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Enhancing interfacial heat conduction in diamond-reinforced copper composites with boron carbide interlayers for thermal management 利用碳化硼夹层增强金刚石增强铜复合材料的界面热传导,实现热管理
IF 12.7 1区 材料科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-04 DOI: 10.1016/j.compositesb.2024.111871
Shuai Cui , Fangyuan Sun , Dazheng Wang , Xing Zhang , Hailong Zhang , Yanhui Feng
In this work, we have synthesized a copper/boron carbide/diamond composite structure via magnetron sputtering. Surface roughness of the diamond layers was characterized using atomic force microscopy (AFM), and interfacial thermal conductance (ITC) between copper and diamond was experimentally measured by the Time-domain Thmoreflectance (TDTR) technique. Molecular dynamics (MD) simulations were conducted to investigate the influence of the <010> crystal plane thickness of boron carbide and interface roughness on the ITC. The results indicate a significant increase in ITC with the incorporation of a <010>-oriented boron carbide interlayer. The ITC initially rose and then fell as the boron carbide layer thickness increased, reaching a maximum of 286.52 MW m−2 K−1 for a three-layer (approximately 2 nm) interlayer, which is 14.1 times higher than that of the unmodified interface. Additionally, by creating a three-dimensional sinusoidal rough interface, we observed that increasing interface roughness can further enhance heat transfer efficiency up to a certain threshold, beyond which a saturation in phonon heat conduction is anticipated. The simulation outcomes are in good agreement with the experimental data, confirming the reliability of our findings.
在这项工作中,我们通过磁控溅射合成了铜/碳化硼/金刚石复合结构。利用原子力显微镜(AFM)对金刚石层的表面粗糙度进行了表征,并通过时域摩尔反射(TDTR)技术对铜和金刚石之间的界面热导率(ITC)进行了实验测量。分子动力学(MD)模拟研究了碳化硼晶面厚度和界面粗糙度对 ITC 的影响。结果表明,加入取向为<010>的碳化硼夹层后,ITC 显著增加。随着碳化硼层厚度的增加,ITC先上升后下降,三层(约 2 nm)夹层的最高值为 286.52 MW m-2 K-1,是未改性界面的 14.1 倍。此外,通过创建三维正弦波粗糙界面,我们观察到增加界面粗糙度可进一步提高传热效率,直至达到一定阈值,超过该阈值,声子热传导将达到饱和。模拟结果与实验数据非常吻合,证实了我们研究结果的可靠性。
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引用次数: 0
In-suit cemented strategy enables intumescent flame retardant transition from hyper-hydrophilic to hydrophobic and aggregation flame retardant effect simultaneously in polypropylene 内装胶结策略可使聚丙烯中的膨胀阻燃剂同时实现从超亲水性到疏水性的转变,并产生聚合阻燃效果
IF 12.7 1区 材料科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-04 DOI: 10.1016/j.compositesb.2024.111874
Shanzhe Li , Wei Tang , Lijun Qian , Jingyu Wang , Xiao Wu , Yong Qiu , Wang Xi
To meet the stringent requirements of specific high-end manufacturing applications involving flame retardant polypropylene (PP) materials, it's imperative to overcome the inherent superhydrophilicity of intumescent flame retardants (IFR) while simultaneously further enhancing flame retardant efficiency. In addressing this challenge, novel in-situ cemented MVC-IFR microparticles characterized by a microparticle-aggregation effect and hydrophobic structure were successfully synthesized. The micro-aggregated MVC-IFR particles not only bolstered the hydrophobicity and charring flame retardancy of PP composites compared to conventional IFR but also exhibited superior resistance to water erosion. The water contact angle (WCA) of 3MVC-22IFR reached an impressive 159°, whereas the WCA of IFR stood at 0°. Moreover, when MVC-IFR and IFR were incorporated into PP, 3MVC-22IFR/PP displayed a WCA of 108° which was a hydrophobic composite, while 25IFR/PP exhibited a WCA of 81° which was a hydrophilic composite. Notably, the hydrophobic MVC-IFR showcased greater resistance to water exposure than hydrophilic IFR, thereby maintaining its flame retardant efficacy in practical applications. Furthermore, MVC-IFR microparticles with aggregation of acid, carbon, and gas sources, facilitated the charring reactions of different components, thereby enhancing its charring flame retardant effect in PP. Remarkably, 1MVC-24/PP not only attained a UL 94V-0 rating but also achieved a glow wire flammability index (GWFI) of >960 °C, a glow wire ignition temperature (GWIT) of 850 °C, and an LOI value of 28.7 %. In contrast, 25IFR/PP failed to secure a UL 94 rating and exhibited lower GWIT and LOI values. Crucially, the peak heat release rate and total smoke release of 1MVC-24IFR/PP were markedly reduced by 76 % and 41 %, respectively, compared with those of neat PP. In summary, this study presented a novel design concept and rules for flame retardant morphology, to find a way for the development of polyolefin materials boasting both high hydrophobicity and superior flame retardancy.
