Nano-Micro Letters最新文献

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Multifunctional Asymmetric Bilayer Aerogels for Highly Efficient Electromagnetic Interference Shielding with Ultrahigh Electromagnetic Wave Absorption. 多功能不对称双层气凝胶用于超高电磁波吸收的高效电磁干扰屏蔽。
IF 26.6 1区 材料科学
Nano-Micro Letters Pub Date : 2025-06-12 DOI: 10.1007/s40820-025-01800-6
Cheng-Zhang Qi, Peng Min, Xinfeng Zhou, Meng Jin, Xia Sun, Jianjun Wu, Yanjun Liu, Hao-Bin Zhang, Zhong-Zhen Yu
{"title":"Multifunctional Asymmetric Bilayer Aerogels for Highly Efficient Electromagnetic Interference Shielding with Ultrahigh Electromagnetic Wave Absorption.","authors":"Cheng-Zhang Qi, Peng Min, Xinfeng Zhou, Meng Jin, Xia Sun, Jianjun Wu, Yanjun Liu, Hao-Bin Zhang, Zhong-Zhen Yu","doi":"10.1007/s40820-025-01800-6","DOIUrl":"10.1007/s40820-025-01800-6","url":null,"abstract":"<p><p>Although multifunctional electromagnetic interference (EMI) shielding materials with ultrahigh electromagnetic wave absorption are highly required to solve increasingly serious electromagnetic radiation and pollution and meet multi-scenario applications, EMI shielding materials usually cause a lot of reflection and have a single function. To realize the broadband absorption-dominated EMI shielding via absorption-reflection-reabsorption mechanisms and the interference cancelation effect, multifunctional asymmetric bilayer aerogels are designed by sequential printing of a MXene-graphene oxide (MG) layer with a MG emulsion ink and a conductive MXene layer with a MXene ink and subsequent freeze-drying for generating and solidifying numerous pores in the aerogels. The top MG layer of the asymmetric bilayer aerogel optimizes impedance matching and achieves re-absorption, while the bottom MXene layer enhances the reflection of the incident electromagnetic waves. As a result, the asymmetric bilayer aerogel achieves an average absorption coefficient of 0.95 in the X-band and shows the tunable absorption ability to electromagnetic wave in the ultrawide band from 8.2 to 40 GHz. Finite element simulations substantiate the effectiveness of the asymmetric bilayer aerogel for electromagnetic wave absorption. The multifunctional bilayer aerogels exhibit hydrophobicity, thermal insulation and Joule heating capacities and are efficient in solar-thermal/electric heating, infrared stealth, and clean-up of spilled oil.</p>","PeriodicalId":714,"journal":{"name":"Nano-Micro Letters","volume":"17 1","pages":"291"},"PeriodicalIF":26.6,"publicationDate":"2025-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12162446/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144273917","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
All-Weather 3D Self-Folding Fabric for Adaptive Personal Thermoregulation. 适应个人体温调节的全天候3D自折叠织物。
IF 26.6 1区 材料科学
Nano-Micro Letters Pub Date : 2025-06-12 DOI: 10.1007/s40820-025-01812-2
Xiaohui Zhang, Yuheng Gu, Xujiang Chao, Zhaokun Wang, Shitong Wu, Jinhao Xu, Ziqi Li, Mengjiao Pan, Dahua Shou
{"title":"All-Weather 3D Self-Folding Fabric for Adaptive Personal Thermoregulation.","authors":"Xiaohui Zhang, Yuheng Gu, Xujiang Chao, Zhaokun Wang, Shitong Wu, Jinhao Xu, Ziqi Li, Mengjiao Pan, Dahua Shou","doi":"10.1007/s40820-025-01812-2","DOIUrl":"10.1007/s40820-025-01812-2","url":null,"abstract":"<p><p>In the era of global climate change, personal thermoregulation has become critical to addressing the growing demands for thermoadaptability, comfort, health, and work efficiency in dynamic environments. Here, we introduce an innovative three-dimensional (3D) self-folding knitted fabric that achieves dual thermal regulation modes through architectural reconfiguration. In the warming mode, the fabric maintains its natural 3D structure, trapping still air with extremely low thermal conductivity to provide high thermal resistance (0.06 m<sup>2</sup> K W<sup>-1</sup>), effectively minimizing heat loss. In the cooling mode, the fabric transitions to a 2D flat state via stretching, with titanium dioxide (TiO<sub>2</sub>) and polydimethylsiloxane (PDMS) coatings that enhance solar reflectivity (89.5%) and infrared emissivity (93.5%), achieving a cooling effect of 4.3 °C under sunlight. The fabric demonstrates exceptional durability and washability, enduring over 1000 folding cycles, and is manufactured using scalable and cost-effective knitting techniques. Beyond thermoregulation, it exhibits excellent breathability, sweat management, and flexibility, ensuring wear comfort and tactile feel under diverse conditions. This study presents an innovative solution for next-generation adaptive textiles, addressing the limitations of static thermal fabrics and advancing personal thermal management with wide applications for wearable technology, extreme environments, and sustainable fashion.