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The Input of Nanoclays to the Synergistic Flammability Reduction in Flexible Foamed Polyurethane/Ground Tire Rubber Composites. 纳米粘土对柔性发泡聚氨酯/轮胎橡胶复合材料协同降低可燃性的作用。
IF 3.1 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-31 DOI: 10.3390/ma17215344
Aleksander Hejna, Paulina Kosmela, Adam Olszewski, Wiktoria Żukowska

Currently, postulated trends and law regulations tend to direct polymer technology toward sustainability and environmentally friendly solutions. These approaches are expressed by keeping materials in a loop aimed at the circular economy and by reducing the environmental burdens related to the production and use of polymers and polymer-based materials. The application of recycled or waste-based materials often deals efficiently with the first issue but at the expense of the final products' performance, which requires various additives, often synthetic and petroleum-based, with limited sustainability. Therefore, a significant portion of research is often required to address the drawbacks induced by the application of secondary raw materials. Herein, the presented study aimed to investigate the fire performance of polymer composites containing highly flammable matrix polyurethane (PU) foam and filler ground tire rubber (GTR) originating from car tire recycling. Due to the nature of both phases and potential applications in the construction and building or automotive sectors, the flammability of these composites should be reduced. Nevertheless, this issue has hardly been analyzed in literature and dominantly in our previous works. Herein, the presented work provided the next step and investigated the input of nanoclays to the synergistic flammability reduction in flexible, foamed PU/GTR composites. Hybrid compositions of organophosphorus FRs with expandable graphite (EG) in varying proportions and with the addition of surface-modified nanoclays were examined. Changes in the parameters obtained during cone calorimeter tests were determined, discussed, and evaluated with the fire performance index and flame retardancy index, two parameters whose goal is to quantify the overall fire performance of polymer-based materials.

目前,预期趋势和法律法规都倾向于将聚合物技术引向可持续性和环境友好型解决方 案。这些方法的具体表现是将材料保持在循环经济的循环中,并减少与聚合物和聚合物基材料的生产和使用相关的环境负担。回收材料或废料材料的应用通常能有效地解决第一个问题,但却牺牲了最终产品的性能,因为最终产品需要各种添加剂,这些添加剂通常是以石油为基础的合成物,可持续性有限。因此,往往需要进行大量研究,以解决二次原材料应用所带来的弊端。本研究旨在调查含有高易燃基体聚氨酯(PU)泡沫和源自汽车轮胎回收的填充物轮胎橡胶(GTR)的聚合物复合材料的防火性能。由于这两个阶段的性质以及在建筑、楼宇或汽车领域的潜在应用,这些复合材料的可燃性应该降低。然而,文献中几乎没有对这一问题进行过分析,我们以前的工作中也主要对这一问题进行了分析。在此,我们的研究工作迈出了新的一步,研究了纳米粘土对协同降低柔性发泡聚氨酯/GTR 复合材料易燃性的作用。研究了有机磷阻燃剂与可膨胀石墨(EG)的不同比例混合成分,以及表面改性纳米粘土的添加情况。对锥形量热计测试中获得的参数变化进行了测定、讨论,并用防火性能指数和阻燃指数进行了评估,这两个参数的目标是量化聚合物基材料的整体防火性能。
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引用次数: 0
Preparation and Properties of Na2HPO4∙12H2O/Silica Aerogel Composite Phase Change Materials for Building Energy Conservation. 用于建筑节能的 Na2HPO4∙12H2O/Silica Aerogel 复合相变材料的制备与性能。
IF 3.1 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-31 DOI: 10.3390/ma17215350
Jiayue Lao, Jintao Ma, Zhili Zhao, Ning Xia, Jiesheng Liu, Hao Peng, Tao Fang, Wanwan Fu

