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ACS Materials Au: Announcing the 2025 Rising Stars in Materials Science. ACS材料协会:宣布2025年材料科学新星。
IF 6.5 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-03-11 DOI: 10.1021/acsmaterialsau.6c00052
Stephanie L Brock, Maksym V Kovalenko, Mary Ann Meador
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引用次数: 0
Data-Efficient Design of High-Entropy Oxygen Carriers for Chemical Looping Using Active Learning. 基于主动学习的化学环高熵氧载体数据高效设计。
IF 6.5 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-01-22 eCollection Date: 2026-03-11 DOI: 10.1021/acsmaterialsau.5c00230
Joakim Brorsson, Henrik Klein Moberg, Joel Hildingsson, Jonatan Gastaldi, Tobias Mattisson, Anders Hellman

High-entropy materials, first demonstrated in metallic alloys and later extended to oxides and other systems, unlock a vast compositional space with properties suited for catalysis, energy, and structural materials. However, the high compositional complexity makes systematic exploration challenging, and only a small portion of the design space has been studied. To address this, we introduce an active learning strategy that integrates predictive modeling, uncertainty estimation, and iterative sampling to efficiently navigate embedded compositional material spaces. This approach continuously learns from previous evaluations, focusing subsequent searches on the most promising regions while reducing both time and data requirements. We demonstrate this methodology in the search for high-entropy oxygen carriers for chemical looping, where it rapidly accelerates discovery and identifies promising candidates more effectively than conventional trial-and-error or grid-search approaches. Importantly, this strategy is general and well-suited to exploring the vast space of multicomponent materials.

高熵材料,首先在金属合金中得到证明,后来扩展到氧化物和其他系统,打开了一个巨大的组成空间,具有适合于催化、能源和结构材料的特性。然而,高组成复杂性使得系统探索具有挑战性,并且仅研究了设计空间的一小部分。为了解决这个问题,我们引入了一种集成了预测建模、不确定性估计和迭代采样的主动学习策略,以有效地导航嵌入的成分材料空间。这种方法不断地从之前的评估中学习,将后续搜索集中在最有希望的区域,同时减少了时间和数据需求。我们在寻找用于化学环的高熵氧载体中展示了这种方法,它可以快速加速发现并比传统的试错或网格搜索方法更有效地识别有希望的候选者。重要的是,这种策略是通用的,非常适合探索多组分材料的广阔空间。
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引用次数: 0
Understanding Coupling in Hierarchically Doped Plasmonic Nanocrystal Metamaterials. 理解分层掺杂等离子体纳米晶体超材料中的耦合。
IF 6.5 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-01-21 eCollection Date: 2026-03-11 DOI: 10.1021/acsmaterialsau.5c00234
Tanner A Wilcoxson, Yujin Park, Tanay Paul, Jordan A Hachtel, Delia J Milliron, Thomas M Truskett

Mixtures of nanocrystals organized into dense monolayers can feature optical properties unattainable in films of homogeneous materials or in one-component nanocrystal assemblies. Doped metal oxide nanocrystals, which display metallic behavior with localized surface plasmon resonances that are tunable by dopant concentration, offer versatility as colloidal building blocks for such metasurfaces. By selecting nanocrystal components and mixing proportions, monolayers can be formed with multiple in- and out-of-plane collective plasmon resonances and broad spectral windows of near-zero permittivity. Here, we present a computational study using a mutual polarization method to assess how compositional correlations within a mixed binary monolayer of tin-doped indium oxide nanocrystals shift the balance between homo- and heterocoupling at a fixed nanocrystal mixing ratio, impacting optical properties from effective permittivity to near-field intensity spectra. The results highlight how the ability to control compositional ordering upon nanocrystal assembly would expand the design space available for creating metasurfaces with targeted optical responses.

