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Artificial Intelligence Empowered New Materials: Discovery, Synthesis, Prediction to Validation. 人工智能赋予新材料:发现、合成、预测到验证。
IF 26.6 1区 材料科学 Q1 Engineering Pub Date : 2026-01-10 DOI: 10.1007/s40820-025-01945-4
Ying Cao,Hong Fu,Jian Lu,Yuejiao Chen,Titao Jing,Xi Fan,Bingang Xu
Recent years have witnessed the significant breakthrough in the field of new materials discovery brought about by the artificial intelligence (AI). AI has successfully been applied for predicting the formability, revealing the properties, and guiding the experimental synthesis of materials. Rapid progress has been made in the integration of increasing database and improved computing power. Though some reviews present the development from their unique aspects, reviews from the view of how AI empowered both discovery of new materials and cognition of existing materials that covers the completed contents with two synergistical aspects are few. Here, the newest development is systematically reviewed in the field of AI empowered materials, reflecting advanced design of the intelligent systems for discovery, synthesis, prediction and validation of materials. First, background and mechanisms are briefed, after which the design for the AI systems with data, machine learning and automated laboratory included is illustrated. Next, strategies are summarized to obtain the AI systems for materials with improved performance which comprehensively cover the aspects from the in-depth cognizance of existing material and the rapid discovery of new materials, and then, the design thought for future AI systems in material science is pointed out. Finally, some perspectives are put forward.
近年来,人工智能(AI)在新材料发现领域取得了重大突破。人工智能已成功应用于预测材料的成形性、揭示材料的性能以及指导材料的实验合成。不断增加的数据库和不断提高的计算能力在集成方面取得了快速进展。虽然一些评论从其独特的方面来介绍发展,但从人工智能如何使新材料的发现和对现有材料的认知同时具有两个协同作用的角度来涵盖已完成的内容的评论很少。在这里,系统地回顾了人工智能材料领域的最新发展,反映了材料发现、合成、预测和验证的智能系统的先进设计。首先,简要介绍了背景和机制,然后阐述了包括数据、机器学习和自动化实验室在内的人工智能系统的设计。其次,总结了从对现有材料的深入认知和对新材料的快速发现两方面全面覆盖的材料性能提升AI系统的策略,并指出了未来材料科学领域AI系统的设计思路。最后,提出了展望。
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引用次数: 0
Functionalized Wood: A Green Nanoengineering Platform for Sustainable Technologies. 功能化木材:可持续技术的绿色纳米工程平台。
IF 26.6 1区 材料科学 Q1 Engineering Pub Date : 2026-01-10 DOI: 10.1007/s40820-025-01953-4
Tuo Zhang,Mingwei Gu,Yizhu Liu,Guangyao Chen,Haiyang Zhang,Liguo Chen,Xingwen Zhou,Lining Sun,Zhen Wen,Yunlei Zhou,Haibo Huang
Wood, once regarded primarily as a structural material, possesses rich physicochemical complexity that has long been underexplored. In the context of industrialization and carbon imbalance, it is now emerging as a renewable and multifunctional platform for green nanotechnologies. Recent advances in wood nanotechnology have enabled the transformation of natural wood into programmable substrates with tailored nanoarchitectures, establishing it as a representative class of bio-based nanomaterials. This review systematically categorizes wood-specific nanoengineering strategies-including thermal carbonization, laser-induced graphenization, targeted delignification, nanomaterial integration, and mechanical processing-highlighting their mechanisms and impacts on wood's multiscale structural and functional properties. Importantly, these functionalization strategies can be flexibly combined in a modular, "Lego-like" manner, enabling wood to be reconfigured and optimized for diverse application scenarios. We summarize recent progress in applying functionalized wood to sustainable technologies such as energy storage (e.g., metal-ion batteries, Zn-air systems, supercapacitors), water treatment (e.g., adsorption, photothermal filtration, catalytic degradation), and energy conversion (e.g., solar evaporation, ionic thermoelectrics, hydrovoltaics, and triboelectric nanogenerators). These studies reveal how nanoengineered wood structures can enable efficient charge transport, selective adsorption, and enhanced light-to-heat conversion. Finally, the review discusses current challenges-such as scalable fabrication, material integration, and long-term environmental stability-and outlines future directions for the development of wood-based platforms in next-generation green energy and environmental systems.
木材,曾经主要被认为是一种结构材料,具有丰富的物理化学复杂性,长期以来未被充分开发。在工业化和碳不平衡的背景下,它正在成为绿色纳米技术的可再生和多功能平台。木材纳米技术的最新进展使天然木材转化为具有定制纳米结构的可编程基材,使其成为生物基纳米材料的代表性类别。本文系统地对木材纳米工程策略进行了分类,包括热碳化、激光诱导石墨化、靶向脱木质素、纳米材料集成和机械加工,重点介绍了它们的机制和对木材多尺度结构和功能特性的影响。重要的是,这些功能化策略可以灵活地以模块化的方式组合在一起,“类似乐高”的方式,使木材能够重新配置和优化不同的应用场景。我们总结了功能化木材在可持续技术方面的最新进展,如能量存储(如金属离子电池、锌空气系统、超级电容器)、水处理(如吸附、光热过滤、催化降解)和能量转换(如太阳能蒸发、离子热电、水力发电和摩擦纳米发电机)。这些研究揭示了纳米工程木结构如何能够实现有效的电荷传输、选择性吸附和增强的光热转换。最后,本文讨论了当前面临的挑战,如可扩展制造、材料集成和长期环境稳定性,并概述了下一代绿色能源和环境系统中木质平台的未来发展方向。
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引用次数: 0
A Comprehensive Review of the Functionalized Integrated Application of Gel Polymer Electrolytes in Electrochromic Devices 凝胶聚合物电解质功能化集成在电致变色器件中的应用综述
IF 26.6 1区 材料科学 Q1 Engineering Pub Date : 2026-01-09 DOI: 10.1007/s40820-025-01909-8
Lei Xu, Leipeng Zhang, Dongqi Liu, Zichen Ren, Wenchao Liu, Yike Zhang, Yuqiang Wang, Jiawu Sun, Rui Yang, Zekuo Lv, Jiupeng Zhao, Yao Li
  • In response to the demands of electrochromic devices, the advantages and designs of the corresponding multifunctional integrated gel polymer electrolytes were discussed.

