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Advances in the Interfacial Engineering of Carbon Nanofibers via Heteroatom Doping for Dendrite-Free, Stable Lithium-Metal Anodes 无枝晶稳定锂金属阳极碳纳米纤维杂原子掺杂界面工程研究进展
IF 12 Pub Date : 2026-01-10 DOI: 10.1002/cnl2.70108
Minju Kim, Seunghyeon Lee, Zongfu An, Hyunjun Joo, Jaewon Cho, Jejun Baek, Uiseok Hwang, Xin Yang, Jieling Qin, Junyoung Kwon, Kaiwei Yang, Soochan Kim, Sulki Park

Lithium-metal anodes offer exceptional theoretical capacity and the lowest electrochemical potential, but their practical use is limited by dendrite growth, unstable SEI formation, and large volume fluctuations. Carbon nanofibers (CNFs), with their low weight, high conductivity, and tunable structures, serve as effective hosts for regulating lithium deposition. Heteroatom doping further enhances lithiophilicity and interfacial stability: nitrogen creates abundant nucleation sites, oxygen and sulfur increase surface polarity and strengthen the SEI, and fluorine facilitates LiF-rich interphases for dendrite-free growth. Multi-element doping can also provide synergistic improvements in Coulombic efficiency and cycling stability. Despite these advances, challenges remain, including electrolyte consumption in high-surface-area structures, nonuniform dopant distribution, and potential degradation of CNF properties at high doping levels. This article summarizes recent progress in heteroatom-doped CNFs for lithium-metal anodes and outlines key limitations and future directions toward scalable, high-performance lithium-metal batteries.

锂金属阳极具有优异的理论容量和最低的电化学电位,但其实际应用受到枝晶生长、SEI形成不稳定和体积波动大的限制。碳纳米纤维(CNFs)具有重量轻、导电性高、结构可调等特点,是调控锂沉积的有效载体。杂原子掺杂进一步增强了亲石性和界面稳定性:氮产生了丰富的成核位点,氧和硫增加了表面极性并增强了SEI,氟促进了富liff界面相的无枝晶生长。多元素掺杂还可以协同提高库仑效率和循环稳定性。尽管取得了这些进展,但挑战仍然存在,包括高表面积结构中的电解质消耗,不均匀的掺杂分布以及高掺杂水平下CNF性能的潜在退化。本文总结了用于锂金属阳极的杂原子掺杂CNFs的最新进展,并概述了可扩展的高性能锂金属电池的关键限制和未来方向。
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引用次数: 0
Engineering Crystalline Structure of In2O3 for Enhanced Electroreduction of CO2 to Formate 强化CO2电还原生成甲酸的In2O3工程晶体结构
IF 12 Pub Date : 2026-01-10 DOI: 10.1002/cnl2.70115
Yunqi Miao, Jinglin Mu, Manfen Liang, Weisong Feng, Weijie Zhou, Xiangyang He, Lechen Diao, Mei Wu, Yang Fu, Haimei Xu, Zhichao Miao, Jin Zhou

The electrocatalytic CO2 reduction reaction (CO2RR) to formate provides a sustainable pathway for CO2 conversion. Indium oxide (In2O3)-based catalysts have exceptional selectivity toward formate; however, the regulation and effects of crystalline structure on their performance need to be thoroughly investigated. Herein, we present the methodically controlled synthesis of In2O3 catalysts with unique crystallographic structures: rhombohedral In2O3 (h-In2O3), cubic In2O3 (c-In2O3), and mixed-phase In2O3 (h/c-In2O3), and conduct a comprehensive evaluation of their performance in CO2RR to formate. Remarkably, the h-In2O3 catalyst demonstrates a Faradaic efficiency of formate (~95%) and current density surpassing both c-In2O3 and h/c-In2O3. In addition, the h-In2O3 catalyst exhibits excellent comprehensive performance in terms of operating potential range (−0.87 ~ −1.27 V vs. RHE), catalyst stability (70 h), pH range of electrolyte (3.00 ~ 14.00), and CO2 concentration (20% ~ 100%). Density functional theory studies reveal that among various phases and facets of In2O3, the (104) facet of the h-In2O3 most effectively stabilizes the critical reaction intermediate, a contribution that is key to its enhanced activity for formate generation from CO2RR. This investigation elucidates key insights into the engineering crystalline structure of In2O3 catalysts pertinent to CO2RR, thereby presenting a methodical approach for developing highly efficient electrocatalysts.