组织成致密单层的纳米晶体混合物具有均匀材料薄膜或单组分纳米晶体组件无法实现的光学特性。掺杂金属氧化物纳米晶体显示出具有局部表面等离子体共振的金属行为,可通过掺杂浓度调节,为这种超表面的胶体构建块提供了多功能性。通过选择纳米晶组分和混合比例,可以形成具有多个面内和面外集体等离子体共振和接近零介电常数的广谱窗的单层。在这里,我们使用互极化方法进行了一项计算研究,以评估锡掺杂氧化铟纳米晶体的混合二元单层中的成分相关性如何在固定的纳米晶体混合比下改变同质耦合和异质耦合之间的平衡,从而影响从有效介电常数到近场强度光谱的光学性质。研究结果强调了在纳米晶体组装上控制组成顺序的能力将如何扩大设计空间,用于创建具有目标光学响应的超表面。
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引用次数: 0
Engineering Materials for Electrochemical Energy Storage via Ionic Liquid and Deep Eutectic Solvent Synthesis Media. 离子液体和深共晶溶剂合成介质的电化学储能工程材料。
IF 6.5 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-01-21 eCollection Date: 2026-03-11 DOI: 10.1021/acsmaterialsau.5c00204
Gaël Minart, Laurence Croguennec, Jacob Olchowka

The development of high-performance electrode and solid electrolyte materials is crucial for the advancement of next-generation electrochemical energy storage systems. Among emerging synthesis strategies, ionic liquids (ILs) and deep eutectic solvents (DESs) have gained increasing attention as alternative reaction media due to their unique physicochemical properties, including high thermal stability, a wide electrochemical stability window, low vapor pressure, and tunable composition and polarity. These features offer unprecedented control over particle morphology, composition, and surface chemistry, enabling the formation of novel or metastable phases, as well as in situ surface functionalization or generation of homogeneous carbon coatings through postannealing treatments. Despite these promising attributes, the implementation of ILs and DESs at an industrial scale remains to date limited. Major challenges include high viscosity, recycling difficulties, high costs, and a lack of large-scale proofs of concept. After introducing ILs and DESs, and their specific properties, this review critically evaluates the potential and limitations of IL- and DES-based synthesis methods in comparison to conventional techniques such as solid-state and hydrothermal approaches. The benefits and impacts of these uncommon solvents on material morphology and functional properties are discussed along with a systematic comparison with the electrochemical performance of similar materials synthesized via classical methods. This review further discusses the prospects for industrial integration and highlights key areas where further research is essential. Finally, this review provides some perspectives that would allow for mastering these synthesis approaches and developing optimized materials for electrochemical energy storage.

高性能电极和固体电解质材料的开发对下一代电化学储能系统的发展至关重要。在新兴的合成策略中,离子液体(ILs)和深共晶溶剂(DESs)由于其独特的物理化学性质,包括高热稳定性、宽电化学稳定性窗口、低蒸汽压以及可调节的成分和极性,作为替代反应介质越来越受到关注。这些特性提供了对颗粒形态、组成和表面化学的前所未有的控制,能够形成新的或亚稳相,以及通过镀后处理在原位表面官能化或生成均匀的碳涂层。尽管有这些有希望的特性,但迄今为止,工业规模的ILs和DESs的实施仍然有限。主要的挑战包括高粘度、回收困难、高成本以及缺乏大规模的概念验证。在介绍了IL和des及其特性之后,本文将与传统的固态和水热合成方法进行比较,对IL和des合成方法的潜力和局限性进行了批判性的评估。讨论了这些不常见溶剂对材料形貌和功能性能的好处和影响,并与经典方法合成的类似材料的电化学性能进行了系统的比较。这篇综述进一步讨论了产业整合的前景,并强调了需要进一步研究的关键领域。最后,本文对掌握这些合成方法和开发优化的电化学储能材料进行了展望。
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引用次数: 0
Challenges and Opportunities in Core-Shell Zeolite Catalysts. 核壳型沸石催化剂的挑战与机遇。
IF 6.5 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-01-14 eCollection Date: 2026-03-11 DOI: 10.1021/acsmaterialsau.5c00136
Runhui Zhou, Wei Liu, Zhaoyang Lin, Jian Zhou, Lichen Liu

