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Magnetic field sensing bolstered by deep learning on scattering images from random and conventional laser illumination 基于随机和传统激光照明散射图像的深度学习支持的磁场传感
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-04-01 Epub Date: 2026-01-14 DOI: 10.1016/j.sna.2026.117472
Emanuel P. Santos , Wenyu Du , Edwin D. Coronel , Alyson J.A. Carvalho , Zhijia Hu , Ernesto P. Raposo , Anderson S.L. Gomes
We propose and demonstrate a magnetic field sensing approach using a deep learning technique applied to light scattering images. A multi-headed convolutional neural network is trained to predict magnetic field intensity from scattering patterns captured by a CCD camera under different scattering conditions. We employed images generated by conventional laser and random fiber laser illumination sources. The magnetic field can affect the polarization and absorption properties of the medium, besides affecting light scattering, which introduces subtle yet learnable variations in the resultant speckle images. While these variations are imperceptible to human vision, particularly in the low-field regime, the application of deep learning acts to bolster the magnetic field sensor based on scattering images, showing high accuracy in results. Shannon entropy is introduced to quantify subtle differences between distribution patterns associated with different magnetic fields. Furthermore, we demonstrate a low-cost alternative using images generated with a conventional laser pointer, which also yields high accuracy.
我们提出并演示了一种利用深度学习技术应用于光散射图像的磁场传感方法。利用CCD相机在不同散射条件下捕获的散射模式,训练多头卷积神经网络预测磁场强度。我们使用传统激光和随机光纤激光光源产生的图像。磁场除了影响光散射外,还会影响介质的极化和吸收特性,从而在产生的散斑图像中引入微妙但可学习的变化。虽然这些变化对人类视觉来说是难以察觉的,特别是在低场环境下,但深度学习的应用可以增强基于散射图像的磁场传感器,显示出较高的结果准确性。引入香农熵来量化与不同磁场相关的分布模式之间的细微差异。此外,我们展示了一种低成本的替代方案,使用传统激光笔生成的图像,也产生了很高的精度。
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引用次数: 0
Secondary coiled artificial muscle with improved load capacity and reduced energy consumption 二次卷曲人造肌肉,提高了承载能力,降低了能耗
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-04-01 Epub Date: 2026-02-02 DOI: 10.1016/j.sna.2026.117553
Jung Gi Choi , Jinyeong Choi , Gyu Hyeon Song , Changsoon Choi , Seon Jeong Kim
It is necessary to improve their operability under high loads and reduce the energy consumption required for actuation to effectively use these coiled fiber-type artificial muscles. To address these challenges, a secondary coiled artificial muscle was fabricated by plying two coiled artificial muscles. The secondary coiled artificial muscle exhibited a more compact structure than the conventional primary coiled artificial muscle, resulting in reduced energy consumption required for sufficient heating to induce actuation. The average electric power consumption for actuation was reduced from 0.97 to 0.33 W/g·K. Furthermore, the secondary coiled artificial muscle demonstrated the ability to operate under higher loads and exhibited an improved tensile stroke. The actuation performance of the secondary coiled artificial muscle was further enhanced by applying imbalanced loads across each coiled fiber during the plying process. This approach enabled simultaneous improvements in both tensile stroke and work capacity. Thus, the tensile stroke and work capacity of the secondary coiled artificial muscle, fabricated under imbalanced loading conditions, increased by 1.34 and 1.5 times, respectively, compared to those fabricated under evenly applied loads. These findings indicate that the secondary coiled artificial muscle holds considerable potential for use in various fields.
