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Empowering artificial muscles with intelligence: recent advancements in materials, designs, and manufacturing 赋予人工肌肉以智能:材料、设计和制造的最新进展
IF 12.2 2区 材料科学
Materials Horizons Pub Date : 2025-04-07 DOI: 10.1039/D5MH00236B
Saewoong Oh, David Chong, Yunuo Huang and Woon-Hong Yeo
{"title":"Empowering artificial muscles with intelligence: recent advancements in materials, designs, and manufacturing","authors":"Saewoong Oh, David Chong, Yunuo Huang and Woon-Hong Yeo","doi":"10.1039/D5MH00236B","DOIUrl":"https://doi.org/10.1039/D5MH00236B","url":null,"abstract":"<p >Drawing on foundational knowledge of the structure and function of biological muscles, artificial muscles have made remarkable strides over the past decade, achieving performance levels comparable to those of their natural counterparts. However, they still fall short in their lack of inherent intelligence to autonomously adapt to complex and dynamic environments. Consequently, the next frontier for artificial muscles lies in endowing them with advanced intelligence. Herein, recent works aimed at augmenting intelligence in artificial muscles are summarized, focusing on advancements in functional materials, structural designs, and manufacturing techniques. This review emphasizes memory-based intelligence, enabling artificial muscles to execute a range of pre-programmed movements and refresh stored actuation states in response to changing conditions, as well as sensory-based intelligence, which allows them to perceive and respond to environmental changes through sensory feedback. Furthermore, recent applications benefiting from intelligent artificial muscles, including adaptable robotics, biomedical devices, and wearables, are discussed. Finally, we address the remaining challenges in scalability, dynamic reprogramming, and the integration of multi-functional capabilities and discuss future perspectives of augmented intelligent artificial muscles to support further advancements in the field.</p>","PeriodicalId":87,"journal":{"name":"Materials Horizons","volume":" 9","pages":" 2764-2788"},"PeriodicalIF":12.2,"publicationDate":"2025-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.rsc.org/en/content/articlepdf/2025/mh/d5mh00236b?page=search","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143913641","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Solution-processable and photo-programmable logic gate realized by organic non-volatile floating-gate photomemory. 由有机非易失性浮栅光存储器实现的可解加工光可编程逻辑门。
IF 12.2 2区 材料科学
Materials Horizons Pub Date : 2025-04-04 DOI: 10.1039/d5mh00036j
Yu-Dao Lu, Chan-Rung Hsu, Shin-Hau Ke, Kuan-Lin Lai, Horng-Long Cheng, Yu-Wu Wang, Jung-Yao Chen
{"title":"Solution-processable and photo-programmable logic gate realized by organic non-volatile floating-gate photomemory.","authors":"Yu-Dao Lu, Chan-Rung Hsu, Shin-Hau Ke, Kuan-Lin Lai, Horng-Long Cheng, Yu-Wu Wang, Jung-Yao Chen","doi":"10.1039/d5mh00036j","DOIUrl":"https://doi.org/10.1039/d5mh00036j","url":null,"abstract":"<p><p>Programmable inverters using non-volatile floating-gate photomemories as basic building blocks instead of field-effect transistors enable the manipulation of threshold voltage by photons, providing an additional degree of freedom for applications in integrated circuits. However, the development of organic photo-controllable inverters is challenging due to issues such as solubility constraints for film stacking and the immaturity of photo-recordable