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Designing athermal disordered solids with automatic differentiation 通过自动分化设计热无序固体
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-08-01 DOI: 10.1038/s43246-024-00583-4
Mengjie Zu, Carl P. Goodrich
The ability to control forces between sub-micron-scale building blocks offers significant potential for designing new materials through self-assembly. Traditionally, this involves identifying a crystal structure with a desired property and then designing building-block interactions so that it assembles spontaneously. However, this paradigm fails for structurally disordered solids, which lack a well-defined structure. Here, we show that disordered solids can still be treated from an inverse self-assembly perspective by bypassing structure and directly targeting material properties. Using the Poisson’s ratio as a primary example, we demonstrate how differentiable programming links interaction parameters with emergent behavior, enabling iterative training to achieve the desired Poisson’s ratio. We also tune other properties, including pressure and local 8-fold structural order, and can even control multiple properties simultaneously. This robust, transferable, and scalable approach can handle a wide variety of systems and properties, demonstrating the utility of disordered solids as a practical avenue for self-assembly platforms. The bottom-up self-assembly of materials from building blocks for achieving targeted properties is typically best achieved in ordered materials. Here, the inverse self-assembly of disordered materials is demonstrated based on targeting specific material properties, such as Poisson’s ratio.
控制亚微米级构件之间作用力的能力为通过自组装设计新材料提供了巨大潜力。传统上,这需要确定具有所需特性的晶体结构,然后设计构件间的相互作用,使其自发组装。然而,对于缺乏明确结构的结构无序固体来说,这种范式是失败的。在这里,我们展示了无序固体仍然可以从反自组装的角度进行处理,绕过结构直接针对材料特性。以泊松比为例,我们展示了可变编程如何将相互作用参数与突发行为联系起来,从而通过迭代训练达到所需的泊松比。我们还可以调整其他属性,包括压力和局部 8 倍结构阶数,甚至可以同时控制多种属性。这种稳健、可转移和可扩展的方法可以处理各种各样的系统和特性,证明了无序固体作为自组装平台的实用途径的效用。
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引用次数: 0
AIPHAD, an active learning web application for visual understanding of phase diagrams AIPHAD",一个用于可视化理解相图的主动学习网络应用程序
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-31 DOI: 10.1038/s43246-024-00580-7
Ryo Tamura, Haruhiko Morito, Guillaume Deffrennes, Masanobu Naito, Yoshitaro Nose, Taichi Abe, Kei Terayama
Phase diagrams provide considerable information that is vital for materials exploration. However, the determination of multidimensional phase diagrams typically requires a significant investment of time, cost, and human resources owing to the necessity of numerous experiments or simulations. Machine learning and artificial intelligence techniques present a viable solution for expediting phase diagrams investigations. Additionally, effective visualization is critical for understanding phase diagrams. This study reports the development of AIPHAD (Artificial Intelligence technique for PHAse Diagram), an open-source web application to assist in the investigation and visual understanding of phase diagrams using active learning. AIPHAD employs PDC (Phase Diagram Construction) algorithm, which operates on the principle of uncertainty sampling in active learning. The AIPHAD application facilitates the examination of five diagram types: two-variable diagrams, three-variable diagrams, ternary sections, ternary phase diagrams, and quaternary sections. The efficacy of the application is demonstrated in the study of the Fe-Ti-Sn ternary system, where it efficiently identified the presence of the Heusler phase. The integration of machine learning tools with traditional materials science approaches showcased in this study has the potential to drive groundbreaking advancements in materials exploration and discovery. Determining multidimensional phase diagrams of complex materials requires significant experimental and computational resources. Here, an open-source web application based on active learning facilitates the visual understanding of phase diagrams without prior knowledge of the target system.