电催化CO2还原反应(CO2RR)生成甲酸酯为CO2转化提供了一条可持续的途径。氧化铟(In2O3)基催化剂对甲酸盐具有优异的选择性;然而,晶体结构对其性能的调节和影响需要深入研究。在此,我们提出了有系统地控制合成具有独特晶体结构的In2O3催化剂:菱形In2O3 (h-In2O3),立方In2O3 (c-In2O3)和混合相In2O3 (h/c-In2O3),并对它们在CO2RR中形成甲酸的性能进行了综合评价。值得注意的是,h- in2o3催化剂表现出甲酸酯的法拉第效率(~95%)和电流密度超过c-In2O3和h/c-In2O3。此外,h- in2o3催化剂在工作电位范围(−0.87 ~−1.27 V vs. RHE)、催化剂稳定性(70 h)、电解液pH范围(3.00 ~ 14.00)、CO2浓度(20% ~ 100%)等方面均表现出优异的综合性能。密度泛函理论研究表明,在In2O3的不同相和面中,h-In2O3的(104)面最有效地稳定了关键反应中间体,这是其增强CO2RR生成甲酸活性的关键。这项研究阐明了与CO2RR相关的In2O3催化剂的工程晶体结构的关键见解,从而为开发高效电催化剂提供了一种有条理的方法。
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引用次数: 0
Zincophilic Vertically Aligned Hydrogel Electrolyte With Enhanced Ion Transport and Dendrite Suppression for Stable Zinc-Ion Batteries 具有增强离子传输和抑制枝晶稳定锌离子电池的亲锌垂直排列水凝胶电解质
IF 12 Pub Date : 2026-01-10 DOI: 10.1002/cnl2.70116
Yuke Zhou, Xiyan Wei, Yuwei Li, Xianbin Wei, Yongbiao Mu, Zifan Liao, Huicun Gu, Meisheng Han, Lin Zeng

Hydrogel electrolytes have emerged as promising candidates for flexible zinc-ion batteries (ZIBs) owing to their intrinsic mechanical robustness and biocompatibility. However, realizing high electrochemical performance and long-term operational stability remains a significant challenge, primarily due to the low ionic conductivity of hydrogel matrices and the uncontrolled growth of zinc dendrites, along with parasitic side reactions at the zinc anode interface. In this work, we propose a vertically aligned, zincophilic porous polyacrylamide-based hydrogel electrolyte (o-PAM) featuring strong interfacial adhesion. The unique structure, characterized by a locally alternating gel–liquid phase distribution, effectively overcomes the limitations of conventional hydrogel electrolytes by facilitating rapid Zn2+ transport and ensuring uniform ion deposition. This design bridges the ionic conductivity gap between gels and liquid electrolytes while mitigating Zn2+ concentration gradients. Moreover, the incorporation of multifunctional lithium bis(trifluoromethanesulfonyl)imide (LiTFSI) into the hydrogel not only enhances the electrolyte–anode interfacial adhesion, thereby lowering interfacial resistance, but also contributes to electrochemical stability. The abundant hydrogen bond acceptors in LiTFSI interact with water molecules to form hydrogen bonds, reducing the activity of free water and effectively suppressing side reactions such as hydrogen evolution (HER). As a result, the o-PAM hydrogel electrolyte delivers a high Zn2+ transference number of 0.65 and an impressive ionic conductivity of 20.14 mS cm−1. In Zn||o-PAM||Zn symmetric cells, the electrolyte demonstrates outstanding cycling stability, with a lifespan of 3000 h at 1 mA cm−2. Furthermore, a full Zn||o-PAM||I2 cell exhibits remarkable capacity retention of 95.4% after 500 cycles at 1 mA cm−2. These results highlight a promising strategy for the rational design of high-performance hydrogel electrolytes for next-generation zinc-ion batteries.

