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Convolutional Neural Network-Based Regression Model for Distribution Data from X-Ray Radiographs of Metallic Foams 基于卷积神经网络的金属泡沫x射线片分布数据回归模型
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-20 DOI: 10.1002/adem.202401128
Tristan E. Kammbach, Paul H. Kamm, Tillmann R. Neu, Francisco García-Moreno

The difficult determination of morphological properties in metal foams stands behind the reasons why metal foams are not widely used in industry, since quality control of the batches produced is limited to destructive methods. To approach this challenge, a new method of analysis of morphological properties based on 2D X-Ray radiograms and the employment of a new Convolutional Neural Network architecture is proposed. The training of this model is based on a combined approach of simulating simplified foams as pretraining data and the acquisition of real experimental data, extracted from X-Ray computer tomographies. The network is trained successfully with 41 foams to obtain predictions for cell size distribution between 0.3 and 5 mm, as well as sphericities in ranges from 0.4 to 1. In addition, tests are carried out to get an insight into the robustness of the model when confronted with similar data that are not included in the training process. It is found that the effectiveness of the neural network increases with a larger number of cells in the observed volume where above 500 cells per volume 92.5% of sphericity predictions and 99.4% of cell size predictions passed the Kolmogorov-Smirnov test.

金属泡沫的形态特性难以测定,这是金属泡沫没有在工业上广泛应用的原因,因为生产的批次的质量控制仅限于破坏性方法。为了应对这一挑战,提出了一种基于二维x射线射线图和使用新的卷积神经网络架构的形态学特性分析新方法。该模型的训练是基于模拟简化泡沫作为预训练数据和获取从x射线计算机层析成像中提取的真实实验数据的结合方法。该网络成功地训练了41个泡沫,以获得0.3至5mm之间的细胞尺寸分布以及0.4至1范围内的球度的预测。此外,还进行了测试,以深入了解模型在面对未包含在训练过程中的类似数据时的鲁棒性。发现神经网络的有效性随着观察体积中细胞数量的增加而增加,其中每体积超过500个细胞的92.5%的球度预测和99.4%的细胞大小预测通过了Kolmogorov-Smirnov测试。
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引用次数: 0
Enhanced and Sustainable Indoor Carbon Dioxide Monitoring by Using Ambient Light to Power Advanced Biological Sensors 利用环境光为先进的生物传感器供电,增强和可持续的室内二氧化碳监测
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-19 DOI: 10.1002/adem.202401875
Anwar Elhadad, Yang Gao, Seokheun Choi

Enhancing carbon dioxide (CO2) detection is crucial for improving indoor air quality and environmental surveillance. Traditional CO2 sensors face drawbacks like high costs, large sizes, environmental impact, and reliance on external power, limiting their practicality for continuous indoor monitoring. In this research, an innovative indoor CO2-sensing system using a self-powered bio-solar cell (BSC) platform is introduced. Utilizing cyanobacteria as a sensitive biocatalyst and sustainable power source, the system offers a cost-effective, eco-friendly, and maintenance-free alternative to conventional sensors. It operates by monitoring electron-transfer processes in cyanobacteria during photosynthesis, converting CO2 and water into oxygen and chemical energy, enabling accurate CO2 level monitoring. The system responds to CO2 fluctuations and issues alerts when levels are outside the recommended range of 500–1000 ppm for human health and productivity. A self-sustaining configuration of eight BSCs—one for sensing and others for power generation—ensures continuous operation without external power. An integrated energy-harvesting board efficiently manages power distribution to a microcontroller and display system for real-time data visualization, with the array producing up to 400 μW. Additionally, a machine-learning model interprets BSC outputs to accurately quantify CO2 levels, enhancing the sensor's adaptive performance.

加强二氧化碳(CO2)检测对于改善室内空气质量和环境监测至关重要。传统的CO2传感器存在成本高、体积大、对环境影响大、依赖外部电源等缺点,限制了其在室内连续监测中的实用性。本文介绍了一种基于自供电生物太阳能电池(BSC)平台的室内co2传感系统。利用蓝藻作为一种敏感的生物催化剂和可持续的电源,该系统提供了一种成本效益高、环保、免维护的传统传感器替代品。它通过监测光合作用过程中蓝藻中的电子转移过程,将二氧化碳和水转化为氧气和化学能,从而实现准确的二氧化碳水平监测。该系统对二氧化碳波动做出反应,并在二氧化碳水平超出对人类健康和生产力的建议范围500 - 1000ppm时发出警报。8个bscs的自我维持配置-一个用于传感,另一个用于发电-确保在没有外部电源的情况下连续运行。集成的能量收集板有效地管理微控制器和实时数据可视化显示系统的功率分配,阵列的功率可达400 μW。此外,机器学习模型解释BSC输出,以准确量化二氧化碳水平,增强传感器的自适应性能。
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引用次数: 0
Soft Phononic Crystal with Tunable Bandgap Through Pneumatic Actuation 通过气动致动实现带隙可调的软声波晶体
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-19 DOI: 10.1002/adem.202401913
Cheng Yi, Xiaohua Liu, Can Xiao, Jian Liu, Ning Chen