In this paper, a morphologically stable composite phase change material (CPCM) suitable for use in the field of building energy conservation was developed using Na2HPO4∙12H2O (DHPD) as the phase change material, Na2SiO3∙9H2O (SSNH) as the nucleating agent, and silica aerogel (SA) as the carrier. The results showed that the incorporation of 25 wt% SA resulted in the as-prepared DHPD-SSNH/SA CPCM with a phase change temperature of 30.4 °C, an enthalpy of 163.4 J/g, and a low supercooling degree of 1.3 °C, which also solved the corrosion problem of reinforcing bars caused by the hydrated salt PCM. Meanwhile, DHPD-SSNH/SA CPCM had good shape stability and low thermal conductivity (0.1507 W/(m·K)). The phase change temperature was basically unchanged, and the enthalpy only decreased by 4.8% after 200 cold-heat cycles. In addition, the thermal performance evaluation of CPCM showed that the indoor thermal comfort time of the testing system loaded with PCM board accounted for 50.75%, which was 43.38% higher than that of the one without PCM board (7.37%). The results suggest that the obtained CPCM had a good energy saving effect and great potential in the field of building energy conservation.

本文以 Na2HPO4∙12H2O (DHPD) 为相变材料,Na2SiO3∙9H2O (SSNH) 为成核剂,二氧化硅气凝胶 (SA) 为载体,开发了一种适用于建筑节能领域的形态稳定的复合相变材料 (CPCM)。结果表明,掺入 25 wt% 的 SA 后,制备的 DHPD-SSNH/SA CPCM 相变温度为 30.4 ℃,相变焓为 163.4 J/g,过冷度低至 1.3 ℃,解决了水合盐 PCM 对钢筋的腐蚀问题。同时,DHPD-SSNH/SA CPCM 具有良好的形状稳定性和较低的导热系数(0.1507 W/(m-K))。经过 200 次冷热循环后,相变温度基本保持不变,焓值仅下降了 4.8%。此外,CPCM 的热性能评估表明,加载 PCM 板的测试系统的室内热舒适时间占 50.75%,比不加载 PCM 板的测试系统(7.37%)高 43.38%。结果表明,所获得的 CPCM 具有良好的节能效果,在建筑节能领域具有巨大潜力。
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引用次数: 0
Deformation Performance of Longitudinal Non-Uniformly Corroded Reinforced Concrete Columns. 纵向非均匀腐蚀钢筋混凝土柱的变形性能。
IF 3.1 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-31 DOI: 10.3390/ma17215303
Guoyao Sun, Huanjun Jiang

Due to the complexity of the marine corrosive environment, the rebar corrosion in reinforced concrete (RC) bridge piers is usually longitudinal non-uniform. However, the study on the mechanical behavior of longitudinal non-uniformly corroded RC structural members is very limited. To systematically study the deformation performance of the longitudinal non-uniformly corroded RC columns, the finite element models of 106 RC columns with different parameters were established using the commercial software ABAQUS 2016. The effects of the height of the bottom section (represented in the text by the variable "position"), the length, and the rebar corrosion ratio of the corroded segment on the deformation performance of the longitudinal non-uniformly corroded RC columns were analyzed. It is found that the change in the position of the corroded segment on the column may change the most unfavorable section of the column and the failure mode. The length of the corroded segment significantly affects the yield deformation. The ultimate plastic deformation increases with the increase of position or length of the corroded segment. With the increase of rebar corrosion ratio of the corroded segment, the ultimate plastic deformation decreases.

由于海洋腐蚀环境的复杂性,钢筋混凝土(RC)桥墩的钢筋腐蚀通常是纵向非均匀腐蚀。然而,对纵向非均匀腐蚀 RC 结构构件力学行为的研究非常有限。为了系统研究纵向非均匀腐蚀 RC 柱的变形性能,使用商业软件 ABAQUS 2016 建立了 106 个不同参数 RC 柱的有限元模型。分析了底部截面高度(文中用变量 "位置 "表示)、长度和腐蚀段钢筋腐蚀率对纵向非均匀腐蚀 RC 柱变形性能的影响。结果发现,腐蚀段在柱上位置的改变可能会改变柱的最不利截面和破坏模式。腐蚀段的长度对屈服变形有显著影响。极限塑性变形随腐蚀段位置或长度的增加而增大。随着锈蚀段钢筋锈蚀率的增加,极限塑性变形减小。
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引用次数: 0
Transparent and Flexible Hierarchical Porous Structure of Polyvinyl Alcohol Aerogel: A Microstructure Study. 聚乙烯醇气凝胶的透明柔性分层多孔结构:微观结构研究
IF 3.1 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-31 DOI: 10.3390/ma17215312
Xiaoli Li, Xuguang Zhang, Hexiang Zhang, Xiao Sun, Ying Mu, Thomas Barrett, Conor Doyle, Marilyn L Minus, Yi Zheng