相图提供了大量对材料探索至关重要的信息。然而,由于必须进行大量实验或模拟,确定多维相图通常需要投入大量时间、成本和人力资源。机器学习和人工智能技术为加快相图研究提供了可行的解决方案。此外,有效的可视化对于理解相图至关重要。本研究报告介绍了 AIPHAD(用于 PHAse 相图的人工智能技术)的开发情况,这是一款开源网络应用程序,可通过主动学习协助相图的研究和可视化理解。AIPHAD 采用 PDC(相图构建)算法,该算法基于主动学习中的不确定性采样原理。AIPHAD 应用程序有助于研究五种图表类型:二变量图、三变量图、三元剖面图、三元相图和四元剖面图。在对 Fe-Ti-Sn 三元体系的研究中,该应用程序有效地识别了 Heusler 相的存在,证明了它的功效。本研究中展示的机器学习工具与传统材料科学方法的整合有可能推动材料探索和发现领域的突破性进展。
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引用次数: 0
Positron unveiling high mobility graphene stack interfaces in Li-ion cathodes 正电子揭示锂离子阴极中的高迁移率石墨烯堆栈界面
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-27 DOI: 10.1038/s43246-024-00561-w
Meiying Zheng, Jan Kuriplach, Ilja Makkonen, Rafael Ferragut, Vito Di Noto, Gioele Pagot, Ekaterina Laakso, Bernardo Barbiellini
Carbon-based coatings in Li-ion battery cathodes improve electron conductivity and enable rapid charging. However, the mechanism is not well understood. Here, we address this question by using positrons as non-destructive probes to investigate nano-interfaces within cathodes. We calculate the positron annihilation lifetime in a graphene stack LiCoO2 heterojunction using an ab initio method with a non-local density approximation to accurately describe the electron-positron correlation. This ideal heterostructure represents the standard carbon-based coating performed on cathode nanoparticles to improve the conduction properties of the cathode. We characterize the interface between LiCoO2 and graphene as a p-type Schottky junction and find positron surface states. The intensity of the lifetime component for these positron surface states serves as a descriptor for positive ion ultra-fast mobility. Consequently, optimizing the carbon layer by enhancing this intensity and by analogizing Li-ion adatoms on graphene layers with positrons at surfaces can improve the design of fast-charging channels. Carbon layers in Li-ion battery cathodes are important for fast charging but the underlying mechanism is still not well understood. Here, ab initio calculations of the positron annihilation lifetime in graphene stack LiCoO2 heterojunction gives insights into ultra-fast ion mobility.
锂离子电池阴极中的碳基涂层可提高电子传导性,实现快速充电。然而,人们对其机理并不十分清楚。在此,我们利用正电子作为非破坏性探针来研究阴极内的纳米界面,从而解决这一问题。我们采用非局部密度近似的 ab initio 方法计算石墨烯叠层钴酸锂异质结中的正电子湮灭寿命,以准确描述电子-正电子相关性。这种理想的异质结构代表了在阴极纳米粒子上进行的标准碳基涂层,以改善阴极的传导性能。我们将钴酸锂和石墨烯之间的界面描述为 p 型肖特基结,并发现了正电子表面态。这些正电子表面态的寿命分量强度可作为正离子超快迁移率的描述因子。因此,通过增强这种强度来优化碳层,并将石墨烯层上的锂离子原子与表面的正电子进行类比,可以改进快速充电通道的设计。
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引用次数: 0
Tracking the enzyme-response mechanism of tannic acid-embedded chitosan/γ-polyglutamic acid hydrogel 跟踪单宁酸嵌入壳聚糖/γ-聚谷氨酸水凝胶的酶反应机制
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-25 DOI: 10.1038/s43246-024-00577-2
Zhenxing Han, Mengmeng Wang, Ziwei Hu, Yu Wang, Jie Tong, Xiaofeng Zhao, Wenjin Yue, Guangjun Nie
The design of enzyme-response hydrogels has attracted increasing interest in cell therapy, biomedical research, and tissue engineering. Their rational design usually depends on the enzyme-response mechanism and have focused on behavior improvement, drug delivery, and state transition of hydrogels. However, no enzyme-response mechanism has yet been systematically investigated. Here, we construct a tunable platform of tannic acid-embedded chitosan/γ-polyglutamic acid hydrogel to study the enzyme-response mechanism. We track the roles of gallic acid hydrolyzed from tannic acid in altering the structure and properties of the hydrogel to get insights into the mechanism. The gallic acid inside the hydrogel enhances hydrogel crosslinking, increasing the mechanical properties and pH sensitivity but reducing thickness, porosity, and swelling behavior. The gallic acid outside the hydrogel increases the positive potential and superficial hydrophobicity of the hydrogel. These findings will aid the rational design of other enzyme-response hydrogels in more extensive self-adaptive fields. Understanding enzyme-response mechanisms is important for designing materials in cell therapy, biomedical research, and tissue engineering. Here, a chitosan/γ-polyglutamic acid hydrogel is designed as a platform to understand the role of gallic acid in the enzyme-response mechanism.