Pneumatic manipulation has the advantages of low cost, lightweight design, fast response, and ease of integration. However, its application in the field of phononic crystals remains limited. Inspired by pneumatic soft robots, this article proposes a pneumatic soft phononic crystal arranged in a square lattice, incorporating four pneumatic actuators within the scatterer. By manipulating air pressure, the bandgap can be effectively opened and closed. The finite element analysis is employed to examine the deformation and bandgaps of the pneumatic soft phononic crystal under varying air pressures. Moreover, the effect of the scatterer's rotation angle on the bandgap evolution in the phononic crystal is parametrically investigated. The results show that varying both the volume and the rotation angle of the scatterer can achieve bandgap opening, closing, and tuning. The proposed phononic crystal presents obvious practical applications and provides important insights for the design of soft-tunable acoustic devices.

气动操纵具有成本低、设计轻便、响应快、易于集成等优点。然而,它在声子晶体领域的应用仍然有限。受气动软机器人的启发,本文提出了一种方形点阵的气动软声子晶体,散射体内包含四个气动致动器。通过控制气压,可以有效地打开和关闭带隙。采用有限元方法研究了气动软声子晶体在不同气压下的变形和带隙。此外,还参数化地研究了散射体旋转角度对声子晶体带隙演化的影响。结果表明,改变散射体的体积和旋转角度可以实现带隙的打开、关闭和调谐。所提出的声子晶体具有明显的实际应用价值,为软调谐声学器件的设计提供了重要的见解。
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引用次数: 0
Crystalline Carbon Deposition on Piston Ring Substrates and Its Effects on Tribological Characteristics, Engine Performance, and Emissions 活塞环衬底上的结晶碳沉积及其对摩擦学特性、发动机性能和排放的影响
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-19 DOI: 10.1002/adem.202401754
Mehmet Esen, Ali Can Yilmaz

Electron cyclotron resonance-chemical vapor carbon deposition technique was altered via incorporation of nitrogen gas in the methane (CH4)-based plasma, thermal annealing of the substrates, and Arduino-controlled sample rotating mechanism to bombard the contact surface of the piston ring samples. By placing the substrates very close to the plasma gun, various carbon-based structures including graphene oxide, nanodiamond, and reduced graphene oxide were successfully deposited. The formed structures were characterized via scanning electron microscopy, atomic force microscopy, Raman spectroscopy, X-ray diffraction, and energy dispersive X-ray. Related tribological analyses such as surface hardness-roughness, coefficient of friction (COF), and wear rate were also carried out on the coated surfaces. The morphology and chemical composition of the worn surfaces were observed via SEM and EDX. The coated samples were installed in a small spark-ignition engine to determine the effect of coating on brake power (Pe), specific energy consumption (β), carbon monoxide (CO), and unburned hydrocarbon (UHC) emissions. Very promising results of 14% increase in surface hardness, 11% reduction in β, 15% enhancement in Pe, 50% decrease in COF, 12.5% and 9% improvements in CO, and UHC emissions were obtained.

通过在甲烷(CH4)基等离子体中加入氮气,对衬底进行热处理,利用arduino控制的样品旋转机构轰击活塞环样品的接触面,改变了电子回旋共振-化学气相积碳技术。通过将衬底放置在离等离子枪非常近的地方,可以成功沉积各种碳基结构,包括氧化石墨烯、纳米金刚石和还原氧化石墨烯。通过扫描电子显微镜、原子力显微镜、拉曼光谱、x射线衍射和能量色散x射线对形成的结构进行了表征。对涂层表面进行了相关的摩擦学分析,如表面硬度-粗糙度、摩擦系数(COF)和磨损率。通过SEM和EDX观察了磨损表面的形貌和化学成分。将涂层后的样品置于小型火花点火发动机中,测定涂层对制动功率(Pe)、比能耗(β)、一氧化碳(CO)和未燃烧碳氢化合物(UHC)排放的影响。结果表明:表面硬度提高14%,β降低11%,Pe提高15%,COF降低50%,CO和UHC排放分别提高12.5%和9%。
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引用次数: 0
Studies of SiC-Filled Al6061 Metal Matrix Composite Optical, Mechanical, Tribological, and Corrosion Behavior with Strengthening Mechanisms sic填充Al6061金属基复合材料光学、力学、摩擦学和腐蚀行为及其强化机制的研究
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-19 DOI: 10.1002/adem.202401997
Subrahmanya Ranga Viswanath Mantha, Gonal Basavaraja Veeresh Kumar, Ramakrishna Pramod, Chilakalapalli Surya Prakasha Rao

