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Machine learning-assisted wearable sensor array for comprehensive ammonia and nitrogen dioxide detection in wide relative humidity range 机器学习辅助可穿戴传感器阵列,用于在宽相对湿度范围内全面检测氨气和二氧化氮
IF 22.7 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-04-10 DOI: 10.1002/inf2.12544
Yiwen Li, Shuai Guo, Boyi Wang, Jianguo Sun, Liupeng Zhao, Tianshuang Wang, Xu Yan, Fangmeng Liu, Peng Sun, John Wang, Swee Ching Tan, Geyu Lu

The fast booming of wearable electronics provides great opportunities for intelligent gas detection with improved healthcare of mining workers, and a variety of gas sensors have been simultaneously developed. However, these sensing systems are always limited to single gas detection and are highly susceptible to the inference of ubiquitous moisture, resulting in less accuracy in the analysis of gas compositions in real mining conditions. To address these challenges, we propose a synergistic strategy based on sensor integration and machine learning algorithms to realize precise NH3 and NO2 gas detections under real mining conditions. A wearable sensing array based on the graphene and polyaniline composite is developed to largely enhance the sensitivity and selectivity under mixed gas conditions. Further introduction of backpropagation neural network (BP-NN) and partial least squares (PLS) algorithms could improve the accuracy of gas identification and concentration prediction and settle the inference of moisture, realizing over 99% theoretical prediction level on NH3 and NO2 concentrations within a wide relative humidity range, showing great promise in real mining detection. As proof of concept, a wireless wearable bracelet, integrated with sensing arrays and machine-learning algorithms, is developed for wireless real-time warning of hazardous gases in mines under different humidity conditions.

可穿戴电子设备的快速发展为智能瓦斯检测和改善采矿工人的医疗保健提供了巨大的机遇,各种瓦斯传感器也同时被开发出来。然而,这些传感系统始终局限于单一气体检测,而且极易受到无处不在的水分的影响,导致在实际采矿条件下分析气体成分的准确性较低。为了应对这些挑战,我们提出了一种基于传感器集成和机器学习算法的协同策略,以实现在实际采矿条件下对 NH3 和 NO2 气体的精确检测。我们开发了一种基于石墨烯和聚苯胺复合材料的可穿戴传感阵列,大大提高了混合气体条件下的灵敏度和选择性。进一步引入反向传播神经网络(BP-NN)和偏最小二乘法(PLS)算法,提高了气体识别和浓度预测的准确性,并解决了湿度推断问题,在较宽的相对湿度范围内实现了超过 99% 的 NH3 和 NO2 浓度理论预测水平,在实际采矿检测中大有可为。作为概念验证,开发了一种集成了传感阵列和机器学习算法的无线可穿戴手环,用于在不同湿度条件下对矿井中的有害气体进行无线实时预警。
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引用次数: 0
Enhanced charge transport in 2D inorganic molecular crystals constructed with charge-delocalized molecules 用电荷定位分子构建的二维无机分子晶体中的增强电荷传输
IF 22.7 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-03-29 DOI: 10.1002/inf2.12538
Jie Wu, Yan Zeng, Xin Feng, Yiran Ma, Pengyu Li, Chunlei Li, Teng Liu, Shenghong Liu, Yinghe Zhao, Huiqiao Li, Lang Jiang, Yuanping Yi, Tianyou Zhai

Outstanding charge transport in molecular crystals is of great importance in modern electronics and optoelectronics. The widely adopted strategies to enhance charge transport, such as restraining intermolecular vibration, are mostly limited to organic molecules, which are nearly inoperative in 2D inorganic molecular crystals currently. In this contribution, charge transport in 2D inorganic molecular crystals is improved by integrating charge-delocalized Se8 rings as building blocks, where the delocalized electrons on Se8 rings lift the intermolecular orbitals overlap, offering efficient charge transfer channels. Besides, α-Se flakes composed of charge-delocalized Se8 rings possess small exciton binding energy. Benefitting from these, α-Se flake exhibits excellent photodetection performance with an ultrafast response rate (~5 μs) and a high detectivity of 1.08 × 1011 Jones. These findings contribute to a deeper understanding of the charge transport of 2D inorganic molecular crystals composed of electron-delocalized inorganic molecules and pave the way for their potential application in optoelectronics.