为了满足涉及阻燃聚丙烯(PP)材料的特定高端制造应用的严格要求,必须克服膨胀型阻燃剂(IFR)固有的超亲水性,同时进一步提高阻燃效率。为应对这一挑战,我们成功合成了新型原位胶结 MVC-IFR 微颗粒,其特点是具有微颗粒聚集效应和疏水结构。与传统的 IFR 相比,微集聚的 MVC-IFR 颗粒不仅增强了 PP 复合材料的疏水性和炭化阻燃性,还表现出优异的耐水侵蚀性。3MVC-22IFR 的水接触角 (WCA) 达到了惊人的 159°,而 IFR 的水接触角为 0°。此外,当 MVC-IFR 和 IFR 与 PP 结合时,3MVC-22IFR/PP 的 WCA 为 108°,属于疏水性复合材料,而 25IFR/PP 的 WCA 为 81°,属于亲水性复合材料。值得注意的是,疏水性 MVC-IFR 比亲水性 IFR 具有更强的耐水性,从而在实际应用中保持了阻燃功效。此外,MVC-IFR 微粒聚集了酸、碳和气体源,促进了不同成分的炭化反应,从而增强了其在 PP 中的炭化阻燃效果。值得注意的是,1MVC-24/PP 不仅达到了 UL 94V-0 级,而且辉光丝可燃性指数 (GWFI) 为 960 °C,辉光丝引燃温度 (GWIT) 为 850 °C,LOI 值为 28.7 %。相比之下,25IFR/PP 未能获得 UL 94 认证,其 GWIT 和 LOI 值也较低。最重要的是,与纯 PP 相比,1MVC-24IFR/PP 的峰值热释放率和总烟释放量分别显著降低了 76% 和 41%。总之,本研究提出了一种新颖的阻燃形态设计理念和规则,为开发兼具高疏水性和优异阻燃性能的聚烯烃材料找到了一条途径。
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引用次数: 0
The booming lignin-derived functional composites/nanocomposites 蓬勃发展的木质素衍生功能复合材料/纳米复合材料
IF 12.7 1区 材料科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-03 DOI: 10.1016/j.compositesb.2024.111869
Lu-Lu Yuan , Han-Min Wang , Yu-Chun Wu , Qing-Xi Hou , Run-Cang Sun
Biobased materials are increasingly gaining prominence in the field of advanced ecofriendly materials, and biomass-derived functional composites are exhibiting immense promise due to their superior manufacturability, flexibility, and eco-efficiency. In recent years, many enlightening and remarkable works and multiple emerging functional composites have been achieved from lignin polymer. Lignin-derived functional composites (LFCs) can be tailored into diverse favorable blocks across multiple domains. Here, we review the state-of-the-art advances in the development and application of lignin-based advanced functional composites in several rising fields. The macromolecular structure and intrinsic properties of lignin are firstly elaborated in terms of versatile material fabrication. We then categorize the manufacturing strategies of lignin-derived building blocks for 3D printing, nanomaterials, hydrogels, biodegradable composites and electrochemical materials. In particular, their applications in environment, biomedicine, sensor, functional packaging, and energy storage are highlighted. Finally, we shed light on the bottlenecks and challenges of LFCs, and some potential opportunities and future prospects for novel biobased materials are discussed. We anticipate harnessing the potential of lignin-derived materials by leveraging green chemistry and viable technologies to facilitate biobased material development.