  • Through reviewing the applications of electrochromic devices based on gel polymer electrolytes, the remarkable advantages that gel polymer electrolytes bring to electrochromic devices and their practical applications in electrochromic devices were analyzed.

  • The future research directions of gel polymer electrolytes for electrochromic devices were explored, thereby facilitating their further development and commercial application.

针对电致变色器件的要求,讨论了相应的多功能集成凝胶聚合物电解质的优点和设计。通过综述基于凝胶聚合物电解质的电致变色器件的应用,分析了凝胶聚合物电解质给电致变色器件带来的显著优势及其在电致变色器件中的实际应用。探讨了电致变色器件用凝胶聚合物电解质的未来研究方向,从而促进其进一步发展和商业化应用。
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引用次数: 0
Exposing Zn(002) Texture with Sucralose Additive for Stable and Dendrite-Free Aqueous Zinc-Ion Batteries 用三氯蔗糖添加剂暴露锌(002)织构用于稳定和无枝晶的水性锌离子电池
IF 26.6 1区 材料科学 Q1 Engineering Pub Date : 2026-01-09 DOI: 10.1007/s40820-025-01954-3
Feiyu Tao, Yingke Ren, Li’e Mo, Yifan Wang, Yang Huang, Hong Zhang, Chengwu Shi, Zhaoqian Li, Jiaqin Liu, Lei Chen, Linhua Hu, Yucheng Wu
  • Sucralose (SCL) has been unveiled as an electrolyte additive to promote the exposure of the Zn(002) texture.

  • SCL has been verified to disrupt the solvation structure around zinc ions and reduce water activity on Zn anode.

  • After adding SCL additives, Zn//Zn battery achieves the cycling lifespan of 171 h at 30 mA cm−2–30 mAh cm−2 (DOD = 73.3%). Zn//Cu battery achieves a high Coulombic efficiency of 99.61% at 0.2 mA cm−2 with 0.2 mAh cm−2.

三氯蔗糖(SCL)已被公布为电解质添加剂,以促进锌(002)纹理的暴露。经证实,SCL破坏锌离子周围的溶剂化结构,降低锌阳极上的水活度。添加SCL添加剂后,锌/锌电池在30 mA cm−2 ~ 30 mAh cm−2下的循环寿命达到171 h (DOD = 73.3%)。在0.2 mA cm - 2和0.2 mAh cm - 2条件下,Zn/ Cu电池的库仑效率高达99.61%。
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引用次数: 0
Textured and Hierarchically Porous Hematite Photoanode for Efficient Hydrogen Production via Photoelectrochemical Hydrazine Oxidation 结构和层次多孔赤铁矿光阳极通过光电化学联氨氧化高效制氢
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-01-08 DOI: 10.1007/s40820-025-02045-z
Runfa Tan, Yoo Jae Jeong, Hyun Soo Han, Samadhan Kapse, Seong Sik Shin, Xiaolin Zheng, In Sun Cho

Article Highights

  • A multi-cycle growth and flame annealing strategy was developed to construct textured and hierarchically porous Ti-doped hematite (tp-Fe2O3) photoanodes with enhanced charge transport and surface kinetics.