Aerogels have gained increasing attention due to their unique properties since their introduction in 1932. Silica aerogel, one of the earliest and most advanced types, is known for its high transparency and excellent thermal insulation. However, its internal pearl-like structure makes it extremely brittle, which limits its practical applications. To address this, through multiple refinements in formulation and production techniques, we developed a novel Polyvinyl Alcohol (PVA) aerogel using an innovative one-step standing method. This method significantly reduces the gelling time compared to the freeze-thaw method and eliminates the need for refrigeration, making it a more environmentally friendly and sustainable process. The resulting one-step standing PVA aerogel features a hierarchical porous structure, remarkable transparency, improved strength, and enhanced thermal insulation. Mechanical tests demonstrated that the PVA aerogel produced by the one-step standing method exhibited a significantly higher Young's modulus of 4.2596 MPa, surpassing that of silica, copper nanowire (Cu NM), and graphene aerogels. Additional tests, including transmittance and thermal analysis, further confirmed that the one-step standing PVA aerogel excels in both transparency and thermal insulation. This combination of improved mechanical performance and light transmission opens novel potential applications, such as drug delivery systems, where the aerogel's pore structure can store drugs while maintaining strength and transparency.

气凝胶自 1932 年问世以来,因其独特的性能而受到越来越多的关注。二氧化硅气凝胶是最早和最先进的气凝胶类型之一,以其高透明度和出色的隔热性能而著称。然而,其内部的珍珠状结构使其极易脆化,从而限制了其实际应用。为了解决这一问题,我们通过对配方和生产技术的多次改进,采用创新的一步凝固法开发出了一种新型聚乙烯醇(PVA)气凝胶。与冻融法相比,这种方法大大缩短了胶凝时间,而且无需制冷,是一种更环保、更可持续的工艺。一步凝固法生产出的 PVA 气凝胶具有分层多孔结构、出色的透明度、更高的强度和更强的隔热性。力学测试表明,一步法站立法生产的 PVA 气凝胶的杨氏模量高达 4.2596 兆帕,大大超过了二氧化硅、纳米铜线(Cu NM)和石墨烯气凝胶。包括透光率和热分析在内的其他测试进一步证实,一步法静置 PVA 气凝胶在透明度和隔热性能方面均表现出色。这种将机械性能和透光性能完美结合的气凝胶开辟了新的潜在应用领域,例如药物输送系统,气凝胶的孔隙结构可以在保持强度和透明度的同时储存药物。
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引用次数: 0
Fabrication, Microstructural Evolution, and Mechanical Properties of SiC/(Hf0.25Ta0.25Zr0.25Nb0.25)C/C Nanocomposites. SiC/(Hf0.25Ta0.25Zr0.25Nb0.25)C/C 纳米复合材料的制备、微结构演变和力学性能
IF 3.1 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-31 DOI: 10.3390/ma17215294
Zhenyue Wang, Tianci Zhou, Xiantao Yang, Yuenong Liu, Qingbo Wen, Zhaoju Yu

A dense monolithic SiC/(Hf0.25Ta0.25Zr0.25Nb0.25)C/C high-entropy ceramic nanocomposite was prepared using a polymer-derived ceramic (PDC) method combined with spark plasma sintering (SPS). The microstructural evolution and mechanical properties of the obtained nanocomposites were characterized by X-ray diffractometer (XRD), transmission electron microscope (TEM), scanning-electron microscope (SEM), and nanoindentation. The results indicate that the phase composition of SiC/(Hf0.25Ta0.25Zr0.25Nb0.25)C/C can be adjusted by modifying the metal content of the single-source precursor (SSP) through molecular design. The resulting precursor exhibits an exceptionally high ceramic yield, with mass retention of over 90% at 1100 °C, which guarantees the densification of the final SiC/(Hf0.25Ta0.25Zr0.25Nb0.25)C/C composites. The PDC route facilitates the in situ formation of a high-entropy phase within the ceramic matrix under low temperature pyrolysis conditions. Combined with SPS, a dense monolithic SiC/(Hf0.25Ta0.25Zr0.25Nb0.25)C/C nanocomposite was obtained, exhibiting an open porosity of 0.41 vol%, nano-hardness of 27.47 ± 0.46 GPa, elastic modulus of 324.00 ± 13.60 GPa, and fracture toughness of 3.59 ± 0.24 MPa·m0.5, demonstrating excellent mechanical properties.