生物基材料在先进生态环保材料领域的地位日益突出,生物质衍生功能复合材料因其卓越的可制造性、柔韧性和生态效益而前景广阔。近年来,人们利用木质素聚合物开发出了许多具有启发性的杰出作品和多种新兴功能复合材料。木质素衍生功能复合材料(LFCs)可在多个领域定制成各种有利块体。在此,我们回顾了木质素基高级功能复合材料在多个新兴领域的开发和应用的最新进展。我们首先从多功能材料制造的角度阐述了木质素的大分子结构和内在特性。然后,我们将木质素衍生构件的制造策略分为三维打印、纳米材料、水凝胶、生物可降解复合材料和电化学材料。特别强调了它们在环境、生物医学、传感器、功能性包装和能源储存方面的应用。最后,我们阐明了 LFCs 的瓶颈和挑战,并讨论了新型生物基材料的一些潜在机遇和未来前景。我们期待通过利用绿色化学和可行技术,发挥木质素衍生材料的潜力,促进生物基材料的开发。
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引用次数: 0
Constructing piperazine pyrophosphate@LDH@rGO with hierarchical core-shell structure for improving thermal conductivity, flame retardancy and smoke suppression of epoxy resin thermosets 构建具有分层核壳结构的焦磷酸哌嗪@LDH@rGO,用于改善环氧树脂热固性塑料的导热性、阻燃性和抑烟性
IF 12.7 1区 材料科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-03 DOI: 10.1016/j.compositesb.2024.111870
Ruiping Wang , Shuo Zhang , Xinrui Hu, Yang Leng, Xiaoli Li, Bin Tao, Miaojun Xu
The integration and miniaturization development of electronic devices placed the great demand for epoxy resin (EP) thermosets with excellent thermal management, flame retardancy and electrical insulation. Herein, a multifunctional additive piperazine pyrophosphate@layered double hydroxide@reduced graphene oxide (PPAP@LDH@rGO) with hierarchical core-shell structure was constructed by solvothermal and electrostatic self-assembly methods to meet the above requirements. Profiting from the distinct structure of PPAP@LDH@rGO, the thermal conductivity of EP/PPAP@LDH@rGO reached 0.951 W m−1 K−1 at 7 wt% addition (3 wt% rGO containing), which is 320.8 % increment compared to pristine EP. Meanwhile, when 4 wt% PPAP@LDH@rGO was added, the EP thermoset reached UL-94 V-0 rating during vertical burning tests with the limiting oxygen index of 29.8 % due to the synergistic effect of PPAP, LDH and rGO. The release of hazard products including smoke and carbon monoxide for EP/PPAP@LDH@rGO visibly declined during combustion. Besides, the EP thermosets also well-maintained the electrical insulation and mechanical properties. This work provided an alternative approach for preparing high performance EP thermosets which was suitable to be applied in electronics and electrical fields.
电子设备的集成化和微型化发展对具有优异热管理、阻燃性和电绝缘性的环氧树脂(EP)热固性塑料提出了更高的要求。为满足上述要求,本研究采用溶热法和静电自组装法构建了具有分层核壳结构的多功能添加剂焦磷酸哌嗪@层状双氢氧化物@还原氧化石墨烯(PPAP@LDH@rGO)。利用 PPAP@LDH@rGO 的独特结构,当 EP/PPAP@LDH@rGO 的热导率为 7 wt%(含 3 wt% rGO)时,其热导率达到 0.951 W m-1 K-1,与原始 EP 相比提高了 320.8%。同时,当添加 4 wt% 的 PPAP@LDH@rGO 时,由于 PPAP、LDH 和 rGO 的协同作用,EP 热固性材料在垂直燃烧测试中达到了 UL-94 V-0 等级,极限氧指数为 29.8%。在燃烧过程中,EP/PPAP@LDH@rGO 的烟雾和一氧化碳等有害产物的释放量明显减少。此外,EP 热固性塑料还保持了良好的电绝缘性和机械性能。这项工作为制备高性能 EP 热固性塑料提供了另一种方法,适合应用于电子和电气领域。
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引用次数: 0
A novel conceptual design for self-healing of cracked cementitious composites incorporating two bacteria-based capsules 包含两种细菌胶囊的裂缝水泥基复合材料自愈合新概念设计
IF 12.7 1区 材料科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-03 DOI: 10.1016/j.compositesb.2024.111872
Junchen Xiang , Jingping Qiu , Yuying Song , Yingliang Zhao , Xunchang Fei
Expanded polystyrene (EPS) is a low-density material prone to float during composite mixing and vibration. Inspired by this, a two-bacteria-capsule system was reported in this study to enhance the self-healing capacity of cracked mortar. Specifically, the BC-A capsule, containing aerobic bacteria, EPS, and superabsorbent polymer (SAP), and the BC-N capsule, containing anaerobic bacteria and SAP, are prepared through granulation using polyethylene glycol. Sulphoaluminate cement and epoxy resin are used to encapsulate the core materials. The BC-A capsules automatically float in the composite preparation process, while the BC-N capsules