分子晶体中出色的电荷传输在现代电子学和光电子学中具有重要意义。目前广泛采用的增强电荷传输的策略,如抑制分子间振动,大多局限于有机分子,在二维无机分子晶体中几乎无法实现。在这篇论文中,二维无机分子晶体中的电荷传输是通过集成电荷致密化的 Se8 环作为构建模块来改善的,Se8 环上的致密化电子使分子间轨道重叠,从而提供了有效的电荷传输通道。此外,由电荷局域化的 Se8 环组成的α-Se 薄片具有较小的激子结合能。得益于此,α-Se薄片具有优异的光探测性能,响应速度超快(约 5 μs),探测率高达 1.08 × 1011 琼斯。这些发现有助于加深对由电子致焦无机分子组成的二维无机分子晶体电荷传输的理解,并为它们在光电子学中的潜在应用铺平了道路。
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引用次数: 0
Near-infrared emitting metal halide materials: Luminescence design and applications 近红外发光金属卤化物材料:发光设计与应用
IF 22.7 1区 材料科学 Q1 Materials Science Pub Date : 2024-03-28 DOI: 10.1002/inf2.12542
Dongjie Liu, Peipei Dang, Guodong Zhang, Hongzhou Lian, Guogang Li, Jun Lin

Near-infrared (NIR) luminescent metal halide (LMH) materials have attracted great attention in various optoelectronic applications due to their low-temperature solution-processable synthesis, abundant crystallographic/electronic structures, and unique optoelectronic properties. However, some challenges still remain in their luminescence design, performance improvement, and application assignments. This review systematically summarizes the development of NIR LMHs through classifying NIR luminescent origins into four major categories: band-edge emission, self-trapped exciton (STE) emission, ion emission, and defect-related emission. The luminescence mechanisms of different types of NIR LMHs are discussed in detail by analyzing typical examples. Reasonable strategies for designing and optimizing luminescence/optoelectronic properties of NIR LMHs are summarized, including bandgap engineering, self-trapping state engineering, chemical composition modification, energy transfer, and other auxiliary strategies such as improvement of synthesis scheme and post-processing. Furthermore, application prospects based on the optoelectronic devices are revealed, including phosphor-converted light-emitting diodes (LEDs), electroluminescent LEDs, photodetectors, solar cells, and x-ray scintillators, as well as demonstrations of some related practical applications. Finally, the existing challenges and future perspectives on the development of NIR LMH materials are critically proposed. This review aims to provide general understanding and guidance for the design of high-performance NIR LMHs materials.

近红外(NIR)发光金属卤化物(LMH)材料因其可低温溶液加工合成、丰富的晶体学/电子学结构以及独特的光电特性,在各种光电应用中备受关注。然而,在发光设计、性能改进和应用分配方面仍存在一些挑战。本综述通过将近红外发光源分为带边发射、自阱激子(STE)发射、离子发射和缺陷相关发射四大类,系统地总结了近红外 LMHs 的发展。通过分析典型实例,详细讨论了不同类型近红外 LMH 的发光机制。总结了设计和优化近红外 LMHs 发光/光电特性的合理策略,包括带隙工程、自阱态工程、化学成分改性、能量转移以及其他辅助策略,如改进合成方案和后处理。此外,还揭示了基于光电器件的应用前景,包括荧光粉转换发光二极管(LED)、电致发光 LED、光电探测器、太阳能电池和 X 射线闪烁体,以及一些相关实际应用的演示。最后,对近红外 LMH 材料发展的现有挑战和未来前景提出了批判性建议。本综述旨在为高性能近红外 LMHs 材料的设计提供一般理解和指导。
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引用次数: 0
An intelligent self-powered life jacket system integrating multiple triboelectric fiber sensors for drowning rescue 用于溺水救援的集成多个三电导纤维传感器的智能自供电救生衣系统
IF 22.7 1区 材料科学 Q1 Materials Science Pub Date : 2024-03-26 DOI: 10.1002/inf2.12534
Yiping Zhang, Chengyu Li, Chuanhui Wei, Renwei Cheng, Tianmei Lv, Junpeng Wang, Cong Zhao, Zhaoyang Wang, Fangming Li, Xiao Peng, Minyi Xu, Kai Dong