水凝胶电解质由于其固有的机械稳健性和生物相容性而成为柔性锌离子电池(zbs)的有希望的候选者。然而,实现高电化学性能和长期运行稳定性仍然是一个重大挑战,主要是由于水凝胶基质的离子电导率低,锌枝晶的生长不受控制,以及锌阳极界面的寄生副反应。在这项工作中,我们提出了一种垂直排列的亲锌多孔聚丙烯酰胺基水凝胶电解质(o-PAM),具有很强的界面附着力。这种独特的结构,以局部交替的凝胶-液相分布为特征,有效地克服了传统水凝胶电解质的局限性,促进了Zn2+的快速传输,并确保了离子的均匀沉积。这种设计弥补了凝胶和液体电解质之间的离子电导率差距,同时减轻了Zn2+浓度梯度。此外,在水凝胶中掺入多功能双(三氟甲烷磺酰)亚胺锂(LiTFSI)不仅增强了电解质-阳极界面的附着力,从而降低了界面阻力,而且有助于电化学稳定性。LiTFSI中丰富的氢键受体与水分子相互作用形成氢键,降低了自由水的活性,有效抑制了析氢(HER)等副反应。结果,o-PAM水凝胶电解质提供了0.65的高Zn2+转移数和令人印象深刻的20.14 mS cm−1离子电导率。在Zn||o-PAM||Zn对称电池中,电解质表现出出色的循环稳定性,在1ma cm−2下的寿命为3000小时。此外,在1 mA cm−2下循环500次后,满Zn|| - pam ||I2电池的容量保持率为95.4%。这些结果为下一代锌离子电池高性能水凝胶电解质的合理设计提供了一个有希望的策略。
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引用次数: 0
Biomass-Derived Carbon Photocatalysts for Organic Pollutant Degradation: Strategies and Perspectives 生物质衍生碳光催化剂降解有机污染物:策略与展望
IF 12 Pub Date : 2026-01-05 DOI: 10.1002/cnl2.70109
Jagadis Gautam, Amol M. Kale, Jishu Rawal, Pooja Varma, Seung Jun Lee, Seul-Yi Lee, Soo-Jin Park

The accumulation of persistent organic pollutants (POPs) in aquatic systems poses severe environmental and health risks, underscoring the need for sustainable, efficient remediation technologies. Biomass-derived carbon materials have emerged as cost-effective photocatalysts owing to their high surface area, tunable electronic structure, and excellent charge transport properties. This review summarizes recent progress in their synthesis, structural design, and surface modification for photocatalytic degradation of organic pollutants. Emphasis is placed on key mechanisms such as reactive oxygen species (ROS) generation, band gap tuning, and interfacial charge separation, as well as performance-enhancing strategies including heteroatom doping, heterojunction formation, and hybrid integration for improved visible-light activity. The dual functionality of these materials in adsorption and photocatalysis is also highlighted, revealing synergistic pollutant removal pathways. Finally, critical challenges related to scalability, stability, and reproducibility are discussed, along with future perspectives for translating biomass-derived carbon photocatalysts from laboratory research to practical environmental applications.