are distributed in the middle and bottom regions due to extrusion effect. Upon capsule rupture, the two types of bacteria are released in regions favorable for biomineralization, corresponding to the principle that oxygen concentration reduces along the crack depth. The self-healing behaviour was evaluated as well as the healing products were characterized. The results showed that the capsules cracked simultaneously with the composite and the coating effectively avoided premature release of the self-healing materials. Cementitious composites containing double capsules achieved 90 % closure of cracks with initial widths of 50–600 μm. The three-dimensional healing capacity was significantly enhanced, particularly in terms of impermeability and strength recovery ratio. The main healing products in the cracks were calcite and swollen SAP. The swollen SAP provided nucleation sites and enough water for biomineralization in the healing process.
发泡聚苯乙烯(EPS)是一种低密度材料,在复合搅拌和振动过程中容易漂浮。受此启发,本研究报告了一种双细菌胶囊系统,以增强开裂砂浆的自愈能力。具体来说,BC-A 胶囊含有好氧菌、发泡聚苯乙烯(EPS)和超吸水聚合物(SAP),BC-N 胶囊含有厌氧菌和 SAP。硫铝酸盐水泥和环氧树脂用于封装核心材料。BC-A 胶囊在复合材料制备过程中自动上浮,而 BC-N 胶囊则由于挤出效应分布在中间和底部区域。胶囊破裂时,两种细菌会在有利于生物矿化的区域释放出来,这与氧气浓度沿裂缝深度降低的原理是一致的。对自愈合行为进行了评估,并对愈合产物进行了表征。结果表明,胶囊与复合材料同时开裂,涂层有效避免了自愈合材料的过早释放。含有双层胶囊的水泥基复合材料可使初始宽度为 50-600 μm 的裂缝闭合 90%。三维愈合能力显著增强,特别是在抗渗性和强度恢复比方面。裂缝中的主要愈合产物是方解石和膨胀的 SAP。膨胀的 SAP 为愈合过程中的生物矿化提供了成核点和足够的水分。
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引用次数: 0
Dense nine elemental high entropy diboride ceramics with unique high temperature mechanical and physical properties 具有独特高温机械和物理特性的致密九元素高熵二硼化物陶瓷
IF 12.7 1区 材料科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-03 DOI: 10.1016/j.compositesb.2024.111868
Qi Liu , Liang Xu , Ji Zou , Jingjing Liu , Shuaihang Qiu , Wei Ji , Weimin Wang , Zhengyi Fu
Due to their huge composition space and superior performance characteristics, high entropy borides have garnered great interest in many fields, particularly where their high-temperature performances at high temperatures are critical. Herein, we first discovered that dense (Ti1/9Zr1/9Hf1/9Nb1/9Ta1/9V1/9Cr1/9Mo1/9W1/9)B2 (HEB9) ceramics prepared at 1850 °C showed an exceptionally low temperature coefficient of electrical resistivity (4.28 × 10−4 K−1), which is ∼38% of that of (Ti1/5Zr1/5Hf1/5Nb1/5Ta1/5)B2 (HEB5) and nearly an order of magnitude lower than those of previously reported ZrB2 and ZrB2-30 vol% SiC ceramics. Their mechanical, thermophysical properties at elevated temperatures were also investigated systematically. Although the thermal conductivity of HEB9 increased with elevated temperatures, it remained at a very low level (∼29 W/(m·K)) at 1273 K, nearly half that of HEB5. Interestingly, it is found that the thermal conduction of HEB9 and HEB5 was mainly contributed by electrons, suggeting their thermal conductivity could be roughly estimated from corresponding electrical conductivity values. Moreover, HEB9 exhibited a geometrically necessary dislocation density over 30 times greater than HEB5, likely contributing to its higher Vickers hardness and unique physical properties. Notably, the flexural strength of HEB9 at 1600 °C was even improved to 650.0 ± 86.3 MPa, compared to the value (559.7 ± 36.7 MPa) at room temperature without degradation, which was comparable to that of HEB5, although thermodynamic calculations indicated a lower melting point of HEB9 and grain boundary softening was occurred in HEB9 at higher temperatures. The excellent mechanical, electrical and thermophysical properties of HEB9 at elevated temperatures make it a competitive candidate for various high-temperature applications.