The inherent unpredictability of the maritime environment leads to low rates of survival during accidents. Life jackets serve as a crucial safety measure in underwater environments. Nonetheless, most conventional life jackets lack the capability to monitor the wearer's underwater body movements, impeding their effectiveness in rescue operations. Here, we present an intelligent self-powered life jacket system (SPLJ) composed of a wireless body area sensing network, a set of deep learning analytics, and a human condition detection platform. Six coaxial core-shell structure triboelectric fiber sensors with high sensitivity, stretchability, and flexibility are integrated into this system. Additionally, a portable integrated circuit module is incorporated into the SPLJ to facilitate real-time monitoring of the wearer's movement. Moreover, by leveraging the deep-learning-assisted data analytics and establishing a robust correlation between the wearer's movements and condition, we have developed a comprehensive system for monitoring drowning individuals, achieving an outstanding recognition accuracy of 100%. This groundbreaking work introduces a fresh approach to underwater intelligent survival devices, offering promising prospects for advancing underwater smart wearable devices in rescue operations and the development of ocean industry.

海洋环境固有的不可预测性导致事故中的存活率很低。救生衣是水下环境中至关重要的安全措施。然而,大多数传统救生衣都无法监测穿戴者在水下的身体运动,从而影响了其在救援行动中的有效性。在此,我们介绍一种智能自供电救生衣系统(SPLJ),该系统由一个无线体感网络、一套深度学习分析技术和一个人体状态检测平台组成。该系统集成了六个具有高灵敏度、可伸缩性和灵活性的同轴芯壳结构三电光纤传感器。此外,SPLJ 还集成了一个便携式集成电路模块,便于实时监测佩戴者的运动情况。此外,通过利用深度学习辅助数据分析,并在佩戴者的动作和状况之间建立稳健的相关性,我们开发出了一套用于监测溺水者的综合系统,其识别准确率高达 100%。这项开创性的工作为水下智能生存设备引入了一种全新的方法,为推进水下智能可穿戴设备在救援行动和海洋产业发展中的应用提供了广阔的前景。
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引用次数: 0
Long-term and short-term plasticity independently mimicked in highly reliable Ru-doped Ge2Sb2Te5 electronic synapses 在高度可靠的掺 Ru 的 Ge2Sb2Te5 电子突触中独立模拟长期和短期可塑性
IF 22.7 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-03-26 DOI: 10.1002/inf2.12543
Qiang Wang, Yachuan Wang, Yankun Wang, Luyue Jiang, Jinyan Zhao, Zhitang Song, Jinshun Bi, Libo Zhao, Zhuangde Jiang, Jutta Schwarzkopf, Shengli Wu, Bin Zhang, Wei Ren, Sannian Song, Gang Niu

In order to fulfill the complex cognitive behaviors in neuromorphic systems with reduced peripheral circuits, the reliable electronic synapses mimicked by single device that achieves diverse long-term and short-term plasticity are essential. Phase change random access memory (PCRAM) is of great potential for artificial synapses, which faces, however, difficulty to realize short-term plasticity due to the long-lasting resistance drift. This work reports the ruthenium-doped Ge2Sb2Te5 (RuGST) based PCRAM, demonstrating a series of synaptic behaviors of short-term potentiation, pair-pulse facilitation, long-term depression, and short-term plasticity in the same single device. The optimized RuGST electronic synapse with the high transformation temperature of hexagonal phase >380°C, the outstanding endurance >108 cycles, the low resistance drift factor of 0.092, as well as the extremely high linearity with correlation coefficients of 0.999 and 0.976 in parts of potentiation and depression. Further investigations also go insight to mechanisms of Ru doping according to thorough microstructure characterization, revealing that Ru dopant is able to enter GST lattices thus changing and stabilizing atomic arrangement of GST. This leads to the short-term plasticity realized by RuGST PCRAM. Eventually, the proposed RuGST electronic synapses performs a high accuracy of ~94.1% in a task of image recognition of CIFAR-100 database using ResNet 101. This work promotes the development of PCRAM platforms for large-scale neuromorphic systems.