持久性有机污染物在水生系统中的积累构成严重的环境和健康风险,强调需要可持续、有效的补救技术。由于其高表面积、可调谐的电子结构和优异的电荷传输特性,生物质衍生的碳材料已成为具有成本效益的光催化剂。本文综述了近年来光催化降解有机污染物的合成、结构设计、表面改性等方面的研究进展。重点放在关键机制,如活性氧(ROS)的产生,带隙调谐和界面电荷分离,以及性能增强策略,包括杂原子掺杂,异质结形成和杂化集成,以提高可见光活性。这些材料在吸附和光催化方面的双重功能也得到了强调,揭示了协同去除污染物的途径。最后,讨论了与可扩展性、稳定性和可重复性相关的关键挑战,以及将生物质衍生的碳光催化剂从实验室研究转化为实际环境应用的未来前景。
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引用次数: 0
Front Cover: Carbon Neutralization, Volume 5, Issue 1, December 2025 封面:碳中和,第五卷,第1期,2025年12月
IF 12 Pub Date : 2026-01-02 DOI: 10.1002/cnl2.70117
Zhixian Shi, Lina Zhou, Song Pan, Xiaonan Xu, Jian Zou, Jiahao Zhou, Haiyan Hu, Jianqing Zhou, Dongbin Xiong, Yisi Liu, Yue Du

Front cover image: Transition metal phosphides are considered highly promising cathode catalysts for zinc-air batteries. However, issues such as phase separation, particle agglomeration, and insufficient active sites during synthesis severely compromise the battery's cycling stability and power density. Interface engineering strategies can effectively mitigate these problems. In article number e70065, a “nanoconfinement phosphorization” strategy was proposed, successfully synthesizing nitrogen-doped carboncoated FeP nanoparticles (FeP–NPC) catalysts. Systematic characterization and theoretical calculations revealed their outstanding bifunctional oxygen electrocatalytic performance. Furthermore, the innovative FeP–N3–C interfacial structure design significantly enhances the long-term cycling stability and power density of zinc-air batteries by regulating the Fe d-band center and optimizing the adsorption energy of reaction intermediates, offering a novel approach for achieving efficient, low-cost metal-air batteries.

封面图片:过渡金属磷化物被认为是锌空气电池极有前途的阴极催化剂。然而,合成过程中存在相分离、颗粒团聚、活性位点不足等问题,严重影响了电池的循环稳定性和功率密度。接口工程策略可以有效地缓解这些问题。文章e70065提出了一种“纳米约束磷酸化”策略,成功合成了氮掺杂碳包覆FeP纳米颗粒(FeP - npc)催化剂。系统表征和理论计算表明它们具有优异的双功能氧电催化性能。此外,创新的FeP-N3-C界面结构设计通过调节Fe波段中心和优化反应中间体的吸附能,显著提高了锌-空气电池的长期循环稳定性和功率密度,为实现高效、低成本的金属-空气电池提供了新的途径。
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引用次数: 0
Ni, Fe Carbonates/Silicates Heterointerfaces Boosting Oxygen Evolution Reaction Ni, Fe碳酸盐/硅酸盐异质界面促进析氧反应
IF 12 Pub Date : 2025-12-29 DOI: 10.1002/cnl2.70110
Hongxin Zhao, Yifu Zhang, Yang Wang, Zhenhua Zhou, Zhixuan Han, Ziqi Ren, Tianming Lv, Xin Liu, Miao Cui, Tao Hu, Changgong Meng

Heterostructures show great potential on highly efficient electrocatalysts for oxygen evolution reaction (OER) owing to optimization of electronic structure, synergies, exposure to multiple active sites. In present work, we establish a spherical nanoflower-structured nickel-iron carbonate hydroxides/silicate hydroxides (denoted as NiFeCH/SH) with crystalline/amorphous heterostructure by a facile hydrothermal synthesis strategy. Characterization analysis confirms the controlled partial phase conversion without structural collapse, which is based on the Ni-Fe bi-metallic effect. The heterostructures under bimetallic effect provides the optimized catalyst with good electrical conductivity and abundant active sites, which makes it achieve exceptional OER performance with an ultralow overpotential of 251 mV at 10 mA cm−2 and a small Tafel slope of 31.8 mV dec−1, alongside outstanding long-term stability. The enhanced stability is originated from the protection of silicate. Density functional theory (DFT) methods reveal that the enhanced activity stems from moderate electronic structure caused by suppressing electron transition to eg orbitals of metal active sites. This work establishes a dual-regulation strategy integrating tetrahedral silicate engineering and bimetallic cooperation to simultaneously enhance OER activity and durability, offering new perspectives for designing robust alkaline water electrolysis catalysts through electronic and defect structure manipulation.

