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Artificial Intelligence-Guided Cosolvent Design for High-Performance Perovskite/Silicon Tandem Solar Cells 高性能钙钛矿/硅串联太阳能电池的人工智能引导共溶剂设计。
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-07-21 DOI: 10.1007/s40820-026-02291-9
Lu Liu, Xinying Cai, Bita Farhadi, Xinrui Dong, Kai Wang, Yufei Shao, Shulin Wang, Jiaxue You, Wanyi Li, Hao-Chung Kuo, Hanying Wang, Dong Yang, Alex K.-Y. Jen, Shengzhong (Frank) Liu

Highlights

  • A retrieval‑augmented large language model screens >8000 solvents and identifies γ‑valerolactone (GVL) as a non‑toxic, high‑performance cosolvent for wide‑bandgap perovskites, establishing the first AI‑guided cosolvent strategy for perovskite/silicon tandem solar cells.

  • GVL strongly coordinates FA+, delaying nucleation, promoting oriented micrometre‑scale grain growth, and enabling uniform ~1‑μm‑thick perovskite films on textured silicon with suppressed non‑radiative recombination and phase segregation.

  • GVL-enabled devices achieve 23.3% (single-junction) and 32.5% (perovskite/silicon tandem) efficiencies, with excellent stability: T80 >4000 h (storage) and >1000 h (operational) for single-junction cells, demonstrating a scalable and sustainable solvent engineering route.

实现高性能钙钛矿/硅串联太阳能电池需要精确控制钙钛矿的宽禁带结晶。溶剂工程是完成这项任务最直接的杠杆;然而,其复杂的多变量机制违背了直觉驱动的设计。在此,我们克服了这一瓶颈,开创了一种检索增强的大语言模型来筛选bbbb8000溶剂,鉴定出γ-戊内酯(GVL)是一种无毒、高性能的共溶剂。发现GVL对FA+有很强的配位作用,从而精确调节结晶动力学,延缓成核,促进晶粒定向、微米尺度的生长。所得薄膜不仅具有优异的结晶度,减少了非辐射复合,而且提高了大面积的可扩展性和对膜厚增加的耐受性。因此,单结和串联器件的效率分别为23.3%和32.5%,并且在潮湿和光照下具有优异的稳定性。本研究在钙钛矿/硅串联结构中建立了第一个人工智能(AI)引导的1 μm厚钙钛矿层共溶剂策略,强调了生成式AI在推进高性能光伏方面的变革作用。
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引用次数: 0
Dual-Network Aerogel-Based Thermal-Safety Management System Design for Electric-Aircraft Battery Packs: Efficient Heat Management and Runaway Protection 基于双网络气凝胶的电动飞机电池组热安全管理系统设计:高效热管理和失控保护。
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-07-21 DOI: 10.1007/s40820-026-02296-4
Jie Yang, Yueyue Xiao, Mingyuan Yan, Xu Huang, Longlong Li, Zhongxin Zhang, Xudong Cheng, Heping Zhang, Yuelei Pan

Highlights

  • A sandwich dual-network aerogel (CA&SAAS) is fabricated via in situ deposition and integrated supercritical drying; the SAAS core retains a low thermal conductivity of 0.0652 Wm⁻1K⁻1 at 1000 °C.

  • Battery thermal-safety management system (BTSMS) enables efficient thermal regulation, limiting Tmax/ΔTmax to 34.9/1.8 °C at 1C, while simulations predict Tmax around 45 °C under optimized 3C operation.

  • BTSMS effectively interrupts thermal runaway propagation in a confined three-cell aircraft-module test through CA/CP-assisted heat dissipation and SAAS-enabled intercell thermal blocking.