devices. Notably, the development of organic non-volatile floating-gate photomemories (ONVFGPs) with n-type charge-transporting layers still lags behind that of the p-type layers due to the limited availability of suitable solution-processable charge-trapping materials and charge-transporting material pairs. Herein, photo-crosslinkable polystyrene-<i>b</i>-poly(methacrylic acid) (PS-<i>b</i>-PMAA)/5,10,15,20-tetraphenyl-21<i>H</i>,23<i>H</i>-porphine zinc (ZnTPP), which follows anti-Kasha's rule, is adopted as the charge-trapping layer for ONVFGPs. Both the second and first excited states of ZnTPP participate in photo-induced charge transfer, achieving the state-of-the-art photo-programming time of 0.1 second for ONVFGPs. The transfer curve of the derived photo-programmable inverter can be fine-tuned across a broad spectrum spanning from 405 nm to 830 nm, leading to at least six output states for the same input signal. This research confirms the possibility of integrated organic optoelectronics, opening avenues for solution-processable system-on-chip, neuromorphic computing and organic photonic integrated circuits.</p>","PeriodicalId":87,"journal":{"name":"Materials Horizons","volume":" ","pages":""},"PeriodicalIF":12.2,"publicationDate":"2025-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143778588","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MnO2-coated necklace-like CoFe@carbon nanofiber composites for superior electromagnetic wave absorption. 二氧化锰涂层项链状CoFe@carbon纳米纤维复合材料,具有优越的电磁波吸收能力。
IF 12.2 2区 材料科学
Materials Horizons Pub Date : 2025-04-03 DOI: 10.1039/d4mh01783h
Yiliang Liu, Ying Lin, Zhixin Cai, Yongzhen Ma, Hongwei Zhou, Wei Chai, Qibin Yuan, Haibo Yang
{"title":"MnO<sub>2</sub>-coated necklace-like CoFe@carbon nanofiber composites for superior electromagnetic wave absorption.","authors":"Yiliang Liu, Ying Lin, Zhixin Cai, Yongzhen Ma, Hongwei Zhou, Wei Chai, Qibin Yuan, Haibo Yang","doi":"10.1039/d4mh01783h","DOIUrl":"https://doi.org/10.1039/d4mh01783h","url":null,"abstract":"<p><p>With the rapid development of modern electronic technology, electromagnetic wave (EMW) absorption materials play a crucial role in solving the problem of electromagnetic radiation pollution. By designing unique microstructures or composite magnetic components, the EMW attenuation ability of carbon nanofibers (CNFs) can be enhanced. However, the ultra-high conductivity of CNFs leads to impedance mismatch, necessitating the introduction of components that can rapidly optimize dielectric properties for improved impedance matching. In this study, Co<sub>0.7</sub>Fe<sub>0.3</sub>@CNFs@MnO<sub>2</sub> (CFCM) was fabricated by coating MnO<sub>2</sub> nanosheets on necklace-like CoFe@carbon nanofiber composites. The coated MnO<sub>2</sub> nanosheets not only enhance the EMW attenuation ability, but also improve impedance matching. The results indicate that the minimum reflection loss of the sample is -62.7 dB, and the effective absorption bandwidth reaches 6.5 GHz. This work presents a valuable method to prepare outstanding EMW absorption materials with a necklace-like 3D network hierarchical structure.</p>","PeriodicalId":87,"journal":{"name":"Materials Horizons","volume":" ","pages":""},"PeriodicalIF":12.2,"publicationDate":"2025-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143770768","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dual organic structure-directing agents in zeolite synthesis: cooperation or competition? 沸石合成中的双有机结构导向剂:合作还是竞争?