在细胞治疗、生物医学研究和组织工程学领域,酶反应水凝胶的设计引起了越来越多的关注。水凝胶的合理设计通常取决于酶反应机制,重点关注水凝胶的行为改善、药物输送和状态转换。然而,目前尚未对酶反应机制进行系统研究。在这里,我们构建了一个可调的单宁酸包埋壳聚糖/γ-聚谷氨酸水凝胶平台来研究酶反应机制。我们追踪了从单宁酸中水解出的没食子酸在改变水凝胶结构和性质中的作用,从而深入了解其机理。水凝胶内部的没食子酸增强了水凝胶的交联,提高了机械性能和 pH 值敏感性,但降低了厚度、孔隙率和膨胀行为。而水凝胶外部的没食子酸则会增加水凝胶的正电位和表面疏水性。这些发现将有助于在更广泛的自适应领域合理设计其他酶反应水凝胶。
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引用次数: 0
Synergistic convergence of materials and enzymes for biosensing and self-sustaining energy devices towards on-body health monitoring 材料与酶的协同融合,用于生物传感和自持能源设备,实现人体健康监测
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-24 DOI: 10.1038/s43246-024-00557-6
Suntisak Khumngern, Itthipon Jeerapan
Wearable enzyme-based biosensors enable advanced healthcare diagnostics through the monitoring of biomarkers and physiological states. The integration of materials engineering and enzyme conjugation has established the groundwork for advancements in modern analytical chemistry, poised to extend the frontiers of wearable biosensing further. Recent advancements in enzymatic biofuel cells have also enhanced devices by harnessing biofuels, such as glucose and lactate in biofluids. Importantly, biofuel cells offer the potential for self-powered biosensors. Here, we present an overview of the principles and considerations associated with engineering materials and integrating enzymes with electrodes to achieve effective wearable biosensing and self-sustaining biofuel cell-based energy systems. Furthermore, we discuss challenges encountered by enzymatic sensors and biofuel cells. Representative applications of wearable devices in healthcare settings are highlighted, along with a summary of real sample analyses, emphasizing the concentration ranges of analytes present in actual sweat samples to underscore their relevance in real-world scenarios. Finally, the discussion explores the anticipated impact of future material innovations and integrations on the development of next-generation wearable biodevices. Enzyme-based wearable biosensors offer a unique approach for biomarker detection. This Review discusses recent progress in enzymatic biosensors and biofuel cells, where biofuels self-power the device while enzymes concurrently work for biomarker detection.