高熵硼化物因其巨大的成分空间和优异的性能特点,在许多领域都引起了极大的兴趣,尤其是在对高温性能要求极高的领域。在这里,我们首次发现在 1850 °C 下制备的致密 (Ti1/9Zr1/9Hf1/9Nb1/9Ta1/9V1/9Cr1/9Mo1/9W1/9)B2 (HEB9) 陶瓷显示出极低的电阻率温度系数(4.28 × 10-4 K-1),是(Ti1/5Zr1/5Hf1/5Nb1/5Ta1/5)B2 (HEB5)的 38%,比之前报道的 ZrB2 和 ZrB2-30 vol% SiC 陶瓷低近一个数量级。此外,还对它们在高温下的机械和热物理性能进行了系统研究。虽然 HEB9 的热导率随温度升高而增加,但在 1273 K 时仍保持在很低的水平(∼29 W/(m-K)),几乎是 HEB5 的一半。有趣的是,研究发现 HEB9 和 HEB5 的热传导主要由电子贡献,这表明它们的热传导率可以根据相应的电导率值进行粗略估算。此外,HEB9 表现出的几何必要位错密度是 HEB5 的 30 多倍,这可能是 HEB9 具有较高维氏硬度和独特物理特性的原因。值得注意的是,尽管热力学计算表明 HEB9 的熔点较低,且在较高温度下会发生晶界软化,但与 HEB5 相比,HEB9 在 1600 °C 下的抗弯强度甚至提高到了 650.0 ± 86.3 MPa,而室温下的抗弯强度值(559.7 ± 36.7 MPa)并未发生降解。HEB9 在高温下具有优异的机械、电气和热物理性能,使其成为各种高温应用的理想候选材料。
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引用次数: 0
The static and fatigue failure of co-cured composite joints with two-scale interface toughening 双尺度界面增韧共固化复合材料接头的静态和疲劳失效
IF 12.7 1区 材料科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-02 DOI: 10.1016/j.compositesb.2024.111867
Sheng Wang , Kali Babu Katnam , Oğuzcan İnal , Zhenmin Zou , James Taylor , Stephan Sprenger , Prasad Potluri , Constantinos Soutis
This research investigates the static and high-cycle-fatigue behaviour and failure mechanisms of co-cured composite single-step joints with two-scale interface toughening. Resin infusion followed by out-of-autoclave curing is used to manufacture the co-cured carbon/epoxy composite single-step joints without a structural adhesive. The co-cured composite joint interface region is toughened by one of the following three routes: (a) nano-scale toughening by core-shell rubber (CSR) nanoparticles added to the resin at a concentration of 10 wt%, (b) micro-scale toughening by micro-fibre polyphenylene sulfide (PPS) veils with an areal density of 20 g/m2 included in the layup, and (c) two-scale hybrid toughening (i.e. CSR&PPS) with CSR nanoparticles (10 wt%) and PPS micro-fibre veils (20 g/m2). The static and fatigue failure behaviour of the untoughened (i.e. Baseline) and toughened joints are investigated by conducting tensile tests under quasi-static loading and different levels of cyclic loading. The fatigue tests are conducted in constant amplitude sinusoidal load control mode with a frequency of 10 Hz at a load ratio of 0. The debonded interface of the joints after tests is examined for failure mechanisms. The results show that the two-scale toughening strategy is effective in the improvement of the static strength and fatigue life of the co-cured joints. The single-scale toughening route is either adverse (by CSR nanoparticles) or less efficient (by micro-fibre PPS veils) compared to the two-scale toughening route. The nano-scale toughening mechanisms and micro-scale toughening mechanisms have a synergistic effect on improving the static and fatigue performance of co-cured joints.