异质结构由于其优化的电子结构、协同作用、暴露于多个活性位点等优点,在高效的析氧反应电催化剂上显示出巨大的潜力。在本工作中,我们通过简单的水热合成策略建立了具有晶体/非晶异质结构的球形纳米花状结构碳酸镍铁氢氧化物/硅酸盐氢氧化物(表示为NiFeCH/SH)。表征分析证实了基于Ni-Fe双金属效应的可控部分相变无结构坍塌。双金属效应下的异质结构为优化后的催化剂提供了良好的导电性和丰富的活性位点,使其在10 mA cm−2下的过电位为251 mV, Tafel斜率为31.8 mV dec−1,具有优异的OER性能,并具有良好的长期稳定性。稳定性的增强源于硅酸盐的保护。密度泛函理论(DFT)方法表明,活性增强源于抑制金属活性位点的电子跃迁到eg轨道导致的适度电子结构。本研究建立了一种结合四面体硅酸盐工程和双金属合作的双调控策略,同时提高OER活性和耐久性,为通过电子和缺陷结构操纵设计坚固的碱性水电解催化剂提供了新的视角。
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引用次数: 0
Bougainvillea-Shaped Electrode With Dual-Functionality for Iron-Chromium Redox Flow Battery 具有双重功能的九重葛形电极用于铁铬氧化还原液流电池
IF 12 Pub Date : 2025-12-29 DOI: 10.1002/cnl2.70107
Xuan Zhou, Peiyu Han, Jie Dong, Dengyu Li, Yinping Liu, Han Yang, Yang Zhou, Qiang Wei, Chunming Xu, Quan Xu, Yingchun Niu

Iron-chromium redox flow batteries (ICRFBs) are promising for large-scale energy storage but suffer from sluggish Cr³⁺/Cr²⁺ redox kinetics and severe hydrogen evolution reaction (HER) at the anode. To address these issues, a bougainvillea-like indium-doped BiOCl nanosheet architecture on carbon cloth (C-In/BiOCl-CC) was developed as a high-performance electrode. The unique hierarchical structure was found to significantly increase the specific surface area and active sites, thereby facilitating efficient Cr ion conversion. Simultaneously, indium doping effectively suppresses HER by elevating the hydrogen evolution overpotential, while the synergistic effect between In and BiOCl enhances electronic conductivity and reduces charge transfer resistance. As a result, the electrode demonstrates a low Cr³⁺ reduction overpotential of 0.35 V at 140 mA cm⁻² and a charge transfer resistance of 0.492 Ω. The assembled ICRFB achieves an energy efficiency of 84.7% and a voltage efficiency of 86.5% at 140 mA cm⁻², while maintaining stable performance over 800 cycles with coulombic efficiency exceeding 97%. This work offers an effective electrode design strategy for high-performance and long-life ICRFBs.

铁铬氧化还原液流电池(icrfb)有望用于大规模储能,但在阳极存在缓慢的Cr³+ /Cr²+氧化还原动力学和严重的析氢反应(HER)。为了解决这些问题,在碳布上开发了一种类似三角梅的铟掺杂BiOCl纳米片结构(C-In/BiOCl- cc)作为高性能电极。发现独特的层次结构显著增加了比表面积和活性位点,从而促进了Cr离子的高效转化。同时,铟掺杂通过提高析氢过电位有效抑制了HER,而In和BiOCl之间的协同作用增强了电子导电性,降低了电荷转移电阻。结果,该电极显示出140 mA cm⁻²时的低Cr³还原过电位为0.35 V,电荷转移电阻为0.492 Ω。组装后的ICRFB在140 mA cm⁻²时的能量效率为84.7%,电压效率为86.5%,同时在800次循环中保持稳定的性能,库仑效率超过97%。这项工作为高性能和长寿命icrfb提供了一种有效的电极设计策略。
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引用次数: 0
Mechanistic Insights Into One-Pot Unsaturated Hydrocarbon Hydrogenation/Isomerization: DFT and DTW-Guided Design of Homomeric High-Density FLPs and Metal-Oxygen Electronic Regulation in Multimetal-Doped MOFs 一锅不饱和烃加氢/异构化的机理:DFT和dtws引导下的高密度FLPs设计和多金属掺杂mof中的金属-氧电子调控
IF 12 Pub Date : 2025-12-29 DOI: 10.1002/cnl2.70111
Lingjing Yu, Yuqiao Su, Yujie Guo, Hongyi Gao, Ge Wang