IF 12.2 2区 材料科学
Materials Horizons Pub Date : 2025-04-03 DOI: 10.1039/d5mh00235d
Amirhossein Javdani, Juna Bae, Gleb Ivanushkin, Michiel Dusselier
{"title":"Dual organic structure-directing agents in zeolite synthesis: cooperation or competition?","authors":"Amirhossein Javdani, Juna Bae, Gleb Ivanushkin, Michiel Dusselier","doi":"10.1039/d5mh00235d","DOIUrl":"10.1039/d5mh00235d","url":null,"abstract":"<p><p>Organic structure-directing agents (OSDAs) play a vital role in the structural arrangement and compositional diversity of zeolites. The synthesis procedure and properties of zeolites can be improved through the \"dual-OSDA\" approach, which involves cooperation and/or competition of different OSDAs in the synthesis media. Two OSDAs achieving results that neither of the OSDAs can deliver on its own is referred to as the \"cooperative OSDA\" approach. In this manner, one can enhance zeolite properties by stabilizing different parts of the framework and altering the synthesis outcome, such as acidity and/or Al distribution. However, cooperation can easily be disrupted, and one of the challenges in dual-OSDA zeolite synthesis is determining the conditions under which OSDA molecules can function in harmony to affect zeolite properties and control phase selection. On the other hand, competition does not always result in negative outcomes (<i>e.g.</i>, intergrowth materials). In this review, we discussed the importance of cooperative dual-OSDA synthesis in certain cases, explained the outcomes of this approach, and described the different behaviors key to cooperative systems.</p>","PeriodicalId":87,"journal":{"name":"Materials Horizons","volume":" ","pages":""},"PeriodicalIF":12.2,"publicationDate":"2025-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11966188/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143770766","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
From synthesis to properties: expanding the horizons of machine learning in nanomaterials research. 从合成到性质:扩展机器学习在纳米材料研究中的视野。
IF 12.2 2区 材料科学
Materials Horizons Pub Date : 2025-04-03 DOI: 10.1039/d4mh01909a
Shanhui Diao, Qiong Wu, Shimei Li, Guochen Xu, Xiangling Ren, Longfei Tan, Guihua Jiang, Peng Song, Xianwei Meng
{"title":"From synthesis to properties: expanding the horizons of machine learning in nanomaterials research.","authors":"Shanhui Diao, Qiong Wu, Shimei Li, Guochen Xu, Xiangling Ren, Longfei Tan, Guihua Jiang, Peng Song, Xianwei Meng","doi":"10.1039/d4mh01909a","DOIUrl":"https://doi.org/10.1039/d4mh01909a","url":null,"abstract":"<p><p>Nanotechnology involves the manipulation of matter at dimensions ranging from 1 to 100 nanometers. Prediction of synthesis parameters, structure, properties and applications is a cascade process in nanomaterials research, each of these stages being interconnected and having a correlative influence on one another. Traditionally, the \"trial and error\" approach in nanomaterial research has several limitations, including time-consuming, laborious and resource-intensive. With the rise and vigorous development of artificial intelligence technology as the fourth paradigm of materials research, machine learning offers a significant research prospect for the accelerated new materials design, synthesis optimization and property prediction. In this review, the three key elements of machine learning including data, descriptors and machine learning methods for nanomaterial research are discussed. An overview of the applications of machine learning in nanomaterial research is provided, particularly focusing on various synthesis methods of single nanomaterials and property prediction of nanocomposites, through the framework of synthesis-structure-property-application relationships. Finally, the potential of this fast-growing field is highlighted, as well as the formidable challenges it faces.</p>","PeriodicalId":87,"journal":{"name":"Materials Horizons","volume":" ","pages":""},"PeriodicalIF":12.2,"publicationDate":"2025-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143770767","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Semiconducting and environmentally responsive melanin-doped silk nanofibers for multifunctional electronic tattoos. 用于多功能电子纹身的半导体和环境响应的黑色素掺杂丝纳米纤维。
IF 12.2 2区 材料科学
Materials Horizons Pub Date : 2025-04-03 DOI: 10.1039/d4mh01929f
Shalik Ram Joshi, Soohoon Lee, Sunghwan Kim