利用聚合物衍生陶瓷(PDC)法结合火花等离子烧结(SPS)法制备了致密的整体式 SiC/(Hf0.25Ta0.25Zr0.25Nb0.25)C/C 高熵陶瓷纳米复合材料。通过 X 射线衍射仪 (XRD)、透射电子显微镜 (TEM)、扫描电子显微镜 (SEM) 和纳米压痕法对所制备纳米复合材料的微观结构演变和力学性能进行了表征。结果表明,SiC/(Hf0.25Ta0.25Zr0.25Nb0.25)C/C 的相组成可以通过分子设计改变单源前驱体(SSP)中的金属含量来调整。由此得到的前驱体具有极高的陶瓷产率,在 1100 °C 时的质量保持率超过 90%,这保证了最终 SiC/(Hf0.25Ta0.25Zr0.25Nb0.25)C/C 复合材料的致密化。在低温热解条件下,PDC 路线有利于在陶瓷基体中就地形成高熵相。结合 SPS,获得了致密的整体式 SiC/(Hf0.25Ta0.25Zr0.25Nb0.25)C/C 纳米复合材料,其开放孔隙率为 0.41 Vol%,纳米硬度为 27.47 ± 0.46 GPa,弹性模量为 324.00 ± 13.60 GPa,断裂韧性为 3.59 ± 0.24 MPa-m0.5,表现出优异的机械性能。
{"title":"Fabrication, Microstructural Evolution, and Mechanical Properties of SiC/(Hf<sub>0.25</sub>Ta<sub>0.25</sub>Zr<sub>0.25</sub>Nb<sub>0.25</sub>)C/C Nanocomposites.","authors":"Zhenyue Wang, Tianci Zhou, Xiantao Yang, Yuenong Liu, Qingbo Wen, Zhaoju Yu","doi":"10.3390/ma17215294","DOIUrl":"10.3390/ma17215294","url":null,"abstract":"<p><p>A dense monolithic SiC/(Hf<sub>0.25</sub>Ta<sub>0.25</sub>Zr<sub>0.25</sub>Nb<sub>0.25</sub>)C/C high-entropy ceramic nanocomposite was prepared using a polymer-derived ceramic (PDC) method combined with spark plasma sintering (SPS). The microstructural evolution and mechanical properties of the obtained nanocomposites were characterized by X-ray diffractometer (XRD), transmission electron microscope (TEM), scanning-electron microscope (SEM), and nanoindentation. The results indicate that the phase composition of SiC/(Hf<sub>0.25</sub>Ta<sub>0.25</sub>Zr<sub>0.25</sub>Nb<sub>0.25</sub>)C/C can be adjusted by modifying the metal content of the single-source precursor (SSP) through molecular design. The resulting precursor exhibits an exceptionally high ceramic yield, with mass retention of over 90% at 1100 °C, which guarantees the densification of the final SiC/(Hf<sub>0.25</sub>Ta<sub>0.25</sub>Zr<sub>0.25</sub>Nb<sub>0.25</sub>)C/C composites. The PDC route facilitates the in situ formation of a high-entropy phase within the ceramic matrix under low temperature pyrolysis conditions. Combined with SPS, a dense monolithic SiC/(Hf<sub>0.25</sub>Ta<sub>0.25</sub>Zr<sub>0.25</sub>Nb<sub>0.25</sub>)C/C nanocomposite was obtained, exhibiting an open porosity of 0.41 vol%, nano-hardness of 27.47 ± 0.46 GPa, elastic modulus of 324.00 ± 13.60 GPa, and fracture toughness of 3.59 ± 0.24 MPa·m<sup>0.5</sup>, demonstrating excellent mechanical properties.</p>","PeriodicalId":18281,"journal":{"name":"Materials","volume":"17 21","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11547591/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142623593","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Device Applications Enabled by Bandgap Engineering Through Quantum Dot Tuning: A Review. 通过量子点调谐实现带隙工程的器件应用:综述。
IF 3.1 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-31 DOI: 10.3390/ma17215335
Ho Kyung Lee, Taehyun Park, Hocheon Yoo