本研究探讨了具有双尺度界面增韧的共固化复合材料单步接缝的静态和高循环疲劳行为及失效机理。在制造共固化碳/环氧复合材料单步接缝时,采用了树脂灌注和釜外固化工艺,不使用结构粘合剂。共固化复合材料接头界面区域通过以下三种途径之一进行增韧:(a) 在树脂中加入浓度为 10 wt%的芯壳橡胶(CSR)纳米颗粒进行纳米级增韧;(b) 在铺层中加入平均密度为 20 g/m2 的聚苯硫醚(PPS)微纤维纱进行微米级增韧;(c) 两级混合增韧(即 CSR&PPS)。(c) 两级混合增韧(即 CSR&PPS),CSR 纳米颗粒(10 wt%)和 PPS 微纤维纱(20 g/m2)。通过在准静态加载和不同程度的循环加载下进行拉伸试验,研究了未增韧(即基准)和增韧接头的静态和疲劳失效行为。疲劳试验在频率为 10 Hz、载荷比为 0 的恒定振幅正弦载荷控制模式下进行。结果表明,双尺度增韧策略能有效提高共固化接头的静态强度和疲劳寿命。与双尺度增韧途径相比,单尺度增韧途径要么不利(采用 CSR 纳米颗粒),要么效率较低(采用微纤维 PPS 薄膜)。纳米级增韧机制和微米级增韧机制在改善共固化接头的静态和疲劳性能方面具有协同作用。
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引用次数: 0
Anchoring mycelium on CNTs to make strong and smart self-regenerative composite materials 将菌丝体锚定在 CNT 上,制造坚固、智能的自再生复合材料
IF 12.7 1区 材料科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-02 DOI: 10.1016/j.compositesb.2024.111861
Hao Wang , Wanru Wang , Jie Tao , Siqi Liu , Xunan Hou , Chaobin He
How to develop new recycled composite materials to meet the growing global demand for sustainable materials is of great interest. In this paper, by leveraging the growth of mycelium to anchor CNTs, the self-regenerative mycelium-CNTs composite materials (MCCs) are created. It demonstrates good strength (∼30 MPa), self-healing (restore ∼98 % original strength), and self-sensing properties. Finally, a human care-computer interaction device is developed to demonstrate the application of this technology. Our manufacturing process utilizes the autonomous growth of living cells grown in in vitro cultures to produce regenerable living composites that do not require harsh chemical processing and polluting exhaust emissions. The final mechanical properties are comparable to commercial polymer plastics, and their functional properties can be further tuned by introducing nanoparticles.