电动飞机锂离子电池具有高充放电速率和高能量密度的特点,在密闭空间内对热安全提出了严格的要求。然而,传统的热管理或绝缘策略通常难以同时实现日常运行期间的有效散热和滥用条件下的热失控传播(TRP)抑制。本文通过原位沉积和一体化超临界干燥制备了碳气凝胶-硅-氧化铝气凝胶片-碳气凝胶双网络气凝胶(CA&SAAS),并与冷板(CP)耦合,构建了电池热安全管理系统(BTSMS)。CA&SAAS的体积密度为0.275 gcm - 3,比表面积为626.37 m2 - 1。二氧化硅-氧化铝气凝胶片(SAAS)核心在1000°C时的热导率为0.0652 Wm,而CA&SAAS的室温热导率为0.019 Wm。在4个1C循环中,BTSMS将Tmax/ΔTmax限制在34.9/1.8°C,将峰值温度和温度不均匀性分别降低46.5%和56.1%。预测模型显示,优化的CP参数将Tmax限制在3C时的45°C左右。在全尺寸飞机货舱密闭空间进行的热失控试验表明,BTSMS有效地阻断了密闭三单元模块中的TRP,为电动飞机电池组BTSMS的设计提供了解决方案。
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引用次数: 0
Unveiling Photo-Thermal-Electrical Performance in Robust, Self-Healing, and Anti-Freezing Cellulose-MXene Eutectogels for Advanced Hemostasis 揭示了用于晚期止血的坚固、自愈和抗冻纤维素- mxene共凝胶的光热-电性能。
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-07-20 DOI: 10.1007/s40820-026-02283-9
Chuang Jiang, Hengli Ning, Wei Liu, Zhikun Li, Huiwu Zhu, Long Li, Qingxi Hou, Chaoji Chen, Bowen Cheng

Uncontrolled hemorrhage, resulting from trauma or surgery, presents a critical challenge in medical care. This study introduces a novel eutectogel, a multifunctional material synthesized using choline chloride/phytic acid derived deep eutectic solvents (CP-DES)-mediated cellulose-MXene polyacrylamide, aimed at addressing hemostatic needs. The eutectogel combines photothermal and thermoelectric effects to accelerate hemorrhage control, significantly reducing blood loss and hemostasis time. Unlike existing hemostatic materials, our design leverages the synergistic effects of photothermal heating and thermoelectric current, enhancing coagulation and promoting tissue repair. The innovation lies in the integration of DES to stabilize MXene, optimizing its photothermal and thermoelectric properties, and enabling rapid gelation, self-healing, and anti-freezing capabilities. In vitro and in vivo tests demonstrate the material’s superior performance in hemostasis compared to traditional gauze, highlighting its potential for trauma care and surgical applications. This approach sets a new paradigm in the development of advanced, multifunctional biomedical materials for hemostasis and beyond.

创伤或手术引起的不受控制的出血是医疗保健中的一个关键挑战。本研究介绍了一种新型的共聚物,一种由氯化胆碱/植酸衍生的深度共聚溶剂(CP-DES)介导的纤维素- mxene聚丙烯酰胺合成的多功能材料,旨在满足止血需求。eutectol结合光热和热电效应,加速出血控制,显著减少失血和止血时间。与现有的止血材料不同,我们的设计利用光热加热和热电电流的协同效应,增强凝血和促进组织修复。创新之处在于集成DES来稳定MXene,优化其光热和热电性能,并实现快速凝胶,自修复和防冻能力。体外和体内试验表明,与传统纱布相比,这种材料在止血方面具有优越的性能,突出了其在创伤护理和外科应用方面的潜力。这种方法为先进的多功能生物医学止血材料的发展树立了新的典范。
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引用次数: 0
Radar-Infrared Multi-Scale Bi-Stealth via Optically Transparent Chaotic Coding Metasurface 基于光透明混沌编码的雷达-红外多尺度双隐身。
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-07-20 DOI: 10.1007/s40820-026-02294-6
Yanzhao Wang, Yanzhang Shao, Dan Liu, Zhixuan Hu, Yifei Xu, Huanhuan Gao, Xihong Wang, Xiaogang Su, Fei Ding, He-Xiu Xu

Highlights

  • A chaotic paradigm combined with a multi-scale strategy is proposed for radar-IR Bi-stealth based on a single-layer indium tin oxide metasurface.