{"title":"Semiconducting and environmentally responsive melanin-doped silk nanofibers for multifunctional electronic tattoos.","authors":"Shalik Ram Joshi, Soohoon Lee, Sunghwan Kim","doi":"10.1039/d4mh01929f","DOIUrl":"https://doi.org/10.1039/d4mh01929f","url":null,"abstract":"<p><p>On-skin electronics are gaining attention in diagnostics and therapeutics due to their capabilities such as continuous real-time operation. Among them, ultrathin electronic tattoos (E-tattoos) offer the advantage of imperceptible operation, making them suitable for daily use. However, the insulating trait of polymeric materials used for skin adhesion and integration of electronics hinders electrical interfaces between electronics and skin. This study investigates multifunctional E-tattoos by materializing semiconducting silk nanofibers (SNFs) with the melanin dopant. Fabricated through electrospinning and subsequent melanin doping and graphene coating, ultrathin and lightweight E-tattoos exhibited mechanical flexibility, strong skin conformability, and high water-vapour transmission, ensuring long-term on-skin usability. Their use as electrocardiogram electrodes and in skin hydration monitoring with a high signal-to-noise ratio is possible due to the increased conductivity of the melanin-doped SNFs. In addition, light- and humidity-responsive conductivity of melanin enables the use of E-tattoos as a breath sensor and UV detector. The unique combination of bio-based materials and advanced fabrication processes enables seamless integration of electronic and biological systems. The graphene/melanin-doped SNF E-tattoos for bio-signal sensing applications offer an eco-friendly, skin-compatible, and multifunctional solution for next-generation biomedical research.</p>","PeriodicalId":87,"journal":{"name":"Materials Horizons","volume":" ","pages":""},"PeriodicalIF":12.2,"publicationDate":"2025-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143770769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Customizable bistable units for soft-rigid grippers enable handling of multi-feature objects via data-driven design. 可定制的双稳单元软刚性抓手通过数据驱动的设计处理多特征对象。
IF 12.2 2区 材料科学
Materials Horizons Pub Date : 2025-04-02 DOI: 10.1039/d5mh00050e
Jian He, Yaohui Wang, Hubocheng Tang, Guoquan Zhang, Ke Dong, Dong Wang, Liang Xia, Yi Xiong
{"title":"Customizable bistable units for soft-rigid grippers enable handling of multi-feature objects <i>via</i> data-driven design.","authors":"Jian He, Yaohui Wang, Hubocheng Tang, Guoquan Zhang, Ke Dong, Dong Wang, Liang Xia, Yi Xiong","doi":"10.1039/d5mh00050e","DOIUrl":"https://doi.org/10.1039/d5mh00050e","url":null,"abstract":"<p><p>Soft-rigid grippers represent a novel paradigm for grasping complex objects, combining the high deformability of soft components with the high stiffness of rigid components. Recently, bistable structures, as architected materials for engineering soft components, have attracted significant attention for their ability to enable rapid-response grasping and shape self-locking. However, challenges persist in utilizing them for handling multi-feature objects, <i>i.e.</i>, irregular-shaped, fragile, and variable-weight objects. Here, we report a class of soft-rigid grippers comprising customizable bistable units and their data-driven design framework to address these challenges. Specifically, the transition behavior of bistable units can be tailored by designing their contact blocks (CBs), enabling grasping-force control of grippers for objects with varying fragility and weight. The CB design is achieved through an inverse design framework that employs extremely randomized trees (ERT) models and differential evolution (DE) algorithms. The trained ERT model accounts for the strongly coupled nonlinearity of structural deformation, material constitutive models, and contact behaviors during transition processes, achieving a prediction accuracy of 96.4%. Additionally, the grippers offer overload protection and shape-conforming reconfiguration for irregular-shaped objects. This bistable unit design offers grippers new ways of grasping complex objects, promising superb flexibility, scalability, and efficiency in the design and operation of robot technologies.</p>","PeriodicalId":87,"journal":{"name":"Materials Horizons","volume":" ","pages":""},"PeriodicalIF":12.2,"publicationDate":"2025-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143762761","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Materials Horizons Emerging Investigator Series: Dr Xiao Liu, South China Normal University, China 材料视野新兴研究者系列:刘晓博士,华南师范大学,中国。
IF 12.2 2区 材料科学
Materials Horizons Pub Date : 2025-04-01 DOI: 10.1039/D5MH90037A
{"title":"Materials Horizons Emerging Investigator Series: Dr Xiao Liu, South China Normal University, China","authors":"","doi":"10.1039/D5MH90037A","DOIUrl":"10.1039/D5MH90037A","url":null,"abstract":"<p >Our Emerging Investigator Series features exceptional work by early-career researchers working in the field of materials science.</p>","PeriodicalId":87,"journal":{"name":"Materials Horizons","volume":" 8","pages":" 2412-2413"},"PeriodicalIF":12.2,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143750329","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A high recognition accuracy tactile sensor based on boron nitride nanosheets/epoxy composites for material identification. 基于氮化硼纳米片/环氧复合材料的高识别精度触觉传感器。