如何开发新的可再生复合材料,以满足全球对可持续材料日益增长的需求,是人们十分关心的问题。本文通过利用菌丝生长锚定碳纳米管,创造了自再生菌丝-碳纳米管复合材料(MCCs)。它具有良好的强度(∼30 兆帕)、自修复(恢复原强度∼98%)和自感应特性。最后,我们还开发了一个人机交互装置,以展示这项技术的应用。我们的生产工艺利用体外培养的活细胞自主生长,生产出可再生的活体复合材料,不需要苛刻的化学处理和污染性废气排放。最终的机械性能可与商用聚合物塑料媲美,其功能特性可通过引入纳米粒子进一步调整。
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引用次数: 0
Synergy of the heterojunction and defects engineering in Zr-doped TbFeO3@g-C3N4 photo-nanocatalyst towards enhanced visible-light-driven antibiotics degradation and H2 production 掺杂 Zr 的 TbFeO3@g-C3N4 光纳米催化剂中的异质结和缺陷工程对增强可见光驱动的抗生素降解和 H2 生产的协同作用
IF 12.7 1区 材料科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-01 DOI: 10.1016/j.compositesb.2024.111865
Muneeb Ur Rahman , Faiqa Nadeem , Hina Ramzan , Fuhua Shen , Muhammad Usman , Muhammad Shahzaib , Waheed Afzal , Shengyong Liu , Hongge Tao , Zhiping Zhang , Quanguo Zhang , Nadeem Tahir
Environmental remediation and energy production are major concerns of the globe for sustainable development. Solar-driven photo nanocatalysts have shown great potential to be a suitable contender to solve these issues, however, their catalytic efficiency is the major concern which depends on the e/h+ pair separation. The present study developed TbFe0.95Zr0.05O3/g-C3N4 heterostructure employing facile hydrothermal methods to promote e/h+ pair separation. Though, TbFe0.95Zr0.05O3/g-C3N4 achieved the highest photo-degradation of 95.96 % for Norfloxacin (NOR) in 90 min, and 4864 μmol h−1g−1 of H2 evolution in 4 h under simulated visible-light, with 3.3, 2.8 and 2.1 times higher efficiency than pristine and doped catalysts (TbFeO3, g-C3N4 and TbFe0.95Zr0.05O3). The creation of oxygen vacancies (OVs) by Zr4+ doping at Fe3+ sites through charge compensation may increase catalytic efficiency, confirmed through X-ray photoelectron spectroscopy (XPS), and optical properties through Raman, and photoluminescence spectroscopy (PL). The catalyst works well throughout four cycles (85.19 % for NOR in the 4th cycle), demonstrating its chemical stability and cyclic potential. Thus, heterojunction and OVs synergistically enhance catalytic efficiency with higher activation in the visible solar spectrum and long e/h+ charge separation lifetime.
环境修复和能源生产是全球可持续发展的主要关注点。太阳能驱动的光纳米催化剂已显示出巨大的潜力,是解决这些问题的合适竞争者,然而,其催化效率是主要问题,这取决于 e-/h+ 对的分离。本研究采用简便的水热法开发了 TbFe0.95Zr0.05O3/g-C3N4 异质结构,以促进 e-/h+ 对分离。与原始催化剂和掺杂催化剂(TbFeO3、g-C3N4 和 TbFe0.95Zr0.05O3)相比,TbFe0.95Zr0.05O3/g-C3N4 在 90 分钟内对诺氟沙星(NOR)的光降解率最高达 95.96%,在模拟可见光下 4 小时内 H2 的进化量为 4864 μmol h-1g-1,效率分别高出 3.3、2.8 和 2.1 倍。通过电荷补偿在 Fe3+ 位点掺杂 Zr4+ 产生氧空位 (OV) 可提高催化效率,这一点已通过 X 射线光电子能谱 (XPS) 和拉曼光谱及光致发光光谱 (PL) 证实。该催化剂在四个循环中均运行良好(第四个循环中 NOR 的催化效率为 85.19%),证明了其化学稳定性和循环潜力。因此,异质结和 OVs 能协同提高催化效率,在可见太阳光谱下具有更高的活化能力,并能延长 e-/h+ 电荷分离寿命。
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引用次数: 0
Intelligent fatigue damage tracking and prognostics of composite structures utilizing raw images via interpretable deep learning 通过可解释的深度学习,利用原始图像对复合材料结构进行智能疲劳损伤跟踪和预测
IF 12.7 1区 材料科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-01 DOI: 10.1016/j.compositesb.2024.111863
P. Komninos , A.E.C. Verraest , N. Eleftheroglou , D. Zarouchas
In recent years, prognostics gained attention in various industries by optimizing maintenance, boosting operational efficiency, and preventing costly downtime. Central to prognostics is the Remaining Useful Life (RUL), representing the critical time before system failure. Deep learning advancements facilitate RUL forecasting by extracting features from diverse data formats such as time series, images, or sequences thereof, in one, two, or three dimensions, respectively. Yet, predicting RUL from image sequences often relies heavily on resource-intensive techniques like digital image correlation, complicating data acquisition. To address challenges with high-dimensional data and unreliable models, this study introduces ISTRUST, an innovative Transformer-based architecture. ISTRUST (Interpretable Spatiotemporal TRansformer for Understanding STructures) tackles the dual challenges posed by high-dimensional data and the black-box nature of existing models. Leveraging Transformers’ attention mechanism, ISTRUST breaks down the spatiotemporal domain, effectively realizing interpretable RUL predictions under uncertainty using only sparse raw image sequences as input. Evaluated on fatigue-loaded composite samples showcasing crack propagation, ISTRUST interprets the relation between cracks and RUL via the attention mechanism. The results substantiate its capacity to interpret and clarify instances in which predictions may exhibit variability in accuracy. Through the attention mechanism, a strong correlation between the model’s spatiotemporal focus and the RUL predictions is established, making it, to the best of our knowledge, the first model to provide interpretable stochastic RUL predictions directly from sequential images of this nature.