  • The metadevice achieves ≥10 dB RCS reduction (8–18 GHz, ≤45°), low IR emissivity (<0.3), and high optical transmittance (71.2%).

  • The design features ultrathin profile (3.35 mm), lightweight, optical transparency, and facile fabrication for scalable applications.

多光谱探测技术的快速发展迫切需要同时抑制微波和红外特征。然而,传统策略在实现雷达截面(RCS)和红外辐射特性协同控制方面存在功能集成有限、结构复杂、可扩展性差等问题。在此,我们提出了一个结合多尺度策略的混沌范式,通过单层编码氧化铟锡(ITO)平台来解决雷达-红外-光学多光谱隐身问题。该体系结构涵盖毫米级代表元件、厘米级相位编码子阵列和分米级元阵列,从理论上建立了混沌初始条件与微波/红外响应之间的直接关联。其中,混沌编码是一种确定性伪随机编码方法,利用混沌系统对初始条件的敏感性来构造元数组。调整混沌初始参数可以实现可控的空间红外发射率调制,同时由于多波矢量机制而保持宽带固有微波扩散。为了验证这一点,我们制作了一个概念验证装置,实验结果表明,在X/Ku波段(8 ~ 18 GHz),入射角为45°时,宽带RCS降低了10 dB以上,红外发射率低于0.3,光学透过率高达71.2%。我们的策略具有超薄外形(3.35 mm, ~ 0.09 λL),重量轻,光学透明和易于制造的特点,为多尺度多光谱隐身应用提供了一条有前途的途径。
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引用次数: 0
A Universal Bio-Hybrid Nanoparticle Backpack Platform Endows Stem Cells with Microenvironmental Resilience and Sustained Paracrine Signaling 一个通用的生物杂交纳米颗粒背包平台赋予干细胞微环境弹性和持续的旁分泌信号。
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-07-20 DOI: 10.1007/s40820-026-02308-3
Yuqing Chen, Ying Yang, Shuo Yang, Xingyi Shu, Zhiyong Liu, Jian Song, Ya-Xuan Zhu, Han Lin, Ruili Wei, Jianlin Shi

The therapeutic potential of mesenchymal stem cells (MSCs) in regenerative medicine is frequently thwarted by hostile post-injury microenvironments characterized by oxidative stress, inflammation, and rapid clearance, which compromise cell survival and paracrine efficacy. Herein, we establish a universal bio-hybrid “stem cell backpack” platform designed to fundamentally overcome these bottlenecks through precise surface interface engineering. By tethering drug-loaded mesoporous silica nanoparticles onto the MSCs membrane via mild, biocompatible click chemistry, we create a programmable nanotherapeutic depot that endows host cells with dual, synergistic capabilities: (1) robust scavenging of reactive oxygen species (ROS) to ensure cellular resilience and (2) sustained, localized release of regenerative factors to amplify paracrine signaling. Using corneal chemical injury as a rigorous proof-of-concept model, this platform demonstrated unprecedented regenerative potency. The engineered cells markedly outperformed conventional therapies by simultaneously suppressing inflammatory cascades, preventing fibrosis and neovascularization, and orchestrating multi-lineage regeneration, including epithelial restoration, nerve reinnervation, and limbal stem cell reactivation. Quantitatively, this approach achieved a 63.6% enhancement in transparency restoration and a 76.9% greater reduction in tissue defects compared to cell monotherapy. Crucially, the modular design of this backpack system allows for the interchangeable loading of diverse therapeutics, extending its applicability beyond ophthalmology to other tissues facing similar microenvironmental challenges. This work presents a transformative paradigm in nanomedicine, shifting the focus from passive cell delivery to active microenvironmental modulation, thereby offering a versatile and scalable strategy for next-generation regenerative therapies across diverse clinical indications.