基于酶的可穿戴生物传感器可通过监测生物标志物和生理状态实现先进的医疗诊断。材料工程与酶结合为现代分析化学的发展奠定了基础,有望进一步拓展可穿戴生物传感的领域。酶生物燃料电池的最新进展还通过利用生物流体中的葡萄糖和乳酸等生物燃料增强了设备的功能。重要的是,生物燃料电池为自供电生物传感器提供了潜力。在此,我们概述了与工程材料和将酶与电极集成相关的原理和注意事项,以实现有效的可穿戴生物传感和基于生物燃料电池的自我维持能源系统。此外,我们还讨论了酶传感器和生物燃料电池所遇到的挑战。我们还重点介绍了可穿戴设备在医疗保健领域的代表性应用,并总结了实际样本分析,强调了实际汗液样本中分析物的浓度范围,以突出它们在现实世界中的相关性。最后,讨论探讨了未来材料创新和集成对开发下一代可穿戴生物设备的预期影响。
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引用次数: 0
Microchannel pressure sensor for continuous and real-time wearable gait monitoring 用于连续和实时可穿戴步态监测的微通道压力传感器
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-24 DOI: 10.1038/s43246-024-00570-9
Jung-Bin Ahn, Byungseok Yoo, Darryll J. Pines, Chia-Ying Kuo, Mingyi Wang, Naga Sai Gouthami Bejjanki, Soaram Kim
A highly sensitive and multi-functional pressure sensor capable of continuous pressure readings is greatly needed, particularly for precise gait pattern analysis. Here, we fabricate a sensitive and reliable pressure sensor by employing eutectic gallium indium (EGaIn) liquid metal as the sensing material and EcoFlex 00-30 silicone as the substrate, via a low-cost process. The device architecture features a microchannel, creating two independent sensing devices, and the mechanical properties of the substrate and sensing material contribute to high stretchability and flexibility, resulting in a sensitivity of 66.07 MPa−1 and a low measurement resolution of 0.056 kPa. The sensor detects applied pressure accurately and can distinguish pressure distribution across a wide area. We demonstrate high efficiency for monitoring human walking gait at various speeds when a single sensor is attached to the foot, and can differentiate between walking postures. This device has strong potential for clinical and rehabilitation applications in gait analysis. Wearable pressure sensors can track body movements for diagnostic purposes. Here, a microchannel architecture in a flexible sensor enables comprehensive analysis of static and dynamic pressure when attached to a foot, allowing for detailed analysis of walking gait.
我们亟需一种能够连续读取压力读数的高灵敏度多功能压力传感器,尤其是用于精确的步态分析。在这里,我们采用共晶镓铟 (EGaIn) 液态金属作为传感材料,EcoFlex 00-30 硅胶作为基底,通过低成本工艺制造出了灵敏可靠的压力传感器。该器件结构具有一个微通道,可形成两个独立的传感装置,基底和传感材料的机械特性有助于实现高拉伸性和灵活性,从而使灵敏度达到 66.07 MPa-1,测量分辨率低至 0.056 kPa。该传感器能准确检测施加的压力,并能区分大范围的压力分布。我们展示了将单个传感器连接到脚部时,在不同速度下监测人类行走步态的高效率,并能区分不同的行走姿势。该设备在步态分析的临床和康复应用方面具有很大的潜力。
{"title":"Microchannel pressure sensor for continuous and real-time wearable gait monitoring","authors":"Jung-Bin Ahn, Byungseok Yoo, Darryll J. Pines, Chia-Ying Kuo, Mingyi Wang, Naga Sai Gouthami Bejjanki, Soaram Kim","doi":"10.1038/s43246-024-00570-9","DOIUrl":"10.1038/s43246-024-00570-9","url":null,"abstract":"A highly sensitive and multi-functional pressure sensor capable of continuous pressure readings is greatly needed, particularly for precise gait pattern analysis. Here, we fabricate a sensitive and reliable pressure sensor by employing eutectic gallium indium (EGaIn) liquid metal as the sensing material and EcoFlex 00-30 silicone as the substrate, via a low-cost process. The device architecture features a microchannel, creating two independent sensing devices, and the mechanical properties of the substrate and sensing material contribute to high stretchability and flexibility, resulting in a sensitivity of 66.07 MPa−1 and a low measurement resolution of 0.056 kPa. The sensor detects applied pressure accurately and can distinguish pressure distribution across a wide area. We demonstrate high efficiency for monitoring human walking gait at various speeds when a single sensor is attached to the foot, and can differentiate between walking postures. This device has strong potential for clinical and rehabilitation applications in gait analysis. Wearable pressure sensors can track body movements for diagnostic purposes. Here, a microchannel architecture in a flexible sensor enables comprehensive analysis of static and dynamic pressure when attached to a foot, allowing for detailed analysis of walking gait.","PeriodicalId":10589,"journal":{"name":"Communications Materials","volume":null,"pages":null},"PeriodicalIF":7.5,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43246-024-00570-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141781052","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Altermagnetism arising from a spontaneous electronic instability 自发电子不稳定性产生的超磁性
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-24 DOI: 10.1038/s43246-024-00581-6
Aldo Isidori
Altermagnetism is attracting great interest as a new third type of collinear magnetic order, distinct by symmetry from conventional ferromagnetism and antiferromagnetism. Now, a mechanism for an interaction-induced formation of altermagnetism in isotropic crystals is presented, based on spontaneous orbital ordering.