Zeolites with core-shell morphologies represent a captivating class of materials that exhibit distinctive catalytic properties in comparison with conventional zeolite catalysts. Due to the ordered organization of each zeolite component in a core-shell configuration, the stability, mass transport characteristics, and product distribution of these catalysts can significantly differ from those of single-component zeolites. Consequently, the precise construction and structural characterization of core-shell zeolite materials present considerable challenges relative to traditional single-component zeolites. In this review, we provide a comprehensive overview of the synthesis methodologies for core-shell zeolite materials, along with a detailed comparison of the advantages and limitations associated with each approach. Additionally, the characterization techniques currently employed to elucidate the structural features of core-shell structures will be summarized. Finally, we will explore the opportunities and challenges presented by core-shell zeolite catalysts in the development of advanced characterization techniques and the exploration of emerging applications, contrasting them with conventional zeolite materials.

具有核壳形态的沸石代表了一类迷人的材料,与传统的沸石催化剂相比,它表现出独特的催化性能。由于每个沸石组分在核-壳结构中的有序组织,这些催化剂的稳定性、质量传递特性和产物分布与单组分沸石有很大不同。因此,相对于传统的单组分沸石,核壳沸石材料的精确构造和结构表征面临着相当大的挑战。在这篇综述中,我们全面概述了核壳沸石材料的合成方法,并详细比较了每种方法的优点和局限性。此外,将总结目前用于阐明核-壳结构结构特征的表征技术。最后,我们将探讨核-壳沸石催化剂在发展先进表征技术和探索新兴应用方面所面临的机遇和挑战,并将其与传统沸石材料进行对比。
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引用次数: 0
How Realistic Are Idealized Copper Surfaces? A Machine Learning Study of Rough Copper-Water Interfaces. 理想的铜表面有多现实?粗糙铜-水界面的机器学习研究。
IF 6.5 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-01-13 eCollection Date: 2026-03-11 DOI: 10.1021/acsmaterialsau.5c00174
Linus C Erhard, Johannes Schörghuber, Aleix Comas-Vives, Georg K H Madsen

Copper is a highly promising catalyst for the electrochemical CO2 reduction reaction (CO2RR) since it is the only pure metal that can form highly added-value products such as ethylene and ethanol. Since the CO2RR takes place in aqueous solution, the detailed atomic structure of the water-copper interface is essential for unraveling the key reaction mechanisms. In this study, we investigate copper-water interfaces exhibiting nanometer-scale roughnesses. We introduce two molecular dynamics protocols to create rough copper surfaces, which are subsequently brought into contact with water. From these interfaces, we sample additional training configurations from machine-learning-interatomic-potential-driven molecular dynamics simulations containing hundreds of thousands of atoms. An active learning workflow is developed to identify regions with high spatially resolved uncertainty and convert them into DFT-feasible cells through a modified amorphous matrix embedding approach. Finally, we analyze the local environments at the interface using unsupervised machine-learning techniques. Unique environments emerge on the rough copper surfaces absent from model systems, including stacking-fault-induced configurations and undercoordinated corner atoms. Notably, corner atoms consistently feature chemisorbed water molecules in our simulations, indicating their potential importance in catalytic processes.