</p>","PeriodicalId":714,"journal":{"name":"Nano-Micro Letters","volume":"17 1","pages":"290"},"PeriodicalIF":26.6,"publicationDate":"2025-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12158874/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144273914","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
Enhancement of Li+ Transport Through Intermediate Phase in High-Content Inorganic Composite Quasi-Solid-State Electrolytes. 高含量无机复合准固态电解质中间相中Li+输运的增强
IF 26.6 1区 材料科学
Nano-Micro Letters Pub Date : 2025-06-11 DOI: 10.1007/s40820-025-01774-5
Haoyang Yuan, Wenjun Lin, Changhao Tian, Mihaela Buga, Tao Huang, Aishui Yu
{"title":"Enhancement of Li<sup>+</sup> Transport Through Intermediate Phase in High-Content Inorganic Composite Quasi-Solid-State Electrolytes.","authors":"Haoyang Yuan, Wenjun Lin, Changhao Tian, Mihaela Buga, Tao Huang, Aishui Yu","doi":"10.1007/s40820-025-01774-5","DOIUrl":"10.1007/s40820-025-01774-5","url":null,"abstract":"<p><p>Quasi-solid-state electrolytes, which integrate the safety characteristics of inorganic materials, the flexibility of polymers, and the high ionic conductivity of liquid electrolytes, represent a transitional solution for high-energy-density lithium batteries. However, the mechanisms by which inorganic fillers enhance multiphase interfacial conduction remain inadequately understood. In this work, we synthesized composite quasi-solid-state electrolytes with high inorganic content to investigate interfacial phenomena and achieve enhanced electrode interface stability. Li<sub>1.3</sub>Al<sub>0.3</sub>Ti<sub>1.7</sub>(PO<sub>4</sub>)<sub>3</sub> particles, through surface anion anchoring, improve Li<sup>+</sup> transference numbers and facilitate partial dissociation of solvated Li<sup>+</sup> structures, resulting in superior ion transport kinetics that achieve an ionic conductivity of 0.51 mS cm<sup>-1</sup> at room temperature. The high mass fraction of inorganic components additionally promotes the formation of more stable interfacial layers, enabling lithium-symmetric cells to operate without short-circuiting for 6000 h at 0.1 mA cm<sup>-2</sup>. Furthermore, this system demonstrates exceptional stability in 5 V-class lithium metal full cells, maintaining 80.5% capacity retention over 200 cycles at 0.5C. These findings guide the role of inorganic interfaces in composite electrolytes and demonstrate their potential for advancing high-voltage lithium battery technology.</p>","PeriodicalId":714,"journal":{"name":"Nano-Micro Letters","volume":"17 1","pages":"288"},"PeriodicalIF":26.6,"publicationDate":"2025-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12158885/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144265016","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
Fibre Computer Enables More Accurate Recognition of Human Activity. 光纤计算机能更准确地识别人类活动。
IF 26.6 1区 材料科学
Nano-Micro Letters Pub Date : 2025-06-06 DOI: 10.1007/s40820-025-01809-x
Qianyi Cheng, Jianfeng Li, Qichong Zhang
{"title":"Fibre Computer Enables More Accurate Recognition of Human Activity.","authors":"Qianyi Cheng, Jianfeng Li, Qichong Zhang","doi":"10.1007/s40820-025-01809-x","DOIUrl":"10.1007/s40820-025-01809-x","url":null,"abstract":"<p><p>The advancement of fibre electronics is crucial for developing wearable smart textiles. However, traditional single-function fibres are typically limited to basic sensing and data collection capabilities, lacking effective computational and multimodal signal processing abilities, thus significantly restricting their potential in human activity recognition. Recently, Gupta et al. introduced an innovative single-fibre computer embedding eight microelectronic devices, integrating sensing, communication, and computation into a single fibre. Establishing a distributed cooperative fibre network substantially enhanced human activity recognition accuracy from 67% (single-fibre scenario) to 95%. This novel approach effectively addresses the limitations of conventional smart fibres, paving the way for multi-point sensing, edge-based inference, and real-time human-computer interactions in future intelligent textiles.