The objective of the current study is to produce metal matrix composites (MMCs) using ultrasonic-assisted stir casting and Al6061 alloy reinforced with silicon carbide (SiC) microparticle reinforcement in weight percentages of 0, 2, 4, and 6. The microstructural alterations of Al6061–SiC composites are investigated using a scanning electron microscope (SEM) equipped with an energy-dispersive X-ray (EDAX). By adding more nucleation sites for the formation of smaller grains, SiC reinforcement of the Al6061 matrix encourages grain refining. The SiC addition significantly changes the microstructure of Al6061 composites, enhancing their mechanical qualities. In addition to increasing density by 0.6%, hardness by 33%, and tensile strength by 33%. The increased SiC content dramatically decreases elongation by 42%. The strength of Al6061–SiC MMCs is predicted using several strengthening mechanism concepts as part of the continuing investigation. For Al6061–SiC composites, the strengthening contribution from thermal mismatch is more significant than that from Orowan strengthening, Hall–Petch mechanism, and load transmitting effect. Grain refinement interactions, load transmission mechanisms, and the strengthening effects of CTE differences and dislocations between matrix and reinforcement particles are studied. The composite with 6-weight percent SiC reinforcement performs better in dry sliding wear and corrosion resistance.

本研究的目的是利用超声辅助搅拌铸造和Al6061合金制备金属基复合材料(MMCs),并用重量百分比为0、2、4和6的碳化硅(SiC)微粒增强。利用能量色散x射线扫描电镜(SEM)研究了Al6061-SiC复合材料的微观结构变化。通过添加更多的形核位置形成更小的晶粒,SiC增强Al6061基体促进晶粒细化。SiC的加入显著改变了Al6061复合材料的显微组织,提高了复合材料的力学性能。除使密度提高0.6%外,硬度提高33%,抗拉强度提高33%。SiC含量的增加使延伸率显著降低42%。利用几种强化机制概念预测了Al6061-SiC mmc的强度,作为继续研究的一部分。对于Al6061-SiC复合材料,热失配对增强的贡献大于Orowan强化、Hall-Petch机制和载荷传递效应。研究了CTE的晶粒细化相互作用、载荷传递机制以及基体和增强颗粒之间的差异和位错对强化效果的影响。掺6% SiC的复合材料具有较好的干滑动磨损和耐腐蚀性能。
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引用次数: 0
A New Method for Creating Structured High-Performance Current Collectors for Electrochemical Applications 一种用于电化学应用的结构高性能集流器的新方法
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-18 DOI: 10.1002/adem.202401827
Eric A. Krall, Jesus Rivera, Marrisa Wood, Alexandra E. Overland, Raiyan A. Seede, Connor J. Rietema, Maira R. Cerón, Steven A. Hawks

A significant challenge in many electrochemical systems is finding a stable, high-performing current collector material that is mechanically robust, adaptable in form factor, and free of precious metals. Titanium electrodes are robust in many of these regards but exhibit poor charge transfer performance due to self-passivation. Herein, a new materials processing paradigm based on the titanium/titanium nitride (Ti/TiN) system which allows for robust, stable, and low-resistance current collectors of arbitrary form factor is presented. Specifically, a gas-nitriding process for 3D-printed titanium electrodes that results in a 20-fold improvement of charge transfer characteristics relative to the untreated material is outlined. The ability to utilize 3D-structured current collectors with a net 40-fold improvement in performance over nonstructured electrodes is further demonstrated. This novel approach to creating electrochemical current collectors requires minimal laboratory resources and can be widely adapted for a variety of applications, including desalination, electrolysis, energy storage, and basic research. The work described herein provides both a means for accelerating research and opens the door to hierarchical tuneability for enhanced performance.