提高其在高负荷下的可操作性,降低驱动能耗,是有效利用这些卷曲纤维型人造肌肉的必要条件。为了解决这些问题,我们将两个卷曲的人造肌肉连接在一起,制成了一个二次卷曲的人造肌肉。次级卷曲人造肌肉比传统的初级卷曲人造肌肉结构更紧凑,从而减少了足够加热诱导驱动所需的能量消耗。驱动的平均电耗由0.97降至0.33 W/g·K。此外,二级卷曲人工肌肉显示出在更高负载下操作的能力,并表现出改善的拉伸行程。在缠绕过程中,通过在每个缠绕纤维上施加不平衡载荷,进一步增强了次级卷曲人工肌肉的驱动性能。这种方法可以同时提高拉伸行程和工作能力。因此,在不平衡载荷条件下制作的二次卷曲人造肌肉的拉伸行程和工作能力分别比在均匀载荷下制作的人造肌肉增加了1.34倍和1.5倍。这些发现表明,二次卷曲人工肌肉在各个领域具有相当大的应用潜力。
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引用次数: 0
Enhancing the room temperature ethanol gas sensing properties of MoS2 nanospheres by compositing with WO3 nanorods 通过与WO3纳米棒复合来提高MoS2纳米球的室温乙醇气敏性能
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-04-01 Epub Date: 2026-01-21 DOI: 10.1016/j.sna.2026.117520
Vishakha Zimba, Meghana N., Jhasaketan Nayak
Molybdenum disulphide (MoS2) occurs in two dimensional structures with large surface areas that can facilitate gas adsorptions. Gas sensing properties of MoS2 can be significantly enhanced by coupling MoS2 with metal oxide semiconductors. We have synthesized MoS2/WO3 nanocomposites by hydrothermal treatments and have utilized them for ethanol gas sensing. The morphologies and structures of MoS2/WO3 nanocomposites were studied by Field Emission Electron Microscopy (FESEM) and X-rays diffraction (XRD), respectively. Nanospheres of MoS2 embedded in a sea of WO3 nanorods were observed in the FESEM images. The XRD results confirmed that both MoS2 and WO3 had the hexagonal crystal structures. Transmission electron microscopy (TEM) was employed for microstructure study that revealed heterojunctions between MoS2 nanospheres and WO3 nanorods. The surface area of the MoS2/WO3 nanocomposite powder was measured by N2 adsorption desorption method. The chemical state analysis was performed by X-rays photoelectron spectroscopy (XPS) analysis which indicated strong interfacial electronic interaction between MoS₂ and WO₃. Ethanol gas sensing properties of MoS2/WO3 nanocomposite based sensors were investigated at room temperature. The gas sensitivity of MoS2/WO3 was more than eighty times higher than that of pristine MoS2. For ethanol gas, a maximum sensitivity of 0.37 ppm−1 was recorded with MoS2/WO3 nanocomposite based gas sensor at room temperature. The response and recovery times were 23 s and 11 s respectively and about 16 % decrease in the sensor response was recorded over a period of four weeks. Because of short response and recovery times and stability of the response, the MoS2/WO3 nanocomposite can be considered as a potential candidate for the room temperature gas sensing.
二硫化钼(MoS2)存在于具有大表面积的二维结构中,可以促进气体的吸附。将MoS2与金属氧化物半导体耦合可以显著提高MoS2的气敏性能。采用水热法合成了MoS2/WO3纳米复合材料,并将其用于乙醇气体传感。采用场发射电子显微镜(FESEM)和x射线衍射仪(XRD)研究了MoS2/WO3纳米复合材料的形貌和结构。在FESEM图像中观察到二硫化钼纳米球镶嵌在WO3纳米棒海洋中。XRD结果证实,MoS2和WO3均具有六方晶体结构。透射电子显微镜(TEM)研究了二硫化钼纳米球与WO3纳米棒之间的异质结。采用N2吸附解吸法测定了MoS2/WO3纳米复合粉体的比表面积。x射线光电子能谱(XPS)分析表明,MoS₂和WO₃之间存在很强的界面电子相互作用。研究了MoS2/WO3纳米复合材料传感器在室温下的乙醇气敏性能。MoS2/WO3的气敏性是原始MoS2的80倍以上。对于乙醇气体,室温下基于MoS2/WO3纳米复合材料的气体传感器的最大灵敏度为0.37 ppm−1。反应和恢复时间分别为23 s和11 s,在四周的时间内,传感器反应下降了约16 %。由于响应时间短,恢复时间短,响应稳定,MoS2/WO3纳米复合材料可以被认为是室温气体传感的潜在候选者。
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引用次数: 0
Engineering high-performance BiSeTe ultra-thin film on flexible FEP 柔性FEP上的工程高性能BiSeTe超薄薄膜
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-04-01 Epub Date: 2026-01-20 DOI: 10.1016/j.sna.2026.117518
G. Durak Yüzüak , E. Yüzüak
Flexible thermoelectric (TE) devices hold great promise for powering wearable electronics by harvesting the temperature difference between human skin and the environment. Conventional Bi2Te3, although efficient, suffers from rigidity and limited suitability for flexible applications, while organic alternatives typically lack sufficient TE performance. Here, we demonstrate an n-type BiSeTe thin film deposited on a flexible fluorinated ethylene propylene (FEP) substrate, incorporating a Cr buffer layer, achieving a room-temperature power factor of ∼3.9 μW.cm−1.K−2, which is within the range reported for flexible thin-film TE devices on polymer substrates. The film exhibits excellent mechanical resilience, retaining 90 % of its initial conductivity after 5000 bending cycles, and shows high thermal stability over 50 heating–cooling cycles with deviations below 1.5 %. A four-leg n-type prototype generates 10 mV and 70 nW at ΔT = 40 K, demonstrating its potential for powering low-energy wearable sensors. This work presents a scalable inorganic thin-film TE platform that effectively balances mechanical flexibility, device stability, and practical energy conversion performance for wearable and localized power generation applications.