</p>","PeriodicalId":714,"journal":{"name":"Nano-Micro Letters","volume":"17 1","pages":"286"},"PeriodicalIF":26.6,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12144012/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144232911","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
Artificial Intelligence Empowers Solid-State Batteries for Material Screening and Performance Evaluation. 人工智能使固态电池能够进行材料筛选和性能评估。
IF 26.6 1区 材料科学
Nano-Micro Letters Pub Date : 2025-06-06 DOI: 10.1007/s40820-025-01797-y
Sheng Wang, Jincheng Liu, Xiaopan Song, Huajian Xu, Yang Gu, Junyu Fan, Bin Sun, Linwei Yu
{"title":"Artificial Intelligence Empowers Solid-State Batteries for Material Screening and Performance Evaluation.","authors":"Sheng Wang, Jincheng Liu, Xiaopan Song, Huajian Xu, Yang Gu, Junyu Fan, Bin Sun, Linwei Yu","doi":"10.1007/s40820-025-01797-y","DOIUrl":"10.1007/s40820-025-01797-y","url":null,"abstract":"<p><p>Solid-state batteries are widely recognized as the next-generation energy storage devices with high specific energy, high safety, and high environmental adaptability. However, the research and development of solid-state batteries are resource-intensive and time-consuming due to their complex chemical environment, rendering performance prediction arduous and delaying large-scale industrialization. Artificial intelligence serves as an accelerator for solid-state battery development by enabling efficient material screening and performance prediction. This review will systematically examine how the latest progress in using machine learning (ML) algorithms can be used to mine extensive material databases and accelerate the discovery of high-performance cathode, anode, and electrolyte materials suitable for solid-state batteries. Furthermore, the use of ML technology to accurately estimate and predict key performance indicators in the solid-state battery management system will be discussed, among which are state of charge, state of health, remaining useful life, and battery capacity. Finally, we will summarize the main challenges encountered in the current research, such as data quality issues and poor code portability, and propose possible solutions and development paths. These will provide clear guidance for future research and technological reiteration.</p>","PeriodicalId":714,"journal":{"name":"Nano-Micro Letters","volume":"17 1","pages":"287"},"PeriodicalIF":26.6,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12144031/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144232910","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
Grain Boundaries Contribute to the Performance of Perovskite Solar Cells by Promoting Charge Separations. 晶界通过促进电荷分离对钙钛矿太阳能电池的性能有贡献。
IF 26.6 1区 材料科学
Nano-Micro Letters Pub Date : 2025-06-04 DOI: 10.1007/s40820-025-01795-0
Peng Xu, Pengfei Wang, Minhuan Wang, Fengke Sun, Jing Leng, Yantao Shi, Shengye Jin, Wenming Tian
{"title":"Grain Boundaries Contribute to the Performance of Perovskite Solar Cells by Promoting Charge Separations.","authors":"Peng Xu, Pengfei Wang, Minhuan Wang, Fengke Sun, Jing Leng, Yantao Shi, Shengye Jin, Wenming Tian","doi":"10.1007/s40820-025-01795-0","DOIUrl":"10.1007/s40820-025-01795-0","url":null,"abstract":"<p><p>Historically seen as a limitation, grain boundaries (GBs) within polycrystalline metal halide perovskite (MHP) films are thought to impede charge transport, adversely impacting the efficiency of perovskite solar cells (PSCs). In this study, we employ home-built confocal photoluminescence microscopy, combined with photocurrent detection modules, to directly visualize the carrier dynamics in the MHP film of PSCs under real operating conditions. Our findings suggest that GBs in high-efficiency PSCs function as carrier transport channels, where a notable enhancement in photocurrent is observed. Femtosecond transient absorption and Kelvin probe force microscopy measurements further validate the existence of a built-in electric field in the vicinity of GBs, offering additional driving force for charge separation and establishing channels for swift carrier transport along the GBs, thereby expediting subsequent charge collection processes. This study elucidates the pivotal role of GBs in operational PSCs and provides valuable insights for the fabrication of high-efficiency PSCs.