铜是电化学CO2还原反应(CO2RR)的一种极有前途的催化剂,因为它是唯一可以形成高附加值产品(如乙烯和乙醇)的纯金属。由于CO2RR发生在水溶液中,水-铜界面的详细原子结构对于揭示关键反应机制至关重要。在这项研究中,我们研究了具有纳米尺度粗糙度的铜-水界面。我们引入了两种分子动力学协议来创建粗糙的铜表面,随后使其与水接触。从这些界面中,我们从包含数十万个原子的机器学习-原子间电位驱动的分子动力学模拟中采样额外的训练配置。提出了一种主动学习流程,通过改进的非晶矩阵嵌入方法,识别具有高空间分辨不确定性的区域,并将其转化为dft可行单元。最后,我们使用无监督机器学习技术分析界面上的局部环境。在模型系统中没有的粗糙铜表面上出现了独特的环境,包括堆叠错误诱导的配置和不协调的角原子。值得注意的是,在我们的模拟中,角原子始终具有化学吸附水分子的特征,表明它们在催化过程中的潜在重要性。
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引用次数: 0
Precious Metal Dioxide Nanosheets: Bridging the Gap between Solution Chemistry and Solid-State Two-Dimensional Materials. 贵金属二氧化钛纳米片:弥合溶液化学和固态二维材料之间的差距。
IF 6.5 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-01-13 eCollection Date: 2026-03-11 DOI: 10.1021/acsmaterialsau.5c00183
Satoshi Tominaka, Daisuke Takimoto, Akihiko Machida, Tomoya Eda, Yuki Nakahira, Yuki Tokura, Wataru Sugimoto

Unraveling the atomic structures of chemically exfoliated precious metal dioxide (PMD) nanosheets is the key to understanding their diverse properties and realizing their potential in applications like catalysis. Using pair distribution function (PDF) analysis, we have solved the structures of platinate and iridate nanosheets, revealing they both adopt a T-MoS2-type crystal structure. This discovery not only establishes a crucial structural analogy to well-understood transition metal dichalcogenides (TMDs) but, more importantly, allows us to explain the origins of their distinct properties. Our calculations based on these structures correctly predict that the platinate nanosheet is a yellow semiconductor, while the iridate nanosheet is a blue semimetal. Having established this powerful structure-property relationship, we further probed the unique chemical nature of these materials. We found that the structural polymorphism (T- vs T'-type) is governed by intrinsic elemental characteristics, rather than simple redox states as explored by in situ experiments. Instead of large-scale distortions, these nanosheets exhibit subtle short-range order (SRO) in their metal atom positions. This work provides a robust methodology for PMD research and highlights that chemically imparted features like SRO are key to designing the next generation of 2D materials.

揭示化学剥离的贵金属氧化物(PMD)纳米片的原子结构是理解其不同性质和实现其催化等应用潜力的关键。利用对分布函数(PDF)分析,我们求解了铂酸盐和铱酸盐纳米片的结构,发现它们都采用t - mos2型晶体结构。这一发现不仅与众所周知的过渡金属二硫族化合物(TMDs)建立了一个关键的结构类比,更重要的是,它使我们能够解释它们独特性质的起源。我们基于这些结构的计算正确地预测了铂酸盐纳米片是一种黄色半导体,而铱酸盐纳米片是一种蓝色半金属。在建立了这种强有力的结构-性能关系之后,我们进一步探索了这些材料独特的化学性质。我们发现结构多态性(T- vs T'型)是由内在元素特征控制的,而不是由原位实验探索的简单氧化还原状态。这些纳米片在其金属原子位置上表现出微妙的短程有序(SRO),而不是大规模的扭曲。这项工作为PMD研究提供了一个强大的方法,并强调了化学赋予的特征,如SRO,是设计下一代2D材料的关键。
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引用次数: 0
From Binary to Ternary Hydrogen-Bonded Solids with Anisotropic Thermal Expansion. 从二元到三元氢键固体的各向异性热膨胀。
IF 6.5 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-01-13 eCollection Date: 2026-03-11 DOI: 10.1021/acsmaterialsau.5c00220
Liulei Ma, Steven P Kelley, Kristin M Hutchins