为了在减少外围电路的神经形态系统中实现复杂的认知行为,必须通过单个设备模拟可靠的电子突触,以实现不同的长期和短期可塑性。相变随机存取存储器(PCRAM)是一种极具潜力的人工突触,但由于长期的电阻漂移,它很难实现短期可塑性。这项研究报告了基于钌掺杂的 Ge2Sb2Te5(RuGST)的 PCRAM,在同一个器件中展示了短期电位、对脉冲促进、长期抑制和短期可塑性等一系列突触行为。经过优化的 RuGST 电子突触具有较高的六方相转变温度(380°C)、出色的耐久性(108 次循环)、0.092 的低电阻漂移因子,以及极高的线性度(在电位和抑制部分的相关系数分别为 0.999 和 0.976)。进一步的研究还根据全面的微观结构表征深入了解了 Ru 掺杂的机制,发现 Ru 掺杂剂能够进入 GST 晶格,从而改变和稳定 GST 的原子排列。这导致 RuGST PCRAM 实现了短期可塑性。最终,在使用 ResNet 101 对 CIFAR-100 数据库进行图像识别时,所提出的 RuGST 电子突触达到了约 94.1% 的高准确率。这项工作推动了用于大规模神经形态系统的 PCRAM 平台的发展。
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引用次数: 0
Front Cover image 封面图片
IF 22.7 1区 材料科学 Q1 Materials Science Pub Date : 2024-03-25 DOI: 10.1002/inf2.12437
Ken Aldren S. Usman, Jizhen Zhang, Kevinilo P. Marquez, Mia Angela N. Judicpa, Peter A. Lynch, Annabelle Bedford, Babak Anasori, Joselito M. Razal

This review article summarizes the exciting advancements in liquid crystalline MXenes and guidance for their processing into versatile macro-architectures suitable for various applications.

这篇综述文章总结了液晶 MXenes 令人振奋的进展,以及将其加工成适用于各种应用的多功能宏观架构的指导方法。
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引用次数: 0
Back cover image 封底图片
IF 22.7 1区 材料科学 Q1 Materials Science Pub Date : 2024-03-25 DOI: 10.1002/inf2.12541
Chunmei Tang, Yao Yao, Ning Wang, Xiaohan Zhang, Fangyuan Zheng, Lei Du, Dongxiang Luo, Yoshitaka Aoki, Siyu Ye

Protonic solid oxide electrolysis cell combined with intermittent renewable energy is a promising green hydrogen production technology.

质子式固体氧化物电解池与间歇性可再生能源相结合,是一种前景广阔的绿色制氢技术。
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引用次数: 0
The mechanism of room-temperature oxidation of a HF-etched Ti3C2Tx MXene determined via environmental transmission electron microscopy and molecular dynamics 通过环境透射电子显微镜和分子动力学确定高频蚀刻 Ti3C2Tx MXene 的室温氧化机理
IF 22.7 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-03-11 DOI: 10.1002/inf2.12536
Yuying Liu, Zhihao Shi, Tingbin Liang, Dehui Zheng, Zhichao Yang, Zhen Wang, Jian Zhou, Shuangbao Wang