在许多电化学系统中,一个重要的挑战是找到一种稳定、高性能的集流材料,这种材料必须具有机械强度、形状因素适应性强、不含贵金属。钛电极在许多这些方面是稳健的,但由于自钝化表现出较差的电荷转移性能。本文提出了一种基于钛/氮化钛(Ti/TiN)系统的新型材料加工范式,该范式允许任意形状因子的鲁棒,稳定和低电阻集流器。具体来说,概述了3d打印钛电极的气体氮化工艺,相对于未经处理的材料,其电荷转移特性提高了20倍。进一步证明了利用3d结构集热器的能力,其性能比非结构电极提高了40倍。这种创造电化学集流器的新方法需要最少的实验室资源,并且可以广泛适用于各种应用,包括海水淡化、电解、能量储存和基础研究。本文描述的工作提供了一种加速研究的方法,并为提高性能的分层可调性打开了大门。
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引用次数: 0
Study on Effects of Pulsed Current Treatment on Ultrasonic Welded Joint of Al5052-H32 Alloy 脉冲电流处理对 Al5052-H32 合金超声波焊接接头影响的研究
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-18 DOI: 10.1002/adem.202401104
Mingming Ren, Yongfang Li, Hao Chen, Sha Xu, Ruoping Zhang, Yali Yang

The effect of pulse current on the mechanical properties of ultrasonic welded joints of 5052-H32 aluminum alloy (Al5052-H32) plate with a thickness of 2 mm is investigated experimentally. First, ultrasonic lap welding is performed to prepare the welded joint. Then, the pulsed current with different current densities and durations is applied to the welded joint. The impact of pulsed current on the properties of the welded joints is evaluated through tensile lap shear testing, observation using a metallographic microscope, and hardness testing. In the results, it is indicated that the tensile lap shear strength, elongation, and hardness of the welded joints can be improved by applying pulsed current properly. However, excessive input of electrical energy can lead to a decrease in the mechanical properties of the welded joints. Compared to the joint without pulse current treatment, the microstructure shows significant healing of the weld seam under the action of pulsed current. The feasibility of enhancing the mechanical performance of ultrasonically welded joints through the utilization of pulsed current is highlighted by these findings.

实验研究了脉冲电流对厚度为 2 毫米的 5052-H32 铝合金(Al5052-H32)板超声波焊接接头机械性能的影响。首先,进行超声波搭接焊以制备焊点。然后,向焊点施加不同电流密度和持续时间的脉冲电流。通过拉伸搭接剪切测试、金相显微镜观察和硬度测试,评估了脉冲电流对焊点性能的影响。结果表明,适当应用脉冲电流可以提高焊接接头的拉伸搭接剪切强度、伸长率和硬度。然而,过多的电能输入会导致焊点机械性能下降。与未经过脉冲电流处理的焊点相比,在脉冲电流的作用下,焊缝的微观结构出现了明显的愈合。这些发现凸显了利用脉冲电流提高超声波焊接接头机械性能的可行性。
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引用次数: 0
Effect of Particle Morphology and Added Gallium on Reactivity of Aluminum Powders 颗粒形态及添加镓对铝粉反应性的影响
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-18 DOI: 10.1002/adem.202401757
Purvam Mehulkumar Gandhi, Mirko Schoenitz, Edward L. Dreizin

Micron-sized powders of neat aluminum and aluminum combined with 5 wt% gallium are prepared as flakes and spherical composites by emulsion-assisted milling. Such powders are of interest as high-energy-density fuel additives to solid propellants, explosives, and pyrotechnics. Added gallium does not affect the size or shape of the prepared composites; it also does not change appreciably the oxidation kinetics of the prepared powders. All milled powders ignite readily when coated on an electrically heated filament, unlike the starting aluminum powder. Powders with added gallium ignite at slightly lower temperatures when heated rapidly. The liquid metal embrittlement effect due to added gallium might have caused a smaller microstrain in the refined, milled powders. However, it does not affect the oxidation. Instead, it is proposed that added gallium alters the natural amorphous alumina film, affecting its transition to a crystalline γ-phase during rapid heating, and thus affecting the powder ignition.