超磁作为第三类新的共线磁序,在对称性上有别于传统的铁磁性和反铁磁性,正引起人们的极大兴趣。现在,我们以自发轨道有序为基础,介绍了在各向同性晶体中由相互作用诱导形成的另一种磁性的机制。
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引用次数: 0
Logic and symbolism of switchable porous framework materials 可切换多孔框架材料的逻辑和象征意义
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1038/s43246-024-00565-6
Leila Abylgazina, Irena Senkovska, Stefan Kaskel
Metal-organic frameworks (MOFs) are highly porous materials composed of organic linkers and inorganic nodes. A subset of MOFs can switch between at least two structures differing significantly in porosity, offering new opportunities for application technologies. However, network topology, micromechanics of building blocks and their hinges, particle size, defects, agglomeration etc., are convoluted into the responsiveness of the system. Many factors are a consequence of the material’s history, including synthesis, desolvation, and all subsequent handling steps, leading to a complex interplay of factors difficult to express clearly by ordinary language systems, chemical or mathematical symbols without loss of intuitive understanding. Here, we propose a symbolic language for the rationalization of switchability emphasizing the history-dependent responsivity of many dynamic frameworks and their stimuli-induced phase transitions. The system follows a bivalent logic inspired by Freges “Begriffsschrift”, providing a fundamental logic structure for the rationalization of statements and representation of logic gates. Switchability of metal-organic frameworks is influenced by the complex interplay of factors that are difficult to retrace. Here, a symbolic language of switchability is proposed, providing a fundamental logic structure for the rationalization of statements and representation of logic gates.
金属有机框架(MOFs)是由有机连接体和无机节点组成的高多孔材料。MOFs 的一个子集至少可以在两种孔隙率差异显著的结构之间切换,为应用技术提供了新的机遇。然而,网络拓扑结构、构件及其铰链的微观力学、颗粒大小、缺陷、团聚等因素都会影响系统的响应能力。许多因素都是材料历史的结果,包括合成、脱溶和所有后续处理步骤,从而导致各种因素之间复杂的相互作用,难以用普通语言系统、化学或数学符号清楚表达而又不失直观理解。在这里,我们提出了一种合理化可转换性的符号语言,强调了许多动态框架及其刺激诱导的相变的历史依赖反应性。该系统遵循二价逻辑,其灵感来自弗雷格的 "Begriffsschrift",为语句的合理化和逻辑门的表示提供了基本的逻辑结构。
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引用次数: 0
Manipulating the crystallization kinetics of halide perovskites for large-area solar modules 操纵卤化物过氧化物晶体的结晶动力学以实现大面积太阳能模块
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1038/s43246-024-00566-5
Zhaojin Wang, Xiao Duan, Jing Zhang, Wenbin Yuan, Dinghao Qu, You Chen, Lijuan He, Haoran Wang, Guang Yang, Wei Zhang, Yang Bai, Hui-Ming Cheng
In the last decade, laboratory-scale single-junction perovskite solar cells have achieved a remarkable power conversion efficiency exceeding 26.1%. However, the transition to industrial-scale production has unveiled a significant efficiency gap. The central challenge lies in the difficulty of achieving uniform, high-quality perovskite films on a large scale. To tackle this issue, various innovative strategies for manipulating crystallization have emerged in recent years. Based on an in-depth fundamental understanding of the nucleation and growth mechanisms in large-area perovskite films prepared through blade/slot-die coating methods, this review offers a critical examination of crystallization manipulation strategies for large-area perovskite solar modules. Lastly, we explore future avenues aimed at enhancing the efficiency and stability of large-area PSMs, thereby steering the field toward commercially viable applications. A key challenge in scaling-up the synthesis of perovskite solar cells is ensuring the same crystal quality in a large-area device as on the lab scale. This Review discusses how perovskite crystallization kinetics can be controlled, so to achieve high power conversion efficiency and stability.