Quantum dots (QDs) are becoming essential materials for future scientific and real-world applications, owing to their interesting and distinct optical and electrical properties compared to their bulk-state counterparts. The ability to tune the bandgap of QDs based on size and composition-a key characteristic-opens up new possibilities for enhancing the performance of various optoelectronic devices. These advances could extend to cutting-edge applications such as ultrawide-band or dual-band photodetectors (PDs), optoelectronic logic gates, neuromorphic devices, and security functions. This paper revisits the recent progress in QD-embedded optoelectronic applications, focusing on bandgap tunability. The current limitations and challenges in advancing and realizing QD-based optoelectronic devices are also discussed.

量子点(QDs)因其有趣而独特的光学和电学特性,正在成为未来科学和现实世界应用的重要材料。根据尺寸和成分调整量子点带隙的能力--这是一种关键特性--为提高各种光电设备的性能开辟了新的可能性。这些进步可以扩展到超宽带或双波段光电探测器(PD)、光电逻辑门、神经形态器件和安全功能等尖端应用领域。本文重温了 QD 嵌入式光电应用的最新进展,重点关注带隙可调性。本文还讨论了目前在推进和实现基于 QD 的光电器件方面存在的限制和挑战。
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引用次数: 0
Structure-Driven Performance Enhancement in Palladium-Graphene Oxide Catalysts for Electrochemical Hydrogen Evolution. 结构驱动的钯-石墨烯氧化物电化学氢气转化催化剂性能提升。
IF 3.1 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-31 DOI: 10.3390/ma17215296
Krishnamoorthy Sathiyan, Ce Gao, Toru Wada, Poulami Mukherjee, Kalaivani Seenivasan, Toshiaki Taniike

Graphene oxide (GO) has recently gained significant attention in electrocatalysis as a promising electrode material owing to its unique physiochemical properties such as enhanced electron transfers due to a conjugated π-electron system, high surface area, and stable support for loading electroactive species, including metal nanoparticles. However, only a few studies have been directed toward the structural characteristics of GO, elaborating on the roles of oxygen-containing functional groups, the presence of defects, interlayer spacing between the layered structure, and nonuniformity in the carbon skeleton along with their influence on electrochemical performance. In this work, we aim to understand these properties in various GO materials derived from different graphitic sources. Both physiochemical and electrochemical characterization were employed to correlate the above-mentioned features and explore the effect of the location of the palladium nanoparticles (Pd NPs) on various GO supports for the hydrogen evolution reaction (HER). The interaction of the functional groups has a crucial role in the Pd dispersion and its electrochemical performance. Among the different GO samples, Pd supported on GO derived from graphene nanoplate (GNP), Pd/GO-GNP, exhibits superior HER performance; this could be attributed to the optimal balance among particle size, defect density, less in-plane functionalities, and higher electrochemical surface area. This study, thus, helps to identify the optimal conditions that lead to the best performance of Pd-loaded GO, contributing to the design of more effective HER electrocatalysts.