Efficient catalysis of unsaturated hydrocarbon hydrogenation/isomerization reactions is important for realizing sustainable chemical processes and enhancing the whole energy efficiency. However, the development of “one-pot” catalysts with high activity, excellent selectivity and outstanding stability remains a major challenge. This study presents a novel catalyst design that utilizes NU-1000 with open metal sites to enhance metal-molecule interactions and promote selective adsorption. By using a strategic multimetal doping technique Ti/Zr/Hf, homomeric high-density frustrated Lewis pairs (FLPs) architecture with different coordination metals namely M-NU-1000-X (M=Zr, Hf, Ti, X = 1~6 represented various metal combinations) were obtained. The strategic multimetal doping finely tune FLPs’ acidity/basicity and electron structure favorable for improve acid-base synergism effect and steric hindrance effect. DFT calculations reveal a mechanism that generated active hydrogen through cleaving H2 at the FLPs site then attack cycloolefin double bond selectively. The hydrogenation/isomerization mechanism was promoted greatly by catalysis effect induced by metals-based π anti-donation effect. Furthermore, we constructed a robust connection model between the calculated Gibbs free energy values of the transition state and some parameter and obtained activation energy barriers based on the descriptor model, thus significantly decreasing huge computational cost. Dynamic Time Warping (DTW) analysis reveals that the dynamic response of polarizability and LUMO energy levels is a key factor determining catalytic activity. The introduction of Ti significantly enhances these dynamic differences, while dynamic site regulation of the local coordination environment further amplifies the differentiation in catalytic performance. A novel approach has been established that integrates electronic structure properties, reaction path evolution, and energy descriptors. This opens a new gateway for developing highly efficient hydrogenation catalysts and provides innovative strategies for catalyst design.

高效催化不饱和烃加氢/异构化反应对实现化工过程的可持续发展和提高整体能源效率具有重要意义。然而,开发具有高活性、高选择性和高稳定性的“一锅”催化剂仍然是一个重大挑战。本研究提出了一种新的催化剂设计,利用开放金属位点的NU-1000来增强金属分子相互作用并促进选择性吸附。采用Ti/Zr/Hf多金属掺杂技术,获得了不同配位金属M- nu -1000-X (M=Zr, Hf, Ti, X = 1~6代表不同金属组合)的高密度受挫刘易斯对(FLPs)结构。策略性的多金属掺杂可以对FLPs的酸碱度和电子结构进行微调,有利于提高酸碱协同效应和位阻效应。DFT计算揭示了一种通过在FLPs位点裂解H2生成活性氢,然后选择性攻击环烯烃双键的机制。金属基π抗给体效应诱导的催化作用大大促进了加氢/异构化机理。此外,我们在计算得到的过渡态Gibbs自由能值与某些参数之间建立了鲁棒的连接模型,并基于描述符模型获得了活化能势垒,从而显著降低了巨大的计算成本。动态时间翘曲分析表明,极化率和LUMO能级的动态响应是决定催化活性的关键因素。Ti的引入显著增强了这些动态差异,而局部配位环境的动态位点调控进一步放大了催化性能的差异。建立了一种集成电子结构性质、反应路径演化和能量描述符的新方法。这为开发高效加氢催化剂开辟了新途径,为催化剂设计提供了创新策略。
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引用次数: 0
An Explainable Stacked Machine Learning Approach for Toluene Capture in Metal-Organic Frameworks: From Predictive Modeling to Interactive Web Platform 金属有机框架中甲苯捕获的可解释的堆叠机器学习方法:从预测建模到交互式Web平台
IF 12 Pub Date : 2025-12-29 DOI: 10.1002/cnl2.70105
Juntao Zhang, Chenhui He, Yujing Ji, Zhimeng Liu, Hongyi Gao