  • The hydrazine oxidation reaction was introduced as a fast and thermodynamically favorable alternative to the oxygen evolution reaction, enabling the simultaneous production of hydrogen and the remediation of toxic hydrazine.

  • The tp-Fe2O3-based bias-free photovoltaic-photoelectrochemical tandem device achieved a record solar-to-hydrogen efficiency of 8.7%, demonstrating excellent stability and scalability for sustainable solar fuel generation.

采用多循环生长和火焰退火策略,构建了具有增强电荷输运和表面动力学的有织构和分层多孔ti掺杂赤铁矿(tp-Fe2O3)光阳极。介绍了肼氧化反应作为一种快速且热力学有利的析氧反应替代品,可以同时生成氢气和修复有毒的肼。基于tp- fe2o3的无偏置光伏-光电电化学串联装置实现了创纪录的8.7%的太阳能制氢效率,为可持续太阳能燃料发电展示了出色的稳定性和可扩展性。
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引用次数: 0
Coplanar Floating-Gate Antiferroelectric Transistor with Multifunctionality for All-in-One Analog Reservoir Computing 具有多功能的共面浮栅反铁电晶体管,用于一体化模拟库计算
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-01-08 DOI: 10.1007/s40820-025-02049-9
Yufei Shi, Zijie Zheng, Jiali Huo, Yu-Chieh Chien, Sifan Li, Haofei Zheng, Xiao Gong, Kah-Wee Ang

Highlights

  • A novel coplanar structure design is proposed for floating-gate antiferroelectric field-effect transistor (FG AFeFET) demonstration with enhanced design flexibility and vertical scalability.

  • Multifunctionality is achieved within a single coplanar FG AFeFET via area ratio engineering, including volatile neuronal behavior, fading memory dynamics, and nonvolatile synaptic function. Systematic investigations into its detailed operating principles are conducted.

  • Seamless integration of a full analog reservoir computing system is demonstrated based on a unified coplanar FG AFeFET architecture, realizing satisfactory accuracies for pattern recognition tasks.

提出了一种新型的共面结构设计,用于浮栅反铁电场效应晶体管(FG - AFeFET)的演示,提高了设计的灵活性和垂直可扩展性。通过面积比工程,在单个共面FG AFeFET中实现了多种功能,包括易失性神经元行为,褪色记忆动力学和非易失性突触功能。对其具体的工作原理进行了系统的研究。基于统一的共面FG - AFeFET架构,演示了全模拟油藏计算系统的无缝集成,实现了模式识别任务的满意精度。
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引用次数: 0
Coordination Thermodynamic Control of Magnetic Domain Configuration Evolution toward Low-Frequency Electromagnetic Attenuation. 低频电磁衰减磁畴组态演化的配位热力学控制。
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-01-08 DOI: 10.1007/s40820-025-01948-1
Tong Huang, Dan Wang, Xue He, Zhaobo Feng, Zhiqiang Xiong, Yuqi Luo, Yuhui Peng, Guangsheng Luo, Xuliang Nie, Mingyue Yuan, Chongbo Liu, Renchao Che

The precise tuning of magnetic nanoparticle size and spacing directly influences the alignment of intrinsic magnetic moments and magnetic domains, thereby shaping magnetic properties. However, the dynamic evolution mechanisms of magnetic domain configurations in relation to electromagnetic (EM) attenuation behavior remain poorly understood. To address this gap, a thermodynamically controlled periodic coordination strategy is proposed to achieve precise modulation of magnetic nanoparticle spacing. This approach unveils the evolution of magnetic domain configurations, progressing from individual to coupled and ultimately to crosslinked domain configurations. A unique magnetic coupling phenomenon surpasses the Snoek limit in low-frequency range, which is observed through micromagnetic simulation. The crosslinked magnetic configuration achieves effective low-frequency EM wave absorption at 3.68 GHz, encompassing nearly the entire C-band. This exceptional magnetic interaction significantly enhances radar camouflage and thermal insulation properties. Additionally, a robust gradient metamaterial design extends coverage across the full band (2-40 GHz), effectively mitigating the impact of EM pollution on human health and environment. This comprehensive study elucidates the evolution mechanisms of magnetic domain configurations, addresses gaps in dynamic magnetic modulation, and provides novel insights for the development of high-performance, low-frequency EM wave absorption materials.