氧化石墨烯(GO)具有独特的物理化学特性,例如共轭π电子系统可增强电子转移、高比表面积以及可稳定支持电活性物种(包括金属纳米粒子)的负载,因此作为一种前景广阔的电极材料,最近在电催化领域受到了广泛关注。然而,只有少数研究针对 GO 的结构特征,详细阐述了含氧官能团的作用、缺陷的存在、层状结构的层间距、碳骨架的不均匀性及其对电化学性能的影响。在这项研究中,我们旨在了解不同石墨来源的各种 GO 材料的这些特性。我们采用了物理化学和电化学表征方法来关联上述特征,并探索钯纳米粒子(Pd NPs)在各种 GO 支持物上的位置对氢进化反应(HER)的影响。官能团的相互作用对钯的分散及其电化学性能起着至关重要的作用。在不同的 GO 样品中,支持在石墨烯纳米板(GNP)衍生的 GO(Pd/GO-GNP)上的钯表现出更优越的氢化反应性能;这可能归因于粒度、缺陷密度、较少的面内官能团和较高的电化学表面积之间的最佳平衡。因此,这项研究有助于确定能使 Pd 负载的 GO 发挥最佳性能的最佳条件,从而有助于设计出更有效的 HER 电催化剂。
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引用次数: 0
A Study of the Possibility of Producing Annealed and Metallized Pellets from Titanomagnetite Concentrate. 利用钛磁铁矿精矿生产退火和金属化颗粒的可能性研究。
IF 3.1 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-31 DOI: 10.3390/ma17215338
Andrey N Dmitriev, Galina Y Vitkina, Victor G Zlobin, Elena A Vyaznikova, Larisa A Marshuk, Yulia E Burova, Roman V Alektorov, Vladimir V Kataev

The current intensive development of steelmaking is being impeded by a scarcity of pure scrap. The potential to replace pure scrap with metallized raw materials that are naturally alloyed with vanadium and titanium, such as annealed unfluxed titanomagnetite pellets, could facilitate the achievement of key objectives in metallurgical development, particularly in the smelting of electric steel. The objective of this research was to produce annealed and metallized pellets from titanomagnetite concentrate under laboratory conditions, with the intention of further processing them as a commercial product in a blast furnace or as an intermediate product for the production of hot briquetted iron (HBI). The results demonstrate that pellets derived from titanomagnetite concentrate exhibit sufficient compressive strength (up to 300 kg/pellet) and a degree of metallization exceeding 90%, which aligns with the requirements for electric steelmaking. The suitability of pellets derived from titanomagnetite concentrate for use in both blast furnaces and metallization processes has been corroborated.

纯废钢的稀缺阻碍了当前炼钢业的集约化发展。用钒钛天然合金化的金属化原材料(如退火未熔的钛磁铁矿球团)替代纯废钢的潜力,可促进冶金发展关键目标的实现,特别是在电炉钢冶炼方面。这项研究的目的是在实验室条件下从钛磁铁矿精矿中生产退火和金属化球团,以便在高炉中将其进一步加工成商业产品或作为生产热压铁(HBI)的中间产品。结果表明,从钛磁铁矿精矿中提取的球团表现出足够的抗压强度(高达 300 千克/球团)和超过 90% 的金属化程度,符合电炉炼钢的要求。从钛磁铁矿精矿中提炼出的球团适用于高炉和金属化工艺,这一点已得到证实。
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引用次数: 0
Fatigue Life Prediction of 2024-T3 Al Alloy by Integrating Particle Swarm Optimization-Extreme Gradient Boosting and Physical Model. 通过整合粒子群优化-极梯度提升和物理模型预测 2024-T3 Al 合金的疲劳寿命
IF 3.1 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-31 DOI: 10.3390/ma17215332
Zhaoji Li, Haitao Yue, Ce Zhang, Weibing Dai, Chenguang Guo, Qiang Li, Jianzhuo Zhang

The multi-parameter characteristics of the physical model pose a challenge to the fatigue life prediction of 2024-T3 aluminum (Al) alloy. In response to this issue, a parameter-solving method that integrates particle swarm optimization (PSO) with extreme gradient boosting (XGBoost) is proposed in this study. The fatigue performance and failure mechanism of the 2024-T3 Al alloy are analyzed. Furthermore, the fatigue life prediction physical model of the 2024-T3 Al alloy is established by using the energy method of fracture mechanics. The physical model incorporates critical physical parameters. Meanwhile, the PSO algorithm optimizes the hyperparameters of the XGBoost model based on fatigue data of the 2024-T3 Al alloy. Eventually, the optimized XGBoost model is used to solve the parameters of the physical model. Furthermore, the analytical equation of the fatigue life prediction model is obtained. This paper provides a new method for solving the parameters of the fatigue life prediction model, which reduces the error and cost of obtaining the model parameters in the experiment and shortens the time required.