Metal-organic frameworks (MOFs) exhibit significant potential for the adsorption of volatile organic compounds (VOCs) due to their tunable pore structures and high specific surface areas. However, identifying high-performing MOFs within the vast structural space remains challenging, primarily due to unclear structure–performance relationships. Moreover, existing studies often overlook realistic adsorption scenarios that involve coexisting atmospheric components such as O2, N2, and water vapor, and rarely address capacity–selectivity trade-offs or conducted systematic comparisons of model performance. Herein, we developed a data-driven machine learning framework integrating multi-model comparisons, stacking ensemble modeling, and interpretability analyses for predicting the adsorption performance of MOFs for airborne toluene with high accuracy. The stacking model, comprising eight complementary base models and a multilayer perceptron (MLP) as the meta-learner, demonstrated an enhanced capability to capture complex nonlinear relationships between descriptors and performance, achieving superior predictive accuracy (R2 = 0.922, RMSE = 0.186) compared to the best-performing individual model, CatBoost (R2 = 0.890, RMSE = 0.326). Furthermore, by incorporating SHAP, PDP, and feature interaction analyses, this study elucidated the synergistic regulatory mechanisms associated with key structural descriptors. Statistical analysis further revealed that the structural parameters of high-performing MOFs exhibited significant convergence, with metal centers such as Cu and their open metal sites (OMS) quantitatively identified as critical performance-enhancing factors. Finally, the stacking model was successfully deployed as an interactive web platform that enables real-time prediction and visual interpretability of MOF performance, serving as a practical tool for the efficient screening of MOF candidates for airborne toluene adsorption.

金属-有机骨架(MOFs)由于其可调节的孔结构和高比表面积,在吸附挥发性有机化合物(VOCs)方面表现出巨大的潜力。然而,在巨大的结构空间中识别高性能mof仍然具有挑战性,主要是由于结构-性能关系不明确。此外,现有的研究往往忽略了涉及共存的大气成分(如O2、N2和水蒸气)的现实吸附情景,很少涉及容量选择性权衡或对模型性能进行系统比较。在此,我们开发了一个数据驱动的机器学习框架,集成了多模型比较、堆叠集成建模和可解释性分析,用于高精度预测mof对空气中甲苯的吸附性能。与表现最好的单个模型CatBoost (R2 = 0.890, RMSE = 0.326)相比,由8个互补的基础模型和一个多层感知器(MLP)作为元学习器组成的堆叠模型显示出捕获描述符和性能之间复杂非线性关系的增强能力,实现了更高的预测精度(R2 = 0.922, RMSE = 0.186)。此外,通过结合SHAP、PDP和特征相互作用分析,本研究阐明了与关键结构描述子相关的协同调节机制。统计分析进一步表明,高性能mof的结构参数具有显著的收敛性,金属中心(如Cu)及其开放金属位点(OMS)被定量地确定为关键的性能增强因素。最后,该叠加模型成功部署为交互式web平台,实现了MOF性能的实时预测和可视化可解释性,可作为有效筛选MOF候选物用于空气中甲苯吸附的实用工具。
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引用次数: 0
Lossless Information-Based Dimensionality Reduction of Comprehensive Features With a Deep Variational Autoencoder Enables Early-Life Prediction of Lithium-Ion Batteries 基于无损信息的综合特征降维与深度变分自编码器实现了锂离子电池的早期寿命预测
IF 12 Pub Date : 2025-12-29 DOI: 10.1002/cnl2.70097
Linjing Zhang, Zhexin Zhang, Chunxu Hou, Dinghong Chen, Caiping Zhang, Tao Zhu, Weige Zhang