IF 12.2 2区 材料科学
Materials Horizons Pub Date : 2025-04-01 DOI: 10.1039/d4mh01779j
Shufen Wang, Mengyu Li, Hailing Xiang, Wenlong Chen, Ruping Xie, Zhixiong Lin, Konghong Hu, Ning Zhang, Chengmei Gui
{"title":"A high recognition accuracy tactile sensor based on boron nitride nanosheets/epoxy composites for material identification.","authors":"Shufen Wang, Mengyu Li, Hailing Xiang, Wenlong Chen, Ruping Xie, Zhixiong Lin, Konghong Hu, Ning Zhang, Chengmei Gui","doi":"10.1039/d4mh01779j","DOIUrl":"https://doi.org/10.1039/d4mh01779j","url":null,"abstract":"<p><p>Tactile sensors based on triboelectric nanogenerators (TENGs) showed great potential for self-driven sensing in material identification. The existing TENG devices used strongly electrophilic materials as friction layers. For test materials with electrophilicity, their output signals are weak and difficult to efficiently recognize. Here, a TENG-based sensor with boron nitride nanosheets/waterborne epoxy (BNNSs/WEP) composites as the friction layer was proposed for improving the accuracy of identifying negative charged materials. During the process of contact friction with negative charged objects, the as-fabricated TENG device displayed excellent output performance, with a maximum output voltage of 2.7 V and a charge density of 88.32 nC m<sup>-2</sup>. Combining deep machine learning and the friction electric effect, we developed a material recognition system for TENG sensors with integrated fatigue testing, data processing, and display modules. Following the training of the convolutional neural network (CNN) model with friction electrical signals generated by TENGs, the model demonstrated high accuracy in recognizing eight different materials, with a confusion matrix accuracy of 100%. Then, a sensor was developed for real-time device monitoring, with recognition accuracy of 100%, 100%, 55% and 49% for four kinds of materials. This work will further facilitate the development of a material perception system in the machine intelligence field.</p>","PeriodicalId":87,"journal":{"name":"Materials Horizons","volume":" ","pages":""},"PeriodicalIF":12.2,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143750306","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Efficient direction-independent 3D spiral fog collector. 高效的方向无关的三维螺旋雾收集器。
IF 12.2 2区 材料科学
Materials Horizons Pub Date : 2025-03-31 DOI: 10.1039/d5mh00158g
Yihang Zhang, Liubin Li, Yuxuan He, Huayang Zhang, Shanpeng Li, Zhiguang Guo
{"title":"Efficient direction-independent 3D spiral fog collector.","authors":"Yihang Zhang, Liubin Li, Yuxuan He, Huayang Zhang, Shanpeng Li, Zhiguang Guo","doi":"10.1039/d5mh00158g","DOIUrl":"https://doi.org/10.1039/d5mh00158g","url":null,"abstract":"<p><p>Inspired by the natural structures of cacti and desert beetles, a novel three-dimensional (3D) high-efficiency fog collector is proposed. This design integrates a unique macro-structural configuration with a surface wettability gradient that remains independent of the fog flow direction. The fog collector adopts an integral spiral structure, with superhydrophilic triangular protrusions uniformly distributed across its surface. Under optimized design conditions, with a folding angle of 60 degrees, the collector features 23 superhydrophilic protrusions, each measuring 2.5 × 5 mm. Under these conditions, the fog collection efficiency reaches 0.5057 g cm<sup>-2</sup> min<sup>-1</sup>. Furthermore, to assess the practical feasibility of the fog collector, a series of experiments, including sand impact and chemical resistance tests, were conducted. The experimental results show that the contact angle of the fog collector's surface remains high, indicating its excellent stability and durability. The fog collector not only uses a low-cost aluminum plate as the base material but also incorporates a simple and efficient preparation process, significantly enhancing its design feasibility and practicality. The results presented in this study offer a novel approach to designing high-efficiency fog collectors that are unaffected by the direction of fog flow.</p>","PeriodicalId":87,"journal":{"name":"Materials Horizons","volume":" ","pages":""},"PeriodicalIF":12.2,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143750307","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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