间充质干细胞(MSCs)在再生医学中的治疗潜力经常受到以氧化应激、炎症和快速清除为特征的不良损伤后微环境的阻碍,这些微环境会损害细胞存活和旁分泌功效。在此,我们建立了一个通用的生物混合“干细胞背包”平台,旨在通过精确的表面界面工程从根本上克服这些瓶颈。通过温和的生物相容性点击化学将载药的介孔二氧化硅纳米颗粒系在MSCs膜上,我们创建了一个可编程的纳米治疗仓库,赋予宿主细胞双重协同能力:(1)强大的活性氧(ROS)清除能力,以确保细胞恢复能力;(2)持续、局部释放再生因子,以放大旁分泌信号。使用角膜化学损伤作为严格的概念验证模型,该平台展示了前所未有的再生能力。工程细胞通过同时抑制炎症级联反应,防止纤维化和新生血管,以及协调多谱系再生,包括上皮修复,神经再生和缘干细胞再激活,明显优于传统疗法。定量地说,与细胞单一疗法相比,该方法在透明度恢复方面提高了63.6%,组织缺陷减少了76.9%。至关重要的是,这种背包系统的模块化设计允许多种治疗药物的可互换负载,将其适用性扩展到眼科以外的其他组织面临类似的微环境挑战。这项工作提出了纳米医学的变革范例,将重点从被动细胞递送转移到主动微环境调节,从而为跨越不同临床适应症的下一代再生疗法提供了一种多功能和可扩展的策略。
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引用次数: 0
Engineering Noble Metals Single-Atom Catalysts for Photothermal-Enhanced Photocatalytic Hydrogen Production 光热增强型光催化制氢的工程贵金属单原子催化剂。
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-07-20 DOI: 10.1007/s40820-026-02298-2
Luyu Zhou, Sixiang Liu, Lei Mou, Quan Xie, Wensheng Yang, Xiangyan Luo, Guolong Wu, Maosheng Ye, Wang Zhang, Jie Peng, Shuhui Sun, Junlong Tian

Highlights

  • Defines support design rules for anchoring, charge extraction, heat management, mass transport, and durability in photocatalytic hydrogen evolution (PHE)-single-atom catalysts (SACs).

  • Clarifies Pt, Ru/Ir, and Au/Ag functions as hydrogen evolution reaction centers, robust motifs, and plasmonic photothermal antennas.

  • Summarizes key parameters and evidence for separating photochemical, photothermal, and coupled light–heat effects.

  • Discusses stability, thermometry, long-term operation, and scale-up challenges for particulate PHE-SAC systems.

光热增强的光催化析氢(PHE)将非辐射损失转化为局部界面加热,而贵金属单原子催化剂(SACs)提供原子效率和明确的活性位点。然而,进展仍然难以比较和转化,因为反应区温度通常限制不严格,单原子在光和热下的活性形式很少得到验证,模型悬浮液的性能不容易扩展到实际反应堆或长期运行。本文总结了光热收集和单原子位点设计的主要材料平台,并定义了关键的支撑要求,包括强光吸收、高效的电荷和热输运以及稳定的锚定位点。它还概述了不同贵金属的典型作用,并为该领域提出了可操作的框架。通过温度匹配控制、吸收归一化动力学和活化能基准,温度锚定方案有助于解开热、光化学和协同效应的纠缠。一个operando和超快证据框架可以实时跟踪配位、价态、电荷转移和中间体,从而验证动态活性位点。最后,与规模相关的设计规则将光子和热管理与质量传递、气泡动力学、可扩展合成和长期验证联系起来,指导光催化向机械上可靠和可部署的太阳能H2生产。
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引用次数: 0
Design Strategies Toward Zinc Anodes with High Utilization Rate for Practical Aqueous Zinc-Ion Batteries 实用锌离子水电池高利用率锌阳极的设计策略。
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-07-20 DOI: 10.1007/s40820-026-02301-w
Yahan Meng, Jintao Qi, Apeng Li, Xiang Li, Ze Xu, Kunjie Ding, Mingming Wang, Ying (Ian) Chen, Shaoming Huang

Highlights

  • ZUR as Key Metric: High zinc utilization rate (ZUR) is identified as the decisive factor for bridging the gap between theoretical and practical energy densities in aqueous zinc-ion batteries (AZIBs).