采用乳剂辅助铣削法制备了微米级纯铝粉和掺5%镓的铝粉片状和球形复合材料。这种粉末可作为固体推进剂、炸药和烟火的高能量密度燃料添加剂。所添加的镓不影响所制备的复合材料的尺寸或形状;它也不会明显改变所制备粉末的氧化动力学。所有研磨过的粉末在涂上电加热的灯丝时都很容易点燃,这与开始使用的铝粉不同。添加了镓的粉末在快速加热时温度稍低。由于添加镓而产生的液态金属脆化效应可能使精炼后的磨粉产生较小的微应变。但不影响氧化。相反,有人提出,添加镓改变了天然非晶氧化铝膜,影响其在快速加热过程中向结晶γ相转变,从而影响粉末的点火。
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引用次数: 0
Investigation of the Effect of Reprocessing on Thermal and Mechanical Properties of Polymers and Polymer Nanocomposites
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-16 DOI: 10.1002/adem.202401260
S. A. Vimukthi Dananjaya, Claudio Fortichiari, Yasith S. Perera, Chamila H. Dasanayaka, Chamil Abeykoon

This study explored the impact of multiple reprocessing cycles on the thermomechanical properties of polystyrene (PS) and low-density polyethylene (LDPE), simulated through reprocessing with a twin-screw extruder. Additionally, it compared the thermal and mechanical properties of graphene nanoplatelets (1% w/w) reinforced polypropylene (PP-GNP) nanocomposites with PP. The materials undergo seven consecutive extrusion cycles at varying screw speeds (100 and 150 rpm) and temperatures (180 and 200 °C). Increasing the screw speed from 100 to 150 rpm raised LDPE's screw torque by about 40% at the first reprocessing cycle. Processing PS at 200 °C reduced screw torque by ≈20% compared to 180 °C at 1–5 reprocessing cycles. Both torque and power decrease for PP and PP-GNP with each reprocessing cycle. LDPE's tensile modulus decreases with more cycles at 200 °C, while PS shows no consistent variation. PP's tensile modulus and ultimate tensile strength drop by 24% and 12%, respectively, from the first to the fifth cycle, while PP-GNP exhibits no consistent variation. Differential scanning calorimetry shows no clear change in LDPE's melting point, but an increase in PP and PP-GNP's melting points up to the fifth cycle. This research provides crucial insights to advance the recycling of polymers reducing environmental impact.

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引用次数: 0
Corrosion and Discharge Behavior of As-Rolled AZ91 Magnesium Alloy after Electro-Pulsing Treatment 电脉冲处理后AZ91镁合金轧制态的腐蚀与放电行为
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-15 DOI: 10.1002/adem.202402026
Zhiquan Huang, Yu Guo, Renyao Huang, Wenquan Niu, Jinchao Zou, Xiangyu Gao

In this article, a systematic investigation into the corrosion and discharge behaviors of as-rolled a represents aluminum, Z represents zinc, 9 and 1 represent their respective contents of 9% and 1% in the alloy (AZ91) magnesium alloy after electro pulsing treatment (EPT), considering rolling deformations of 0% (as-cast AZ91 magnesium alloy), 20%, 30%, and 40%, is presented. In this investigation, immersion weight loss tests, electrochemical tests, and other experimental methods are employed. In the results, it is revealed that the content of the β-Mg17Al12 phase gradually decreases with increasing rolling deformation after EPT. Notably, the highest content of β-Mg17Al12 phase and the most outstanding corrosion resistance are achieved with as-cast AZ91 magnesium alloy. Furthermore, at low current densities (5 and 10 mA cm−2), the 30% rolling deformation exhibits superior discharge activity, while the discharge activity of the 40% rolling deformation is most excellent at high current densities (40 and 50 mA cm−2). The microstructure observations support these findings, highlighting the close relationship between the corrosion resistance and discharge activity of as-rolled AZ91 magnesium alloy after EPT, and the content of the β-Mg17Al12 phase and the area of high-energy grain boundaries.

本文系统研究了电脉冲处理(EPT)后合金(AZ91)镁合金在轧制变形为0%(铸态AZ91镁合金)、20%、30%和40%的情况下,轧制状态下a代表铝,Z代表锌,9和1分别代表其含量为9%和1%的合金(AZ91镁合金)的腐蚀和放电行为。本研究采用了浸没失重试验、电化学试验等实验方法。结果表明,经EPT处理后,随着轧制变形量的增加,β-Mg17Al12相的含量逐渐降低。值得注意的是,铸态AZ91镁合金的β-Mg17Al12相含量最高,耐蚀性最突出。此外,在低电流密度(5和10 mA cm−2)下,30%轧制变形表现出优异的放电活性,而在高电流密度(40和50 mA cm−2)下,40%轧制变形表现出最优异的放电活性。显微组织观察支持了上述发现,强调了EPT处理后AZ91镁合金轧制态的耐蚀性和放电活性与β-Mg17Al12相含量和高能晶界面积密切相关。
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引用次数: 0
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Advanced Engineering Materials
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