柔性热电(TE)设备通过收集人体皮肤和环境之间的温差,为可穿戴电子设备供电,前景广阔。传统的Bi2Te3虽然效率高,但在灵活应用方面存在刚性和局限性,而有机替代品通常缺乏足够的TE性能。在这里,我们展示了一种n型BiSeTe薄膜沉积在柔性氟化乙丙烯(FEP)衬底上,包含Cr缓冲层,实现了约3.9 μW.cm−1的室温功率因数。K−2,这是报道的范围内的柔性薄膜TE器件在聚合物衬底。该薄膜表现出优异的机械回弹性,在5000次弯曲循环后保持90 %的初始导电性,并在50次加热-冷却循环中表现出高的热稳定性,偏差低于1.5 %。四腿n型原型机在ΔT = 40 K时产生10 mV和70 nW,展示了其为低能耗可穿戴传感器供电的潜力。这项工作提出了一个可扩展的无机薄膜TE平台,有效地平衡了机械灵活性、器件稳定性和实用的能量转换性能,适用于可穿戴和本地化发电应用。
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引用次数: 0
Improved GCN with zero-shot learning for rolling bearing fault diagnosis 基于零弹学习的改进GCN滚动轴承故障诊断
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-04-01 Epub Date: 2026-01-20 DOI: 10.1016/j.sna.2026.117484
Jinhua Wang , Wenbao Cao , Jie Cao , Yanhong Ma
In the complex operational environments of actual industrial machinery, fluctuating working conditions not only result in a scarcity of fault data but often leave no usable samples, which hampers the accuracy and generalizability of diagnostics. We propose a method that enhances the GCN with Zero-Shot Learning capabilities, termed GCN Zero-Shot Learning (GZSL). Initially, features of different fault types are extracted using a Deep Adaptive Convolutional Neural Network (DACNN). These features are then input into a GCN connected through residual learning. Additionally, we incorporate Label Smoothing (LS) regularization to refine the original loss function. A fault attribute learner is trained to understand the relationships among various attributes. For unknown fault classes, we transfer them to the fault attribute layer, where the attributes of the unknown faults are predicted, facilitating the diagnosis of these unknown classes.
在实际工业机械复杂的运行环境中,波动的工作条件不仅导致故障数据的稀缺,而且往往没有留下可用的样本,这阻碍了诊断的准确性和泛化性。我们提出了一种增强GCN零射击学习能力的方法,称为GCN零射击学习(GZSL)。首先,利用深度自适应卷积神经网络(Deep Adaptive Convolutional Neural Network, DACNN)提取不同类型故障的特征。然后将这些特征输入到通过残差学习连接的GCN中。此外,我们结合标签平滑(LS)正则化来改进原始损失函数。训练故障属性学习器来理解各种属性之间的关系。对于未知的故障类别,我们将其转移到故障属性层,在故障属性层中对未知故障的属性进行预测,便于这些未知类别的诊断。
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引用次数: 0
Magnetic-driven micromixer induced by oscillatory ferrofluid droplets as on-demand soft microactuators 由振荡铁磁流体液滴诱导的磁驱动微混合器作为按需软微执行器
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-04-01 Epub Date: 2026-01-09 DOI: 10.1016/j.sna.2026.117475
Amir Mohammad Haghgoo , Tina Hajihadi Naghash , Majid Ghassemi , Mohamad Ali Bijarchi , Mohammad Behshad Shafii
Using ferrofluids as smart materials in micromixers for achieving homogeneous mixing can be taken into account as a promising tool for improving the total efficiency of microfluidic platforms. A wide range of scenarios for employing the ferrofluid, as a miscible stream with reactants, have been explored to enhance mixing. However, the function of the ferrofluid as an immiscible agent in mixing is overlooked. Therefore, in this study, for the first time, the effect of oscillating a train of ferrofluid droplets as a controllable and on-demand actuator for ameliorating mass transfer in a 3D-printed micromixer is experimentally investigated. Another motivation for conducting this study is to meet the request of mixing two miscible fluids with the help of ferrofluid droplets as immiscible actuators in less contact with the biological reactant along with less impact on the final properties of the product. The movement of these magnetized droplets across to the flow direction becomes possible by a linear-moving magnet. By adjusting the influencing parameters including miscible fluids and ferrofluid flow rates, magnet movement frequency, magnet diameter, displacement amplitude, and the number of magnets the harmonic oscillations of bio-compatible ferrofluid droplets are comprehensively surveyed. The results show that by switching the magnetic system from off to on, the mixing index in the best case increases from 0.21 to 0.89. Thanks to the controllability of ferrofluid droplets, this novel idea offers an effective solution to intensify microfluidic mixing efficiency and can pave the way for other biomedicine and engineering applications.
