Full-Field Warpage Prediction of Fan-Out Panel-Level Packaging After Debonding. 一种模式感知的混合机器学习框架用于扇出板级封装脱粘后的全场翘曲预测。
IF 3.7 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-08-18 DOI: 10.3390/ma19163500
Ming-Ching Huang, Yu-Ting Su, Kuo-Ning Chiang

Fan-Out Panel-Level Packaging (FO-PLP) enables high area utilization and manufacturing efficiency, but process-induced warpage caused by the coefficient of thermal expansion (CTE) mismatch and polymer shrinkage remains a major challenge. This study presents a classifier-gated hybrid machine-learning framework for the rapid and accurate FO-PLP warpage prediction using a database generated from a validated three-dimensional finite element process model. A Random Forest classifier first estimates the probability of each global warpage mode, while cluster analysis reduces the spatial training dataset. Two mode-specific artificial neural networks are then combined through probability-weighted fusion to predict the full warpage field and enable warpage prediction for previously unseen geometry layouts. The framework was evaluated on 16 independent finite element designs spanning both warpage modes. Compared with an equivalent single-network model, the proposed approach consistently achieved lower mean and maximum prediction errors across all designs, with the greatest improvements at the panel edges and corners where the prediction is most challenging. In addition, the clustering strategy reduced the training-set size and computational cost. These results demonstrate that integrating warpage-mode classification with mode-specific learning improves both the prediction accuracy and training efficiency, providing a practical tool for the fast warpage assessment of new FO-PLP layout designs.

扇出式面板级封装(FO-PLP)可以实现高面积利用率和制造效率,但热膨胀系数(CTE)不匹配和聚合物收缩引起的工艺引起的翘曲仍然是一个主要挑战。本研究提出了一种分类混合机器学习框架,用于使用由经过验证的三维有限元过程模型生成的数据库快速准确地预测FO-PLP翘曲。随机森林分类器首先估计每个全局扭曲模式的概率,而聚类分析则减少空间训练数据集。然后,通过概率加权融合将两个特定模式的人工神经网络结合起来,预测整个翘曲场,并对以前未见过的几何布局进行翘曲预测。该框架在16个独立的有限元设计上进行了评估,涵盖了两种翘曲模式。与等效的单网络模型相比,所提出的方法在所有设计中始终实现较低的平均和最大预测误差,并且在预测最具挑战性的面板边缘和角落处改进最大。此外,聚类策略减少了训练集的大小和计算成本。这些结果表明,将翘曲模式分类与特定模式学习相结合可以提高预测精度和训练效率,为新的FO-PLP布局设计的快速翘曲评估提供了实用的工具。
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引用次数: 0
Decoupled Mechanical and Surface Deterioration Trajectories of Cement Mortars with Different Fine Aggregates Under Freeze-Thaw Exposure. 冻融作用下不同细集料水泥砂浆力学与表面劣化的解耦轨迹。
IF 3.7 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-08-18 DOI: 10.3390/ma19163480
Feng Ji, Yuexiang Xing, Hengxuan Qiao, Jiaerheng Adelieti, Ziwei Yan, Gang Wang

Fine-aggregate source can alter both the load-bearing response and surface scaling of mortar under freezing and thawing, but these responses are often reduced to a single durability ranking. This study compared coal gangue sand mortar (CGM), river sand mortar (RSM), desert sand mortar (DSM), and standard sand mortar (StSM) after 0, 25, and 50 freeze-thaw cycles (FTCs). Compressive strength and mass loss were measured using three replicate specimens per quantitative condition, while post-compression fragments were examined by scanning electron microscopy (SEM). The primary integrative analysis was a parameter-free two-dimensional damage-trajectory map that retained absolute compressive strength and mass loss as separate measured axes; a weighted coupled index was retained only as an auxiliary sensitivity check. Before cycling, the compressive strengths of StSM, RSM, DSM, and CGM were 68.13±0.48, 53.90±0.39, 19.47±0.33, and 6.49±0.07 MPa, respectively. After 50 FTCs, StSM retained the highest absolute strength (33.61±0.39 MPa) and the lowest mass loss (0.21±0.02%), whereas DSM retained 9.91±0.19 MPa and exhibited the highest mass loss (17.46±0.05%). The StSM trajectory moved primarily toward lower strength with negligible surface-material loss, while DSM moved toward both low residual strength and severe scaling. RSM showed substantial strength reduction followed by later-stage surface loss. CGM followed an atypical trajectory in which measured strength increased to 11.13±0.13 MPa while mass loss reached 9.67±0.04%; because age-matched non-frozen controls were unavailable, this apparent gain cannot be separated from continued hydration and specimen-age effects. The SEM images suggested pores, interfacial discontinuities, cracking, and matrix loosening, although some defects may have been induced or widened by compression. The trajectory representation exposed distinct deterioration modes without arbitrary weighting, whereas the calculated ordering of CGM and RSM in the auxiliary index changed with weighting and normalization choices. The results support reporting absolute residual strength and surface loss jointly when screening alternative fine aggregates for cold-region mortar.

细骨料源可以改变砂浆在冻融作用下的承载响应和表面结垢,但这些响应通常被简化为单一的耐久性等级。本研究比较了0、25和50个冻融循环(FTCs)后的煤矸石砂砂浆(CGM)、河砂砂浆(RSM)、沙漠砂砂浆(DSM)和标准砂砂浆(StSM)。每个定量条件下使用三个重复样品测量抗压强度和质量损失,而压缩后的碎片通过扫描电子显微镜(SEM)检查。主要的综合分析是一个无参数的二维损伤轨迹图,保留绝对抗压强度和质量损失作为单独的测量轴;保留加权耦合指数仅作为辅助灵敏度检查。循环前,StSM、RSM、DSM和CGM的抗压强度分别为68.13±0.48、53.90±0.39、19.47±0.33和6.49±0.07 MPa。50次FTCs后,StSM的绝对强度最高(33.61±0.39 MPa),质量损失最小(0.21±0.02%),而DSM的绝对强度为9.91±0.19 MPa,质量损失最大(17.46±0.05%)。StSM轨迹主要向低强度方向发展,表面材料损失可以忽略不计,而DSM轨迹则向低残余强度和严重结垢方向发展。RSM表现出明显的强度降低,随后出现后期表面损失。CGM的强度增加到11.13±0.13 MPa,质量损失达到9.67±0.04%;由于没有年龄匹配的非冷冻对照,这种明显的增益不能与持续的水化和标本年龄效应分开。扫描电镜图像显示孔隙,界面不连续,裂纹和基体松动,尽管一些缺陷可能是由压缩引起或扩大的。轨迹表示显示出不同的退化模式,而辅助指标中CGM和RSM的计算顺序随加权和归一化选择而变化。结果支持报告绝对残余强度和表面损失联合筛选备选细骨料冷区砂浆。
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