</p>","PeriodicalId":714,"journal":{"name":"Nano-Micro Letters","volume":"17 1","pages":"285"},"PeriodicalIF":26.6,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12137848/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144214510","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
Mixed-Dimensional Nanowires/Nanosheet Heterojunction of GaSb/Bi2O2Se for Self-Powered Near-Infrared Photodetection and Photocommunication. GaSb/Bi2O2Se混合维纳米线/纳米片异质结用于自供电近红外光探测和光通信。
IF 26.6 1区 材料科学
Nano-Micro Letters Pub Date : 2025-06-03 DOI: 10.1007/s40820-025-01793-2
Guangcan Wang, Zixu Sa, Zeqi Zang, Pengsheng Li, Mingxu Wang, Bowen Yang, Xiaoyue Wang, Yanxue Yin, Zai-Xing Yang
{"title":"Mixed-Dimensional Nanowires/Nanosheet Heterojunction of GaSb/Bi<sub>2</sub>O<sub>2</sub>Se for Self-Powered Near-Infrared Photodetection and Photocommunication.","authors":"Guangcan Wang, Zixu Sa, Zeqi Zang, Pengsheng Li, Mingxu Wang, Bowen Yang, Xiaoyue Wang, Yanxue Yin, Zai-Xing Yang","doi":"10.1007/s40820-025-01793-2","DOIUrl":"10.1007/s40820-025-01793-2","url":null,"abstract":"<p><p>With high surface-to-volume ratio, the abundant surface states and high carrier concentration are challenging the near-infrared photodetection behaviors of narrow band gap semiconductors nanowires. In this study, the narrow band gap semiconductor of Bi<sub>2</sub>O<sub>2</sub>Se nanosheets (NSs) is adopted to construct mixed-dimensional heterojunctions with GaSb nanowires (NWs) for demonstrating the impressive self-powered NIR photodetection. Benefiting from the built-in electric field of ~ 140 meV, the as-constructed NW/NS mixed-dimensional heterojunction self-powered photodetector shows the low dark current of 0.07 pA, high I<sub>light</sub>/I<sub>dark</sub> ratio of 82 and fast response times of < 2/2 ms at room temperature. The self-powered photodetector performance can be further enhanced by fabricating the NW array/NS mixed-dimensional heterojunction by using a contact printing technique. The excellent photodetection performance promises the as-constructed NW/NS mixed-dimensional heterojunction self-powered photodetector in imaging and photocommunication.</p>","PeriodicalId":714,"journal":{"name":"Nano-Micro Letters","volume":"17 1","pages":"284"},"PeriodicalIF":26.6,"publicationDate":"2025-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12133662/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144207342","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
Synthesis Strategies and Multi-field Applications of Nanoscale High-Entropy Alloys. 纳米级高熵合金的合成策略及多领域应用。
IF 26.6 1区 材料科学
Nano-Micro Letters Pub Date : 2025-05-30 DOI: 10.1007/s40820-025-01779-0
Bin Zhang, Qingxue Mu, Ye Pei, Siyu Hu, Shuo Liu, Taolei Sun, Guanbin Gao
{"title":"Synthesis Strategies and Multi-field Applications of Nanoscale High-Entropy Alloys.","authors":"Bin Zhang, Qingxue Mu, Ye Pei, Siyu Hu, Shuo Liu, Taolei Sun, Guanbin Gao","doi":"10.1007/s40820-025-01779-0","DOIUrl":"10.1007/s40820-025-01779-0","url":null,"abstract":"<p><p>Alloying strategies have proven effective in enhancing the properties of metallic materials. However, conventional alloying strategies face significant limitations in preparing nanoscale multi-alloys and continuous optimizing surface-active sites. High-entropy alloys (HEAs) display a broader spectrum of unique properties due to their complex electron distribution and atomic-level heterogeneity arising from the stochastic mixing of multiple elements, which provides a diverse array of binding sites and almost continuous distribution of binding energies. This review aims to summarize recent research advancements in synthesis strategies and multi-field applications of nanoscale HEAs. It emphasizes several commonly employed synthesis strategies and significant challenges in synthesizing nanoscale HEAs. Finally, we present a comprehensive analysis of the advantages of HEAs for multi-field applications, emphasizing significant application trends related to nanosizing and multidimensionalization to develop more efficient nanoscale HEAs.