磁性纳米粒子的大小和间距的精确调整直接影响其固有磁矩和磁畴的排列,从而形成磁性能。然而,与电磁衰减行为相关的磁畴结构的动态演化机制仍然知之甚少。为了解决这一差距,提出了一种热力学控制的周期配位策略来实现磁性纳米颗粒间距的精确调制。这种方法揭示了磁畴结构的演变,从单个到耦合,最终到交联的结构。通过微磁模拟,观察到一种独特的磁耦合现象,在低频范围内超过了Snoek极限。交联磁结构在3.68 GHz处实现了有效的低频电磁波吸收,几乎涵盖了整个c波段。这种特殊的磁相互作用显著增强了雷达伪装和隔热性能。此外,稳健的梯度超材料设计扩展了整个频段(2-40 GHz)的覆盖范围,有效减轻了电磁污染对人类健康和环境的影响。这项综合研究阐明了磁畴结构的演化机制,解决了动态磁调制的空白,并为高性能低频电磁波吸收材料的开发提供了新的见解。
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引用次数: 0
Regulation Engineering of Alkali Metal Interlayer Pillar in P2-Type Cathode for Ultra-High Rate and Long-Term Cycling Sodium-Ion Batteries. 超高倍率长期循环钠离子电池p2型正极碱金属层间柱调控工程
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-01-08 DOI: 10.1007/s40820-025-01918-7
Xu Wang, Zixiang Yang, Yujia Cai, Heng Ma, Jinglei Xu, Rabia Khatoon, Zhizhen Ye, Dashuai Wang, Muhammad Tariq Sajjad, Jianguo Lu

Layered oxides have attracted significant attention as cathodes for sodium-ion batteries (SIBs) due to their compositional versatility and tuneable electrochemical performance. However, these materials still face challenges such as structural phase transitions, Na+/vacancy ordering, and Jahn-Teller distortion effect, resulting in severe capacity decay and sluggish ion kinetics. We develop a novel Cu/Y dual-doping strategy that leads to the formation of "Na-Y" interlayer aggregates, which act as structural pillars within alkali metal layers, enhancing structural stability and disrupting the ordered arrangement of Na+/vacancies. This disruption leads to a unique coexistence of ordered and disordered Na+/vacancy states with near-zero strain, which significantly improves Na+ diffusion kinetics. This structural innovation not only mitigates the unfavorable P2-O2 phase transition but also facilitates rapid ion transport. As a result, the doped material demonstrates exceptional electrochemical performance, including an ultra-long cycle life of 3000 cycles at 10 C and an outstanding high-rate capability of ~70 mAh g-1 at 50 C. The discovery of this novel interlayer pillar, along with its role in modulating Na⁺/vacancy arrangements, provides a fresh perspective on engineering layered oxides. It opens up promising new pathways for the structural design of advanced cathode materials toward efficient, stable, and high-rate SIBs.

层状氧化物作为钠离子电池(sib)的阴极材料,由于其成分的通用性和电化学性能的可调性而备受关注。然而,这些材料仍然面临结构相变、Na+/空位有序和Jahn-Teller畸变效应等挑战,导致严重的容量衰减和离子动力学缓慢。我们开发了一种新的Cu/Y双掺杂策略,导致“Na-Y”层间聚集体的形成,这些聚集体在碱金属层内充当结构支柱,增强结构稳定性并破坏Na+/空位的有序排列。这种破坏导致了在接近零应变的情况下有序和无序Na+/空位态的独特共存,显著改善了Na+扩散动力学。这种结构创新不仅减轻了不利的P2-O2相变,而且促进了离子的快速传递。结果,掺杂材料表现出优异的电化学性能,包括在10℃下3000次的超长循环寿命和在50℃下~70 mAh g-1的出色高倍率性能。这种新型层间柱的发现,以及它在调节Na + /空位排列中的作用,为工程层状氧化物提供了一个新的视角。它为高效、稳定和高速率sib的先进阴极材料的结构设计开辟了有希望的新途径。
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引用次数: 0
High-Entropy Layered Hydroxides: Pioneering Synthesis, Mechanistic Insights, and Multifunctional Applications in Sustainable Energy and Biomedicine 高熵层状氢氧化物:在可持续能源和生物医学中的开创性合成、机理见解和多功能应用
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-01-07 DOI: 10.1007/s40820-025-02023-5
Zhengqian Jin, Zhenjiang Cao, Li Jin, Shujiang Ding, Kai Xi