物理模型的多参数特性给 2024-T3 铝合金的疲劳寿命预测带来了挑战。针对这一问题,本研究提出了一种将粒子群优化(PSO)与极端梯度提升(XGBoost)相结合的参数求解方法。分析了 2024-T3 Al 合金的疲劳性能和失效机理。此外,还利用断裂力学的能量法建立了 2024-T3 Al 合金的疲劳寿命预测物理模型。该物理模型包含关键的物理参数。同时,PSO 算法根据 2024-T3 Al 合金的疲劳数据优化 XGBoost 模型的超参数。最终,优化后的 XGBoost 模型用于求解物理模型的参数。此外,还得到了疲劳寿命预测模型的解析方程。本文提供了一种新的疲劳寿命预测模型参数求解方法,减少了在实验中获取模型参数的误差和成本,缩短了所需时间。
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引用次数: 0
Design of Shape Forming Elements for Architected Composites via Bayesian Optimization and Genetic Algorithms: A Concept Evaluation. 通过贝叶斯优化和遗传算法设计建筑复合材料的形状成型元件:概念评估。
IF 3.1 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-31 DOI: 10.3390/ma17215339
David O Kazmer, Rebecca H Olanrewaju, David C Elbert, Thao D Nguyen

This article presents the first use of shape forming elements (SFEs) to produce architected composites from multiple materials in an extrusion process. Each SFE contains a matrix of flow channels connecting input and output ports, where materials are routed between corresponding ports. The mathematical operations of rotation and shifting are described, and design automation is explored using Bayesian optimization and genetic algorithms to select fifty or more parameters for minimizing two objective functions. The first objective aims to match a target cross-section by minimizing the pixel-by-pixel error, which is weighted with the structural similarity index (SSIM). The second objective seeks to maximize information content by minimizing the SSIM relative to a white image. Satisfactory designs are achieved with better objective function values observed in rectangular rather than square flow channels. Validation extrusion of modeling clay demonstrates that while SFEs impose complex material transformations, they do not achieve the material distributions predicted by the digital model. Using the SSIM for results comparison, initial stages yielded SSIM values near 0.8 between design and simulation, indicating a good initial match. However, the control of material processing tended to decline with successive SFE processing with the SSIM of the extruded output dropping to 0.023 relative to the design intent. Flow simulations more closely replicated the observed structures with SSIM values around 0.4 but also failed to predict the intended cross-sections. The evaluation highlights the need for advanced modeling techniques to enhance the predictive accuracy and functionality of SFEs for biomedical, energy storage, and structural applications.

本文首次介绍了在挤压工艺中使用形状成型元件(SFE)来生产多种材料的建筑复合材料。每个 SFE 包含一个连接输入和输出端口的流道矩阵,材料在相应的端口之间流动。对旋转和移位的数学运算进行了描述,并使用贝叶斯优化和遗传算法探索了设计自动化,以选择 50 个或更多参数来最小化两个目标函数。第一个目标是通过最小化逐像素误差来匹配目标截面,该误差用结构相似性指数(SSIM)加权。第二个目标是通过最小化相对于白色图像的 SSIM 来最大化信息含量。在矩形而非方形流道中观察到了更好的目标函数值,从而实现了令人满意的设计。对建模粘土的挤压验证表明,虽然 SFE 强加了复杂的材料转换,但并没有实现数字模型预测的材料分布。在使用 SSIM 进行结果比较时,初始阶段的设计和模拟之间的 SSIM 值接近 0.8,表明初始匹配良好。然而,随着连续 SFE 加工的进行,材料加工控制趋于下降,挤压输出的 SSIM 值相对于设计意图下降到 0.023。流动模拟更接近地复制了观察到的结构,SSIM 值约为 0.4,但也无法预测预期的横截面。评估结果表明,需要采用先进的建模技术来提高 SFE 在生物医学、储能和结构应用方面的预测精度和功能。
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