</p>","PeriodicalId":714,"journal":{"name":"Nano-Micro Letters","volume":"17 1","pages":"283"},"PeriodicalIF":26.6,"publicationDate":"2025-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12125468/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144186214","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
Correction: Initiating Binary Metal Oxides Microcubes Electromagnetic Wave Absorber Toward Ultrabroad Absorption Bandwidth Through Interfacial and Defects Modulation. 修正:通过界面和缺陷调制引发二元金属氧化物微立方体电磁波吸收器的超远吸收带宽。
IF 26.6 1区 材料科学
Nano-Micro Letters Pub Date : 2025-05-30 DOI: 10.1007/s40820-025-01785-2
Fushan Li, Nannan Wu, Hideo Kimura, Yuan Wang, Ben Bin Xu, Ding Wang, Yifan Li, Hassan Algadi, Zhanhu Guo, Wei Du, Chuanxin Hou
{"title":"Correction: Initiating Binary Metal Oxides Microcubes Electromagnetic Wave Absorber Toward Ultrabroad Absorption Bandwidth Through Interfacial and Defects Modulation.","authors":"Fushan Li, Nannan Wu, Hideo Kimura, Yuan Wang, Ben Bin Xu, Ding Wang, Yifan Li, Hassan Algadi, Zhanhu Guo, Wei Du, Chuanxin Hou","doi":"10.1007/s40820-025-01785-2","DOIUrl":"10.1007/s40820-025-01785-2","url":null,"abstract":"","PeriodicalId":714,"journal":{"name":"Nano-Micro Letters","volume":"17 1","pages":"282"},"PeriodicalIF":26.6,"publicationDate":"2025-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12122986/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144180292","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
Machine Learning Enabled Reusable Adhesion, Entangled Network-Based Hydrogel for Long-Term, High-Fidelity EEG Recording and Attention Assessment. 机器学习支持可重复使用的粘附,基于纠缠网络的水凝胶,用于长期,高保真脑电图记录和注意力评估。
IF 26.6 1区 材料科学
Nano-Micro Letters Pub Date : 2025-05-29 DOI: 10.1007/s40820-025-01780-7
Kai Zheng, Chengcheng Zheng, Lixian Zhu, Bihai Yang, Xiaokun Jin, Su Wang, Zikai Song, Jingyu Liu, Yan Xiong, Fuze Tian, Ran Cai, Bin Hu
{"title":"Machine Learning Enabled Reusable Adhesion, Entangled Network-Based Hydrogel for Long-Term, High-Fidelity EEG Recording and Attention Assessment.","authors":"Kai Zheng, Chengcheng Zheng, Lixian Zhu, Bihai Yang, Xiaokun Jin, Su Wang, Zikai Song, Jingyu Liu, Yan Xiong, Fuze Tian, Ran Cai, Bin Hu","doi":"10.1007/s40820-025-01780-7","DOIUrl":"10.1007/s40820-025-01780-7","url":null,"abstract":"<p><p>Due to their high mechanical compliance and excellent biocompatibility, conductive hydrogels exhibit significant potential for applications in flexible electronics. However, as the demand for high sensitivity, superior mechanical properties, and strong adhesion performance continues to grow, many conventional fabrication methods remain complex and costly. Herein, we propose a simple and efficient strategy to construct an entangled network hydrogel through a liquid-metal-induced cross-linking reaction, hydrogel demonstrates outstanding properties, including exceptional stretchability (1643%), high tensile strength (366.54 kPa), toughness (350.2 kJ m<sup>-3</sup>), and relatively low mechanical hysteresis. The hydrogel exhibits long-term stable reusable adhesion (104 kPa), enabling conformal and stable adhesion to human skin. This capability allows it to effectively capture high-quality epidermal electrophysiological signals with high signal-to-noise ratio (25.2 dB) and low impedance (310 ohms). Furthermore, by integrating advanced machine learning algorithms, achieving an attention classification accuracy of 91.38%, which will significantly impact fields like education, healthcare, and artificial intelligence.</p>","PeriodicalId":714,"journal":{"name":"Nano-Micro Letters","volume":"17 1","pages":"281"},"PeriodicalIF":26.6,"publicationDate":"2025-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12122957/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144172166","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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