  • Tri-part Modification: The review systematically evaluates current advancements in stabilizing zinc anodes under high ZUR by engineering the anode structure, electrolyte composition, and separator functions.

  • Commercial Roadmap: Future perspectives emphasize standardized testing—including low N/P ratios and lean electrolytes, alongside AI-driven material screening to accelerate AZIB industrialization.

水锌离子电池(azib)由于其高安全性、低成本和环境友好性而成为大规模储能系统的有希望的候选者。然而,锌(Zn)阳极面临析氢、枝晶生长、腐蚀、钝化等一系列副反应,导致活性锌材料的不可逆损失,锌阳极的循环稳定性显著降低。为了减轻这些问题的影响,通常采用过量的锌阳极来确保长期运行期间锌的持续供应。然而,过量Zn的使用导致azib的实际能量密度远远低于商业化要求。提高锌阳极利用率(ZUR)和优化负极/正极容量比(N/P)是实现高能量密度的有效途径。本文系统总结了高ZUR锌阳极面临的挑战,并从阳极、电解液和分离器三个方面详细讨论了提高ZUR的改性策略。最后,展望了高ZUR锌阳极和高能量密度azib锌阳极的未来发展方向和前景。随着技术的不断进步和创新,我们相信azib有潜力克服当前的瓶颈,为全球可持续能源系统的发展做出贡献。
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引用次数: 0
Air-Processed and Water-Stable Perovskite Solar Cells Enabled by a Fishing-Net-Inspired Interfacial Network 由渔网启发的界面网络实现的空气处理和水稳定钙钛矿太阳能电池。
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-07-17 DOI: 10.1007/s40820-026-02295-5
Muh Fadhil Albab, Muhammad Jahandar, Ah Ra Kim, Jinhee Heo, Yong Hyun Kim, Youngkyoo Kim, Gi-Hwan Kim, Ji-Youn Seo, Shinuk Cho, Soyeon Kim, Dong Chan Lim

Highlights

  • A metal-anchored molecular net interlayer strategy enables highly efficient inverted perovskite solar cells by optimizing interfacial energetics and charge transport.

  • The metal–amine coordinated network provides a universal interfacial platform, regardless of bandgap or substrate, to suppress ion migration and prevent moisture-induced degradation.

  • The optimized devices deliver high efficiency together with excellent durability, maintaining >95% of initial performance after 2000 h storage, >95% retained performance after 10,000 bending cycles, and slow degradation after water exposure

钙钛矿太阳能电池的实际部署受到脆弱界面的阻碍,这些界面在潮湿、高温、离子迁移和机械应力下加速降解,特别是在环境处理过程中。本文通过配位化学和界面偶极子工程,介绍了一种受渔网启发的界面分子网络。金属锚定的分层网络将过渡金属节点、刚性小分子框架和密集的胺功能化聚合物子网络集成到一个网状结构中,增强了电荷提取,同时抑制了双向离子迁移。采用该中间层的器件的功率转换效率分别为26.19% (1.53 eV)、24.11% (1.61 eV)和20.00% (1.77 eV),开路电压和填充系数均超过Shockley-Queisser辐射极限的90%。值得注意的是,这种性能即使在宽带隙柔性器件中也能保持。完全在环境空气下制造的柔性钙钛矿太阳能电池在10,000次弯曲循环后效率达到23.03%,并保持95%的初始性能。此外,该器件在直接浸水时表现出抑制降解,在无封装的环境条件下达到超过2000 h的T95,为耐用光电子产品建立了广泛适用的接口设计策略。
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引用次数: 0
Interfacial Engineering Enables Flexible Composite Film Achieving Ultrahigh Thermal Conductivity and Wave Transparency 界面工程使柔性复合膜实现超高导热性和波透明度
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-07-14 DOI: 10.1007/s40820-026-02297-3
Kaiyuan Li, Linhong Li, Guichen Song, Yue Qin, Hanxi Chen, Zujian Zhao, Boren Yang, Yiwei Zhou, Yandong Wang, Rongjie Yang, Maohua Li, Fei Chen, Tao Cai, Cheng-Te Lin, Kazuhito Nishimura, Nan Jiang, Jinhong Yu