近年来,通过优化维护、提高运行效率和防止代价高昂的停机时间,预报预测技术在各行各业备受关注。预知技术的核心是剩余使用寿命(RUL),即系统发生故障前的关键时间。通过从时间序列、图像或其序列等不同数据格式中分别提取一维、二维或三维的特征,深度学习的进步促进了 RUL 预测。然而,从图像序列预测 RUL 通常严重依赖于资源密集型技术,如数字图像相关性,从而使数据采集变得复杂。为了应对高维数据和不可靠模型带来的挑战,本研究引入了基于变换器的创新架构 ISTRUST。ISTRUST(Interpretable Spatiotemporal TRansformer for Understanding STructures)可应对高维数据和现有模型黑箱性质带来的双重挑战。ISTRUST 利用变换器的注意力机制,打破了时空域,仅使用稀疏的原始图像序列作为输入,就能有效实现不确定条件下的可解释 RUL 预测。ISTRUST 通过注意力机制解释了裂纹与 RUL 之间的关系,并在显示裂纹扩展的疲劳加载复合材料样本上进行了评估。结果证实了 ISTRUST 的解释能力,并澄清了预测准确性可能存在差异的情况。通过注意力机制,模型的时空焦点与 RUL 预测之间建立了很强的相关性,据我们所知,这是第一个直接从这种性质的连续图像中提供可解释的随机 RUL 预测的模型。
{"title":"Intelligent fatigue damage tracking and prognostics of composite structures utilizing raw images via interpretable deep learning","authors":"P. Komninos ,&nbsp;A.E.C. Verraest ,&nbsp;N. Eleftheroglou ,&nbsp;D. Zarouchas","doi":"10.1016/j.compositesb.2024.111863","DOIUrl":"10.1016/j.compositesb.2024.111863","url":null,"abstract":"<div><div>In recent years, prognostics gained attention in various industries by optimizing maintenance, boosting operational efficiency, and preventing costly downtime. Central to prognostics is the Remaining Useful Life (RUL), representing the critical time before system failure. Deep learning advancements facilitate RUL forecasting by extracting features from diverse data formats such as time series, images, or sequences thereof, in one, two, or three dimensions, respectively. Yet, predicting RUL from image sequences often relies heavily on resource-intensive techniques like digital image correlation, complicating data acquisition. To address challenges with high-dimensional data and unreliable models, this study introduces ISTRUST, an innovative Transformer-based architecture. ISTRUST (Interpretable Spatiotemporal TRansformer for Understanding STructures) tackles the dual challenges posed by high-dimensional data and the black-box nature of existing models. Leveraging Transformers’ attention mechanism, ISTRUST breaks down the spatiotemporal domain, effectively realizing interpretable RUL predictions under uncertainty using only sparse raw image sequences as input. Evaluated on fatigue-loaded composite samples showcasing crack propagation, ISTRUST interprets the relation between cracks and RUL via the attention mechanism. The results substantiate its capacity to interpret and clarify instances in which predictions may exhibit variability in accuracy. Through the attention mechanism, a strong correlation between the model’s spatiotemporal focus and the RUL predictions is established, making it, to the best of our knowledge, the first model to provide interpretable stochastic RUL predictions directly from sequential images of this nature.</div></div>","PeriodicalId":10660,"journal":{"name":"Composites Part B: Engineering","volume":"287 ","pages":"Article 111863"},"PeriodicalIF":12.7,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142417501","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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Composites Part B: Engineering
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