在微混合器中使用铁磁流体作为智能材料来实现均匀混合,是提高微流控平台总效率的一种有前途的工具。铁磁流体作为一种与反应物混相的流体,已经被广泛地应用于各种场景中,以加强混合。然而,铁磁流体作为一种非混相剂在混合中的作用却被忽视了。因此,在本研究中,首次实验研究了在3d打印微混合器中振荡铁磁流体液滴作为可控按需执行器改善传质的效果。进行这项研究的另一个动机是为了满足混合两种可混相流体的要求,借助铁磁流体液滴作为不混相执行器,在与生物反应物接触较少的情况下,对产品的最终性能影响较小。这些被磁化的液滴通过线性移动的磁铁向流动方向移动成为可能。通过调整混相流体和铁磁流体流速、磁体运动频率、磁体直径、位移幅值和磁体数量等影响参数,对生物相容性铁磁流体液滴的谐波振荡进行了全面研究。结果表明,通过将磁性系统由关转通,混合指数由0.21提高到0.89。由于铁磁流体液滴的可控性,这一新颖的想法为增强微流体混合效率提供了有效的解决方案,并为其他生物医学和工程应用铺平了道路。
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引用次数: 0
A Ni/CCF@PDMS-based flexible and electromagnetic interference-shielding surface electromyography/electrooculography sensor 一种Ni/CCF@PDMS-based柔性电磁干扰屏蔽表面肌电/眼电传感器
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-04-01 Epub Date: 2026-01-28 DOI: 10.1016/j.sna.2026.117530
Lei Zhang , Xuemei Zhang , Zhuoyu Duan , Henning Müller , Manfredo Atzori
Wearable flexible sensors are crucial for biopotential signal monitoring, but their performance is often hindered by electromagnetic interference (EMI) because of the weak nature of biosignals. Developing a sensor with both stretchability and electromagnetic shielding capabilities remains an important area of research. In this study, we proposed a wearable flexible sensor with outstanding EMI shielding and dependable signal acquisition for surface electromyography (sEMG) and electrooculography (EOG) signals. The flexible sensor employed a Ni/CCF@PDMS film with stencil-printed Ag/AgCl electrodes. The composite formed a continuous conductive network, and its microstructure and dielectric loss collectively enabled a maximum EMI shielding effectiveness of 39.82 dB across the X-band. The flexible sensor also demonstrated remarkable mechanical stretchability, withstanding strains of up to 55.6 % with a corresponding tensile stress of 1.49 MPa, ensuring dependable performance under dynamic motion. The Ni/CCF@PDMS film integrated with Ag/AgCl electrodes formed a flexible sensor that reliably and effectively captured biosignals generated by arm movement, hand gestures, and eye blinks. This work offers a promising strategy for developing EMI-resistant, flexible sensors suitable for wearable bioelectronic applications.