High-entropy layered hydroxides (HELHs), an emerging frontier in entropy-stabilized materials derived from layered double hydroxides (LDHs), have captivated attention with their unparalleled tunability, thermodynamic stability, and electrochemical performance. The integration of the high-entropy concept into LDHs empowers HELHs to surmount the constraints of conventional materials through compositional diversity, structurally disordered configurations, and synergistic multi-element interactions. This review systematically embarks on their synthesis methodologies, functional mechanisms, and applications in energy conversion/storage and biomedicine. Advanced synthesis strategies, such as plasma-assisted hydrothermal methods, facilitate precise control over HELH architectures while supporting scalable production. HELHs demonstrate superior electrochemical performance in critical reactions, including oxygen evolution reaction, water oxidation, hydrogen evolution, and glucose electrooxidation. Future directions encompass integrating in situ characterization with simulations, leveraging machine learning for composition screening, and expanding HELHs application through interdisciplinary collaborations. This work establishes a comprehensive roadmap for advancing HELHs as next-generation multifunctional platforms for sustainable energy and biomedical technologies.

高熵层状氢氧化物(HELHs)是由层状双氢氧化物(LDHs)衍生而来的熵稳定材料的新兴前沿,以其无与伦比的可调性、热力学稳定性和电化学性能引起了人们的关注。将高熵概念整合到LDHs中,使HELHs能够通过成分多样性、结构无序配置和协同多元素相互作用克服传统材料的限制。本文就其合成方法、作用机理及其在能量转换/储存和生物医学方面的应用作一综述。先进的合成策略,如等离子辅助热液方法,促进了对HELH结构的精确控制,同时支持可扩展的生产。HELHs在析氧、水氧化、析氢和葡萄糖电氧化等关键反应中表现出优异的电化学性能。未来的发展方向包括将原位表征与模拟相结合,利用机器学习进行成分筛选,以及通过跨学科合作扩大HELHs的应用。这项工作为推动HELHs成为可持续能源和生物医学技术的下一代多功能平台建立了一个全面的路线图。
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引用次数: 0
Strong and Tough MXene-Induced Bacterial Cellulose Macrofibers for AIoT Textile Electronics 用于AIoT纺织电子的强韧mxene诱导细菌纤维素大纤维
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-01-07 DOI: 10.1007/s40820-025-02046-y
Yi Hao, Zixuan Zhang, Yajun Chen, Song Wang, Yingjia Tong, Pengfei Lv, Qufu Wei, Chengkuo Lee

Highlights

  • PKT-TENG woven with K-MXene/PEDOT:PSS integrated bacterial cellulose (BC) via polydimethylsiloxane (PDMS) coating (PKMPBC) macrofibers were fabricated by bridging K-MXene/PEDOT:PSS ink with aligned BC macrofibers, then dip-coated with PDMS, showing high conductivity (10.05 S cm−1), high mechanical strength (433.8 MPa) and superior Young’s modules (25.9 GPa).

  • PKT-TENG integrated with PKMPBC macrofiebrs shows excellent triboelectric response and stability, delivering 86.29 mW m−2 power density to power an electronic watch and capacitors.

  • Resistance-sensitive PKMPBC macrofibers proved the capability of recognition for diverse liquid with precisely detection and fed back multifactor behaviors.

将K-MXene/PEDOT:PSS集成细菌纤维素(BC)经聚二甲基硅氧烷(PDMS)涂层(PKMPBC)编织的PKT-TENG,通过K-MXene/PEDOT:PSS油墨与排列整齐的BC大纤维桥接,然后浸涂PDMS,获得高导电性(10.05 S cm−1),高机械强度(433.8 MPa)和优异的杨氏模量(25.9 GPa)。与PKMPBC macrofis集成的PKT-TENG具有出色的摩擦电响应和稳定性,可提供86.29 mW m - 2功率密度,为电子表和电容器供电。电阻敏感的PKMPBC大纤维对多种液体具有精确检测和反馈多因素行为的识别能力。
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引用次数: 0
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Nano-Micro Letters
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