The oxidation chemistry of two-dimensional transition metal carbide MXenes has brought new research significance to their protection and application. However, the oxidation behavior and degradation mechanism of MXenes, in particular with time under oxygen conditions at room temperature, remain largely unexplored. Here, several experimental and theoretical techniques are used to determine a very early stage of the oxidation mechanism of HF-etched Ti3C2Tx (a major member of MXenes and Tx = surface functional groups) in an oxygen environment at room temperature. Aberration-corrected environmental transmission electron microscopy coupled with reactive molecular dynamics simulations show that the crystal plane-dependent oxidation rate of Ti3C2Tx and oxide expansion are attributed to differences in the coordination and charge of superficial Ti atoms, and the existence of the channels between neighboring MXene layers on the different crystal planes. The complementary x-ray photoelectron spectroscopy and Raman spectroscopy analyses indicate that the anatase and a tiny fraction of brookite TiO2 successively precipitate from the amorphous region of oxidized Ti3C2Tx, grow irregularly and transform to rutile TiO2. Our study reveals the early-stage structural evolution of MXenes in the presence of oxygen and facilitates further tailoring of the MXene performance employing oxidation strategy.

二维过渡金属碳化物 MXenes 的氧化化学性质为其保护和应用带来了新的研究意义。然而,二维过渡金属碳化物 MXenes 的氧化行为和降解机理,尤其是在室温下氧气条件下的氧化行为和降解机理,在很大程度上仍未得到研究。本文采用多种实验和理论技术,确定了室温下高频蚀刻 Ti3C2Tx(MXenes 的主要成员,Tx = 表面官能团)在氧气环境中氧化机制的早期阶段。像差校正环境透射电子显微镜与反应分子动力学模拟相结合的结果表明,Ti3C2Tx 的氧化速率和氧化物膨胀与晶面有关,这归因于表层 Ti 原子配位和电荷的差异,以及不同晶面上相邻 MXene 层之间通道的存在。X 射线光电子能谱和拉曼光谱的互补分析表明,锐钛矿和极小部分溪石 TiO2 从氧化 Ti3C2Tx 的无定形区相继析出,不规则生长并转变为金红石型 TiO2。我们的研究揭示了 MXene 在氧气存在下的早期结构演化,并有助于利用氧化策略进一步调整 MXene 的性能。
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引用次数: 0
Transmittance contrast-induced photocurrent: A general strategy for self-powered photodetectors based on MXene electrodes 透射对比诱导光电流:基于 MXene 电极的自供电光电探测器的一般策略
IF 22.7 1区 材料科学 Q1 Materials Science Pub Date : 2024-03-07 DOI: 10.1002/inf2.12540
Hailong Ma, Huajing Fang, Jiaqi Li, Ziqing Li, Xiaosheng Fang, Hong Wang

The regulation of carrier generation and transport by Schottky junctions enables effective optoelectronic conversion in optoelectronic devices. A simple and general strategy to spontaneously generate photocurrent is of great significance for self-powered photodetectors but is still being pursued. Here, we propose that a photocurrent can be induced at zero bias by the transmittance contrast of MXene electrodes in MXene/semiconductor Schottky junctions. Two MXene electrodes with a large transmittance contrast (84%) between the thin and thick zones were deposited on the surface of a semiconductor wafer using a simple and robust solution route. Kelvin probe force microscopy tests indicated that the photocurrent at zero bias could be attributed to asymmetric carrier generation and transport between the two Schottky junctions under illumination. As a demonstration, the MXene/GaN ultraviolet (UV) photodetector exhibits excellent performance superior to its counterpart without transmittance contrast, including high responsivity (81 mA W–1), fast response speed (less than 31 and 29 ms) and ultrahigh on/off ratio (1.33 × 106), and good UV imaging capability. Furthermore, this strategy has proven to be universal for first- to third-generation semiconductors such as Si and GaAs. These results provide a facile and cost-effective route for high-performance self-powered photodetectors and demonstrate the versatile and promising applications of MXene electrodes in optoelectronics.