可穿戴柔性传感器对于生物电位信号监测至关重要,但由于生物信号的微弱特性,其性能经常受到电磁干扰(EMI)的阻碍。开发具有可拉伸性和电磁屏蔽能力的传感器仍然是一个重要的研究领域。在这项研究中,我们提出了一种可穿戴的柔性传感器,具有出色的电磁干扰屏蔽和可靠的信号采集,用于表面肌电图(sEMG)和眼电图(EOG)信号。柔性传感器采用Ni/CCF@PDMS薄膜和模板印刷的Ag/AgCl电极。该复合材料形成了一个连续的导电网络,其微观结构和介电损耗共同使x波段的最大EMI屏蔽效率达到39.82 dB。柔性传感器还表现出卓越的机械拉伸性能,可承受高达55.6% %的应变,相应的拉伸应力为1.49 MPa,确保在动态运动下的可靠性能。Ni/CCF@PDMS薄膜与Ag/AgCl电极集成,形成了一个灵活的传感器,可以可靠有效地捕获由手臂运动、手势和眨眼产生的生物信号。这项工作为开发适合可穿戴生物电子应用的耐emi柔性传感器提供了一个有前途的策略。
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引用次数: 0
A pinwheel-shaped MEMS microspeaker with enhanced SPL and low harmonic distortion 一种具有增强声压级和低谐波失真的风车形MEMS微扬声器
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-04-01 Epub Date: 2026-01-21 DOI: 10.1016/j.sna.2026.117505
Rui Liu, Zeyi Wang, Yuanpeng Ma, Dong Zhang, Xiasheng Guo
Piezoelectric MEMS loudspeakers face limitations in vibration amplitude and sound pressure level (SPL), hindering their adoption in compact audio applications. This work introduces a pinwheel-shaped membrane structure that incorporates rotated cantilevers and folded spring units to enhance acoustic output without increasing the device footprint. Through finite element analysis, the optimized design achieved a 23% improvement in membrane displacement compared to a conventional architecture. Lumped-element modeling predicted an SPL enhancement of up to 10dB in the frequency range from 100Hz to 8kHz. Experimental results validated these predictions, with the fabricated device producing over 80dB SPL under 15V drive and maintaining total harmonic distortion (THD) below 1% at 1kHz and 94dB SPL. Furthermore, the influence of DC bias on nonlinear distortion was systematically investigated. Results showed that a moderate DC bias effectively suppressed second-order harmonic distortion, while low-voltage AC-driven operation also maintained low THD, aided by the built-in polarization of the PZT film. The proposed design offers a structurally robust and high-performance solution for piezoelectric MEMS loudspeakers, demonstrating significant potential for energy-efficient micro-acoustic systems in next-generation portable devices.
压电式MEMS扬声器在振动幅度和声压级(SPL)方面受到限制,阻碍了其在紧凑型音频应用中的应用。这项工作引入了一个风车形的膜结构,它结合了旋转悬臂和折叠弹簧单元,以增强声学输出,而不增加设备的占地面积。通过有限元分析,与传统结构相比,优化设计的膜位移提高了23%。集总元建模预测,在100Hz至8kHz的频率范围内,声压级增强高达10dB。实验结果验证了这些预测,在15V驱动下制造的器件产生超过80dB SPL,并且在1kHz和94dB SPL下保持总谐波失真(THD)低于1%。此外,系统地研究了直流偏置对非线性畸变的影响。结果表明,适度的直流偏压可以有效地抑制二阶谐波畸变,而低压交流驱动的工作也保持了低THD,这得益于PZT薄膜的内置极化。提出的设计为压电MEMS扬声器提供了结构坚固且高性能的解决方案,展示了下一代便携式设备中节能微声系统的巨大潜力。
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引用次数: 0
Quasi-static and transient signal monitoring based on lithium niobate piezoelectric pressure sensor 基于铌酸锂压电压力传感器的准静态和瞬态信号监测
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-04-01 Epub Date: 2026-02-05 DOI: 10.1016/j.sna.2026.117567
Feiyu Pan, Zihan Wang, Haoran Wei, Xiaojun Qiao, Wenping Geng, Xiujian Chou
Conventional piezoelectric pressure sensors often face performance trade-offs between sensitivity and wide range in practical applications, and exhibit large limitations in quasi-static and strong shock environments. Issues such as charge leakage and unstable polarization further limit their performance in long-duration monitoring. This study presents a lithium niobate–based piezoelectric pressure sensor featuring a coaxial, fully sealed structure with two axially aligned single crystals, enabling mechanical balance and enhanced signal reliability. The sensor was tested under various pressure conditions, including low (5–55 N), high (1–7 kN), quasi-static loading, and explosive shock environments. It achieved sensitivities of 12.6 pC/N(4013 pC/MPa) and 103.02 pC/N(32815 pC/MPa) in the respective ranges, with linearity coefficients above 0.996. Under a 5 kN quasistatic load, the charge decay was only 4.1 % over 25 min. The sensor demonstrated a response speed of up to 4 μs in the surge tube test, and realized a fast response of as fast as 2.6 μs under the TNT explosion shock wave, which verified its high dynamic adaptability and application feasibility in the field of explosion monitoring. The sensor effectively addresses key limitations of conventional devices by offering wide-range adaptability, quasi-static reliability, and microsecond-level response, making it highly suitable for aerospace applications, explosion impact monitoring, and other demanding industrial scenarios.