在过去十年中,实验室规模的单结过氧化物太阳能电池取得了超过 26.1% 的显著功率转换效率。然而,在向工业规模生产过渡的过程中,我们发现了巨大的效率差距。核心挑战在于难以大规模实现均匀、高质量的过氧化物薄膜。为解决这一问题,近年来出现了各种创新的结晶操作策略。本综述基于对通过刀片/槽模镀膜方法制备的大面积过氧化物薄膜的成核和生长机制的深入基础理解,对大面积过氧化物太阳能模块的结晶控制策略进行了深入探讨。最后,我们探讨了旨在提高大面积 PSM 效率和稳定性的未来途径,从而将该领域引向商业上可行的应用。
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引用次数: 0
Stabilization of P2 layered oxide electrodes in sodium-ion batteries through sodium evaporation 通过钠蒸发稳定钠离子电池中的 P2 层状氧化物电极
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1038/s43246-024-00569-2
Maider Zarrabeitia, Iñigo Salazar, Begoña Acebedo, Miguel Ángel Muñoz-Márquez
Sodium-ion batteries are well positioned to become, in the near future, the energy storage system for stationary applications and light electromobility. However, two main drawbacks feed their underperformance, namely the irreversible sodium consumption during solid electrolyte interphase formation and the low sodiation degree of one of the most promising cathode materials: the P2-type layered oxides. Here, we show a scalable and low-cost sodiation process based on sodium thermal evaporation. This method tackles the poor sodiation degree of P2-type sodium layered oxides, thus overcoming the first irreversible capacity as demonstrated by manufacturing and testing all solid-state Na doped-Na~1Mn0.8Fe0.1Ti0.1O2 ǀǀ PEO-based polymer electrolyte ǀǀ Na full cells. The proposed sodium physical vapor deposition method opens the door for an easily scalable and low-cost strategy to incorporate any metal deficiency in the battery materials, further pushing the battery development. The energy density of sodium-ion batteries is lacking due to the low sodiation degree of promising layered cathode materials. Here, sodium thermal evaporation tackles the poor sodiation degree of P2-type sodium layered oxides, overcoming the first irreversible capacity in all solid-state full cells.
在不久的将来,钠离子电池有望成为固定应用和轻型电动汽车的储能系统。然而,钠离子电池有两个主要缺点,一是在固体电解质相间形成过程中不可逆的钠消耗,二是最有前途的阴极材料之一:P2 型层状氧化物的钠化程度低。在此,我们展示了一种基于钠热蒸发的可扩展、低成本的钠化工艺。该方法解决了 P2- 型钠层状氧化物钠化程度低的问题,从而克服了第一种不可逆容量,这一点已通过制造和测试所有固态掺钠-Na~1Mn0.8Fe0.1Ti0.1O2 ǀPEO基聚合物电解质 ǀNa全电池得到证实。所提出的钠物理气相沉积方法为在电池材料中加入任何金属缺失物提供了一种易于扩展且成本低廉的策略,进一步推动了电池的发展。
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引用次数: 0
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Communications Materials
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