With the trend toward high-power radio-frequency (RF) electronic devices, flexible thermally conductive composite films are regarded as a key engineering interfacial material to address the critical problem of signal transmission and heat dissipation. However, achieving simultaneous optimization of high thermal conductivity and low loss in the same material remains a significant challenge, particularly in films with high filler loading. Here, a bottom-up regulatory strategy is proposed to address this challenge. Through the synergistic optimization of interface modification design and spatial orientation arrangement of hexagonal boron nitride (BN), the fabricated composite film achieves an exceptional in-plane thermal conductivity of 78.50 W m⁻1 K⁻1, significantly surpassing that of the film with BN. This remarkable enhancement is primarily attributed to the altered surface properties of the aminated BN (BN-NH2). The introduction of amine groups enhances the compatibility with the polymer matrix through electrostatic interactions to facilitate more efficient interfacial thermal transport. Furthermore, the highly oriented spatial arrangement of BN in the film not only preserves the electromagnetic wave transparency (99.94%), but also enhances its breakdown strength. This study underscores the critical role of molecular-level filler modification combined with micro-nanostructural engineering in synergistically strengthening the filler-matrix interface and boosting film thermal transport.

随着大功率射频(RF)电子器件的发展,柔性导热复合薄膜被认为是解决信号传输和散热关键问题的关键工程界面材料。然而,在同一材料中实现高导热性和低损耗的同时优化仍然是一个重大挑战,特别是在高填料负载的薄膜中。本文提出了一种自下而上的监管策略来应对这一挑战。通过对六方氮化硼(BN)界面修饰设计和空间取向排列的协同优化,制备的复合膜的面内导热系数达到78.50 W m⁻1 K⁻1,明显优于BN膜。这种显著的增强主要归因于胺化BN (BN- nh2)表面性质的改变。胺基的引入通过静电相互作用增强了与聚合物基体的相容性,促进了更有效的界面热传递。此外,BN在薄膜中高度定向的空间排列不仅保持了电磁波透明度(99.94%),而且提高了其击穿强度。该研究强调了分子级填料改性与微纳结构工程相结合在增强填料-基质界面和促进薄膜热输运方面的关键作用。
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引用次数: 0
In Situ Stress and Strain Detection in Lithium-ion Batteries: A Review of Optical, Acoustical, and Electrical Techniques 锂离子电池的原位应力应变检测:光学、声学和电学技术综述
IF 36.3 1区 材料科学 Q1 Engineering Pub Date : 2026-07-13 DOI: 10.1007/s40820-026-02275-9
Xing’an Luo, Yueying Zhang, Yingjian Yu, Wenbo Liu

Highlights

  • Establishing a three-dimensional classification and comparison framework based on physical modalities.

  • In-depth analysis of signal interference and decoupling bottlenecks, unveiling commercialization engineering obstacles.

  • Systematically outlining the specific technical path of AI empowering smart batteries.

锂离子电池(LIBs)已成为储能的关键设备,推动了全球交通运输和便携式电子产品向电气化的转变。然而,不断追求更高能量密度的锂离子电池从根本上受到化学机械降解的挑战,在化学机械降解过程中,电极在循环过程中发生体积变化,从而产生内应力并限制电池寿命。虽然这些化学力学现象的重要性得到了广泛的认识,但对应力和应变检测的原位检测技术的不同景观进行系统分类的全面审查显然是缺乏的。在这里,我们通过引入一个框架来解决这一差距,该框架根据这些技术的物理形态:光学、声学和电气来组织这些技术。在此框架下,我们批判性地评估了关键方法,包括光激光束位置检测和多光束光应力传感器,声超声波和声发射,电阻应变仪和原位膨胀仪。对于每种方法,我们详细介绍了其工作原理,比较了其优点,并展示了为提高电池性能提供见解的关键研究应用。最后,我们概述了锂离子电池原位应力应变检测的主要挑战和未来方向。
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引用次数: 0
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Nano-Micro Letters
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