传统的压电式压力传感器在实际应用中往往面临灵敏度和宽量程之间的性能权衡,在准静态和强冲击环境中表现出很大的局限性。电荷泄漏和不稳定极化等问题进一步限制了它们在长时间监测中的性能。本研究提出了一种基于铌酸锂的压电压力传感器,该传感器具有同轴,全密封结构,具有两个轴向排列的单晶,可实现机械平衡并增强信号可靠性。该传感器在各种压力条件下进行了测试,包括低压力(5-55 N)、高压力(1-7 kN)、准静态加载和爆炸冲击环境。灵敏度分别为12.6 pC/N(4013 pC/MPa)和103.02 pC/N(32815 pC/MPa),线性系数均在0.996以上。在5 kN准静态载荷下,25 min内电荷衰减率仅为4.1 %。该传感器在浪涌管试验中的响应速度可达4 μs,在TNT爆炸冲击波下的响应速度可达2.6 μs,验证了其在爆炸监测领域的高动态适应性和应用可行性。该传感器通过提供大范围适应性、准静态可靠性和微秒级响应,有效地解决了传统设备的关键限制,使其非常适合航空航天应用、爆炸冲击监测和其他苛刻的工业场景。
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引用次数: 0
Multifunctional PVDF composites with MXene nanosheets and SAP particles for sensors 多功能PVDF复合材料与MXene纳米片和SAP颗粒传感器
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-01 Epub Date: 2025-12-31 DOI: 10.1016/j.sna.2025.117443
Xiang Li , Wentong Lu , Jincheng Wang , Jiaming Chen , Long Li , Hao Tian , Peilong Zhou , Hua Zhang
This study introduces a novel multifunctional composite material composed of polyvinylidene difluoride (PVDF) fiber mats, MXene nanosheets, and superabsorbent polymer (SAP) particles, aimed at addressing limitations in traditional piezoelectric materials such as low strength and poor multifunctionality. The PVDF fiber mats were fabricated via electrospinning, with MXene nanosheets uniformly deposited on their surface through a filtration process. SAP particles were subsequently incorporated to enhance moisture absorption, functional diversity, and mechanical performance. Comprehensive characterization revealed the successful integration of MXene and SAP, achieving uniform distribution and synergy at the microstructural level. The composite exhibited excellent piezoelectric properties (4–6 V) and mechanical stability (The sample can withstand thousands of cyclic compressions with good stability within a few hundred kPa), maintaining a linear response to pressure under both dry and water-absorbed conditions. Finite element analysis (FEA) and various application tests demonstrated the material’s ability to detect a wide range of external pressures, from subtle touches to high-pressure impacts, highlighting its potential for use in flexible sensors, electronic skin, and dynamic monitoring systems. The study underscores the importance of structural optimization in enhancing piezoelectric performance and environmental adaptability. Future research could explore long-term stability and further optimization of material composition to support broader applications in wearable devices, energy harvesting, and intelligent sensing technologies.
本研究介绍了一种由聚偏二氟乙烯(PVDF)纤维垫、MXene纳米片和高吸水性聚合物(SAP)颗粒组成的新型多功能复合材料,旨在解决传统压电材料强度低、多功能性差的局限性。采用静电纺丝法制备了聚偏氟乙烯(PVDF)纤维垫,并通过过滤工艺将MXene纳米片均匀沉积在其表面。随后加入SAP颗粒以增强吸湿性、功能多样性和机械性能。综合表征表明MXene和SAP成功集成,在微观结构水平上实现均匀分布和协同。该复合材料具有优异的压电性能(4-6 V)和机械稳定性(样品可以承受数千次循环压缩,稳定性在几百kPa以内),在干燥和吸水条件下都保持对压力的线性响应。有限元分析(FEA)和各种应用测试表明,该材料能够检测各种外部压力,从细微的触摸到高压冲击,突出了其在柔性传感器、电子皮肤和动态监测系统中的应用潜力。该研究强调了结构优化对提高压电性能和环境适应性的重要性。未来的研究可以探索材料成分的长期稳定性和进一步优化,以支持在可穿戴设备、能量收集和智能传感技术中的更广泛应用。
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Sensors and Actuators A-physical
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