Thermal expansion (TE) describes the behavior of a solid material as it responds to a change in temperature. The behavior is affected by the components of the material, and the strength of the bonds used to construct it. For materials that are held together by strong covalent bonds, TE is often reduced as the dimensionality increases. For example, diamond, which is covalently bonded in three dimensions, undergoes less expansion than fullerene, which is a discrete molecule. In molecular solid materials assembled through noncovalent bonds, TE is generally larger because the bonds are weaker. Here, we demonstrate synthesis of a series of hydrogen-bonded solids with differing dimensionality of the hydrogen-bonding network. Notably, the same molecular building blocks were used to construct all solids and dimensionality differences were achieved by modifying the stoichiometric ratio of the starting materials. All solids exhibit anisotropic TE behavior, and systematically increasing the dimensionality affords corresponding control over TE. Moreover, based on unexpected hydrogen-bonding behavior in one solid, a shape-size mimicry approach was successfully used to prepare a ternary molecular solid. Lastly, one of the two-dimensional (2D) hydrogen-bonded networks described here exhibits TE behavior that is similar to graphite and black phosphorus, classic 2D covalent-bond-based materials. The strategy of using identical molecular building blocks to construct multicomponent solids with differing dimensionalities is uncommon and offers a way to control TE in solid-state materials.

热膨胀(TE)描述了固体材料对温度变化的反应。这种行为受到材料成分和用于构建它的键的强度的影响。对于通过强共价键结合在一起的材料,TE通常随着尺寸的增加而减少。例如,金刚石是三维共价键,它的膨胀比离散分子富勒烯要小。在通过非共价键组装的分子固体材料中,TE通常较大,因为这些键较弱。在这里,我们展示了一系列具有不同维度氢键网络的氢键固体的合成。值得注意的是,所有固体都使用相同的分子构建块,并且通过修改起始材料的化学计量比来实现尺寸差异。所有固体都表现出各向异性的TE行为,系统地增加维数可以对TE进行相应的控制。此外,基于一种固体中意想不到的氢键行为,我们成功地使用了一种形状大小的模拟方法来制备三元分子固体。最后,本文描述的一种二维(2D)氢键网络表现出与石墨和黑磷(经典的2D共价键基材料)相似的TE行为。使用相同的分子构建块来构建具有不同尺寸的多组分固体的策略是不常见的,并提供了一种控制固态材料TE的方法。
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引用次数: 0
3D-Printed Biohybrid PE/PCL Biphasic Osteochondral Plug for Knee Cartilage Repair. 3d打印生物混合PE/PCL双相骨软骨塞用于膝关节软骨修复。
IF 6.5 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-01-07 eCollection Date: 2026-03-11 DOI: 10.1021/acsmaterialsau.5c00193
Jiayi Guo, Asyraf Abbas, Clara Barbut, Eun Ju Park, Qifeng Lim, Tingyi See, Lincoln Liow, Biyan Zhang, Peili Teo

Biohybrid polyethylene (PE) and polycaprolactone (PCL) were used to regenerate cartilage and bone tissues for repair of knee joint defects. Biohybrid polyethylene was synthesized using ring-opening metathesis polymerization methods with polyethylene-containing macromonomer and arginylglycylaspartic acid (RGD), laminin-derived peptide A5G81 (AGQWHRVSVRWG), or hyaluronic acid-containing macromonomer. The resultant brush copolymers were formulated with ultrahigh molecular weight polyethylene to create formulations for testing with human chondrocyte assays. PE-RGD formulation was determined to be the most effective in causing statistically significant chondrocyte proliferation consistently. PCL-RGD was used to create the stem of the plug for osteogenesis. The materials were 3D printed using dual nozzle fused filament fabrication method to create a biphasic interlocking plug for in vivo testing of cartilage and bone regeneration in porcine knee joint defect models. The studies provide a guide for fabrication of cartilage repair implants using biohybrid polymers.