Lithium-ion batteries are widely used in various fields, including electric vehicles and energy storage systems. Accurate battery life prediction is essential for effective safety management. However, acquiring sufficient aging information from limited cycle data for accurate life prediction often results in increased feature dimensionality and model complexity. To solve this problem, this paper proposes a method to achieve lossless information dimensionality reduction through the deep variational autoencoder. Based on the lithium iron phosphate battery dataset, only a limited number of cycles are utilized. A comprehensive feature set with 1519 features is constructed to capture more detailed aging characteristics from limited data. After correlation analysis, 76 high-quality features are preliminarily screened. To balance the preservation of aging information with the complexity of the subsequent network, we propose a dimensionality reduction approach that minimizes feature redundancy while retaining essential information. This method reduces the feature set to 10 key features while preserving the original aging information with minimal loss. The maximum mean square error before and after dimension reduction is 0.02139. The proposed method enables life prediction only with the support of simple machine learning method, with only a few parameters required. The adopted dimensionality reduction method offers useful guidance for high-dimensional feature processing in similar scenarios.

锂离子电池广泛应用于包括电动汽车和储能系统在内的各个领域。准确的电池寿命预测对于有效的安全管理至关重要。然而,从有限周期数据中获取足够的老化信息以进行准确的寿命预测,往往会导致特征维数和模型复杂性的增加。针对这一问题,本文提出了一种通过深度变分自编码器实现信息无损降维的方法。基于磷酸铁锂电池数据集,只利用了有限的循环次数。构建了一个包含1519个特征的综合特征集,从有限的数据中捕获更详细的老化特征。经过相关分析,初步筛选出76个优质特征。为了平衡老化信息的保存与后续网络的复杂性,我们提出了一种降维方法,在保留基本信息的同时最大限度地减少特征冗余。该方法将特征集减少到10个关键特征,同时以最小的损失保留原有的老化信息。降维前后的最大均方误差为0.02139。该方法仅在简单的机器学习方法的支持下实现寿命预测,只需要几个参数。所采用的降维方法为类似场景下的高维特征处理提供了有益的指导。
{"title":"Lossless Information-Based Dimensionality Reduction of Comprehensive Features With a Deep Variational Autoencoder Enables Early-Life Prediction of Lithium-Ion Batteries","authors":"Linjing Zhang,&nbsp;Zhexin Zhang,&nbsp;Chunxu Hou,&nbsp;Dinghong Chen,&nbsp;Caiping Zhang,&nbsp;Tao Zhu,&nbsp;Weige Zhang","doi":"10.1002/cnl2.70097","DOIUrl":"https://doi.org/10.1002/cnl2.70097","url":null,"abstract":"<p>Lithium-ion batteries are widely used in various fields, including electric vehicles and energy storage systems. Accurate battery life prediction is essential for effective safety management. However, acquiring sufficient aging information from limited cycle data for accurate life prediction often results in increased feature dimensionality and model complexity. To solve this problem, this paper proposes a method to achieve lossless information dimensionality reduction through the deep variational autoencoder. Based on the lithium iron phosphate battery dataset, only a limited number of cycles are utilized. A comprehensive feature set with 1519 features is constructed to capture more detailed aging characteristics from limited data. After correlation analysis, 76 high-quality features are preliminarily screened. To balance the preservation of aging information with the complexity of the subsequent network, we propose a dimensionality reduction approach that minimizes feature redundancy while retaining essential information. This method reduces the feature set to 10 key features while preserving the original aging information with minimal loss. The maximum mean square error before and after dimension reduction is 0.02139. The proposed method enables life prediction only with the support of simple machine learning method, with only a few parameters required. The adopted dimensionality reduction method offers useful guidance for high-dimensional feature processing in similar scenarios.</p>","PeriodicalId":100214,"journal":{"name":"Carbon Neutralization","volume":"5 1","pages":""},"PeriodicalIF":12.0,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cnl2.70097","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145887904","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}
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Carbon Neutralization
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