通过肖特基结对载流子产生和传输的调节,可以在光电设备中实现有效的光电转换。自发产生光电流的简单通用策略对自供电光电探测器具有重要意义,但目前仍在研究之中。在此,我们提出可以通过 MXene/半导体肖特基结中 MXene 电极的透过率对比在零偏压下诱导光电流。我们采用简单而稳健的溶液路线,在半导体晶片表面沉积了两个薄区和厚区透射率对比度很大(84%)的 MXene 电极。开尔文探针力显微镜测试表明,零偏压下的光电流可归因于照明下两个肖特基结之间不对称的载流子生成和传输。作为示范,MXene/GaN 紫外线(UV)光电探测器表现出优于无透射率对比的同类产品的卓越性能,包括高响应率(81 mA W-1)、快速响应速度(小于 31 毫秒和 29 毫秒)和超高开/关比(1.33 × 106),以及良好的紫外线成像能力。此外,这种策略已被证明适用于硅和砷化镓等第一代至第三代半导体。这些成果为高性能自供电光电探测器提供了一条简便而经济的途径,并证明了 MXene 电极在光电子学中的广泛应用和广阔前景。
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引用次数: 0
Room-temperature tunable tunneling magnetoresistance in Fe3GaTe2/WSe2/Fe3GaTe2 van der Waals heterostructures Fe3GaTe2/WSe2/Fe3GaTe2范德华异质结构中的室温可调隧道磁阻
IF 22.7 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-03-07 DOI: 10.1002/inf2.12504
Haiyang Pan, Anil Kumar Singh, Chusheng Zhang, Xueqi Hu, Jiayu Shi, Liheng An, Naizhou Wang, Ruihuan Duan, Zheng Liu, Stuart S. P. Parkin, Pritam Deb, Weibo Gao

The exceptional properties of two-dimensional (2D) magnet materials present a novel approach to fabricate functional magnetic tunnel junctions (MTJ) by constructing full van der Waals (vdW) heterostructures with atomically sharp and clean interfaces. The exploration of vdW MTJ devices with high working temperature and adjustable functionalities holds great potential for advancing the application of 2D materials in magnetic sensing and data storage. Here, we report the observation of highly tunable room-temperature tunneling magnetoresistance through electronic means in a full vdW Fe3GaTe2/WSe2/Fe3GaTe2 MTJ. The spin valve effect of the MTJ can be detected even with the current below 1 nA, both at low and room temperatures, yielding a tunneling magnetoresistance (TMR) of 340% at 2 K and 50% at 300 K, respectively. Importantly, the magnitude and sign of TMR can be modulated by a DC bias current, even at room temperature, a capability that was previously unrealized in full vdW MTJs. This tunable TMR arises from the contribution of energy-dependent localized spin states in the metallic ferromagnet Fe3GaTe2 during tunnel transport when a finite electrical bias is applied. Our work offers a new perspective for designing and exploring room-temperature tunable spintronic devices based on vdW magnet heterostructures.

二维(2D)磁性材料的特殊性能为制造功能性磁隧道结(MTJ)提供了一种新方法,即通过构建具有原子级锐利和洁净界面的全范德华(vdW)异质结构来制造磁隧道结。探索具有高工作温度和可调功能的 vdW MTJ 器件,对于推动二维材料在磁传感和数据存储领域的应用具有巨大潜力。在此,我们报告了通过电子手段在全 vdW Fe3GaTe2/WSe2/Fe3GaTe2 MTJ 中观察到的高度可调的室温隧道磁阻。在低温和室温条件下,即使电流低于 1 nA,也能检测到 MTJ 的自旋阀效应,在 2 K 和 300 K 条件下隧穿磁阻(TMR)分别为 340% 和 50%。重要的是,即使在室温下,隧穿磁阻的大小和符号也可以通过直流偏置电流进行调制,而这种能力以前在全 vdW MTJ 中是无法实现的。这种可调 TMR 源自金属铁磁体 Fe3GaTe2 在隧道传输过程中施加有限电偏压时产生的能量依赖性局部自旋态。我们的工作为设计和探索基于 vdW 磁性异质结构的室温可调自旋电子器件提供了一个新的视角。
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引用次数: 0
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