采用生物杂化聚乙烯(PE)和聚己内酯(PCL)再生软骨和骨组织修复膝关节缺损。以含聚乙烯大单体和精氨酸甘氨酸天冬氨酸(RGD)、层粘连蛋白衍生肽A5G81 (AGQWHRVSVRWG)或含透明质酸大单体为原料,采用开环复分解聚合法制备了生物杂化聚乙烯。所得的刷状共聚物与超高分子量聚乙烯配制,以创建用于人软骨细胞检测的配方。PE-RGD制剂被确定为最有效的导致具有统计学意义的软骨细胞增殖一致。PCL-RGD用于制造塞的茎,用于成骨。材料采用双喷嘴熔丝制造方法3D打印,制成双相联锁塞,用于猪膝关节缺损模型软骨和骨再生的体内测试。本研究为利用生物杂化聚合物制备软骨修复体提供了指导。
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引用次数: 0
Beyond Reinforcement: Collagen-Inorganic Composites as a Roadmap for Next-Generation Biomaterials. 超越强化:胶原-无机复合材料作为下一代生物材料的路线图。
IF 6.5 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-01-02 eCollection Date: 2026-03-11 DOI: 10.1021/acsmaterialsau.5c00192
Marcelo Assis, Giovanna A Grasser, Mirian Bonifacio, Karolyne S J Sousa, Amanda de Souza, Anna Rafaela Cavalcante Braga, Ana Claudia Muniz Renno

The convergence of materials science and biology has reshaped the design of biomaterials, exposing both new opportunities and unresolved challenges. Among natural polymers, collagen remains a cornerstone due to its biocompatibility and structural affinity with the extracellular matrix. However, its intrinsic mechanical weakness, rapid degradation, and limited bioactivity restrict its clinical potential. The incorporation of inorganic phasescarbon nanostructures, metallic nanoparticles, or functional oxideshas emerged as a route to overcome these limitations and introduce new functionalities such as antimicrobial protection, osteoconductivity, electrical responsiveness, and stimuli sensitivity. Yet, this hybridization introduces complex interfacial phenomena that demand careful architectural and chemical control. The spatial organization of pores, fibers, and surface topographies governs nutrient diffusion and cell alignment, while interface chemistry dictates stability, degradation, and biological signaling. Despite significant progress, reproducibility and long-term safety remain inconsistent across studies, hindered by variations in collagen source, particle distribution, and cross-linking strategies. Beyond empirical formulation, future progress requires mechanism-guided design frameworks that link composition, structure, and function to predictable biological outcomes. This review critically examines advances in collagen-inorganic composites, highlighting key structure-property-function relationships, manufacturing strategies, and translational barriers. By mapping trends through bibliometric analysis and synthesizing evidence from recent studies, it outlines a roadmap toward reproducible, multifunctional, and clinically relevant collagen-based biomaterials.

材料科学和生物学的融合重塑了生物材料的设计,暴露了新的机遇和未解决的挑战。在天然聚合物中,胶原蛋白由于其生物相容性和与细胞外基质的结构亲和力而成为基石。然而,其固有的机械弱点、快速降解和有限的生物活性限制了其临床潜力。无机相碳纳米结构、金属纳米颗粒或功能性氧化物的结合已经成为克服这些限制的途径,并引入了新的功能,如抗菌保护、骨导电性、电响应性和刺激敏感性。然而,这种杂交引入了复杂的界面现象,需要仔细的建筑和化学控制。孔隙、纤维和表面形貌的空间组织决定了营养物质的扩散和细胞排列,而界面化学决定了稳定性、降解和生物信号。尽管取得了重大进展,但由于胶原蛋白来源、颗粒分布和交联策略的差异,研究的可重复性和长期安全性仍然不一致。除了经验公式,未来的进展需要机制引导的设计框架,将成分、结构和功能与可预测的生物学结果联系起来。本文综述了胶原-无机复合材料的进展,强调了关键的结构-性能-功能关系,制造策略和转化障碍。通过文献计量分析和综合近期研究证据绘制趋势图,概述了可重复、多功能和临床相关的胶原基生物材料的路线图。
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引用次数: 0
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