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Biomaterials science and surface engineering strategies for dental peri‑implantitis management
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作者 Ya-Meng Yu Yu-Pu Lu +3 位作者 Ting Zhang Yu-Feng Zheng Yun-Song Liu Dan-Dan Xia 《Military Medical Research》 2025年第3期354-392,共39页
Peri-implantitis is a bacterial infection that causes soft tissue inflammatory lesions and alveolar bone resorption,ultimately resulting in implant failure.Dental implants for clinical use barely have antibacterial pr... Peri-implantitis is a bacterial infection that causes soft tissue inflammatory lesions and alveolar bone resorption,ultimately resulting in implant failure.Dental implants for clinical use barely have antibacterial properties,and bacterial colonization and biofilm formation on the dental implants are major causes of peri-implantitis.Treatment strategies such as mechanical debridement and antibiotic therapy have been used to remove dental plaque.However,it is particularly important to prevent the occurrence of peri-implantitis rather than treatment.Therefore,the current research spot has focused on improving the antibacterial properties of dental implants,such as the construction of specific micro-nano surface texture,the introduction of diverse functional coatings,or the application of materials with intrinsic antibacterial properties.The aforementioned antibacterial surfaces can be incorporated with bioactive molecules,metallic nanoparticles,or other functional components to further enhance the osteogenic properties and accelerate the healing process.In this review,we summarize the recent developments in biomaterial science and the modification strategies applied to dental implants to inhibit biofilm formation and facilitate bone-implant integration.Furthermore,we summarized the obstacles existing in the process of laboratory research to reach the clinic products,and propose corresponding directions for future developments and research perspectives,so that to provide insights into the rational design and construction of dental implants with the aim to balance antibacterial efficacy,biological safety,and osteogenic property. 展开更多
关键词 PERI-IMPLANTITIS Dental implant Osteogenic property Antibacterial activity Anaerobic bacteria
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Cement-Based Thermoelectric Materials, Devices and Applications
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作者 Wanqiang Li Chunyu Du +1 位作者 Lirong Liang Guangming Chen 《Nano-Micro Letters》 2026年第1期750-781,共32页
Cement stands as a dominant contributor to global energy consumption and carbon emissions in the construction industry.With the upgrading of infrastructure and the improvement of building standards,traditional cement ... Cement stands as a dominant contributor to global energy consumption and carbon emissions in the construction industry.With the upgrading of infrastructure and the improvement of building standards,traditional cement fails to reconcile ecological responsibility with advanced functional performance.By incorporating tailored fillers into cement matrices,the resulting composites achieve enhanced thermoelectric(TE)conversion capabilities.These materials can harness solar radiation from building envelopes and recover waste heat from indoor thermal gradients,facilitating bidirectional energy conversion.This review offers a comprehensive and timely overview of cementbased thermoelectric materials(CTEMs),integrating material design,device fabrication,and diverse applications into a holistic perspective.It summarizes recent advancements in TE performance enhancement,encompassing fillers optimization and matrices innovation.Additionally,the review consolidates fabrication strategies and performance evaluations of cement-based thermoelectric devices(CTEDs),providing detailed discussions on their roles in monitoring and protection,energy harvesting,and smart building.We also address sustainability,durability,and lifecycle considerations of CTEMs,which are essential for real-world deployment.Finally,we outline future research directions in materials design,device engineering,and scalable manufacturing to foster the practical application of CTEMs in sustainable and intelligent infrastructure. 展开更多
关键词 Functional cement Thermoelectric materials Device structure Smart building
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Recent advances in the properties,synthesis,and applications of oriented composite phase change materials
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作者 Jun Tong Zui Tao +5 位作者 Wenjie Hou Chaoxing Yang Tiantian Yuan Huimin Liao Xiubing Huang Ge Wang 《Journal of Energy Chemistry》 2026年第1期902-944,I0020,共44页
In the context of the global energy low-carbon transition,phase change energy storage technology becomes a key technology to solve the problem of intermittent renewable energy.Oriented phase change composites(OCPCMs)r... In the context of the global energy low-carbon transition,phase change energy storage technology becomes a key technology to solve the problem of intermittent renewable energy.Oriented phase change composites(OCPCMs)receive widespread attention in practical energy storage applications due to their unique oriented thermally conductive structure,which achieves significant thermal conductivity enhancement in specific directions while retaining the high energy storage capacity of the phase change components.This review systematically summarizes the overall analysis of OCPCMs from synthesis and preparation to application scenarios in recent years.Herein,we introduce the analysis of the heat transfer mechanism of the materials and explore the advantages of the oriented structure in OCPCMs in the heat transfer behavior from a bionic perspective.We then focus on summarizing and generalizing the methods for preparing OCPCMs,giving suggestions for suitable methods according to different scenarios.Besides,we discuss the application of finite element simulation methods to the monitoring of the thermal management behavior of OCPCMs,and look into the potential future application areas of such materials.Finally,it is hoped that this review will provide guidance for the academic community in developing high-performance OCPCMs. 展开更多
关键词 Phase change materials Oriented phase change composites Oriented thermal conduction Thermal conductivity enhancements
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Indolizine-benzophenone hybrid acceptors enable TADF materials for bioimaging and photodynamic therapy in living cells
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作者 Hui Guo Wen-Wen Li +6 位作者 Mei-Yin Wu Jian-Bo Hu Jun Wang Yun Liu Yang Zou Chu-Luo Yang Kai-Lu Zheng 《Chinese Chemical Letters》 2026年第1期444-449,共6页
Thermally activated delayed fluorescence(TADF) emitters show great potential in photodynamic therapy(PDT) and bioimaging,leveraging their structural adaptability,efficient reverse intersystem crossing(RISC),robust pho... Thermally activated delayed fluorescence(TADF) emitters show great potential in photodynamic therapy(PDT) and bioimaging,leveraging their structural adaptability,efficient reverse intersystem crossing(RISC),robust photosensitizing capability,and high photoluminescence quantum yields(PLQYs).Herein,we developed a new class of donor-acceptor-donor(D-A-D)-type TADF materials by connecting the highly twisted indolizine-benzophenone electron acceptors with a series of electron donors including phenoxazine,phenothiazine and 9,9-dimethyl-9,10-dihydroacridine.These materials exhibit enhanced TADF properties,aggregation-induced emission(AIE),alongside high reactive oxygen species(ROS) generation efficiency,effectively mitigating aggregation-caused quenching observed in traditional fluorophores.Among them,IDP-p-PXZ,incorporating the phenoxazine donor,stands out with the smallest singlet-triplet splitting energy(ΔE_(ST)) and the highest spin-orbit coupling matrix elements(SOCMEs).Upon encapsulation into 1,2-distearoyl-sn-glycero-3-phosphoethanolamine-N-[methoxy(polyethylene glycol)-2000](DSPE-PEG2000) nanoparticles(NPs),IDP-p-PXZ demonstrates extended delayed fluorescence lifetimes in air,an exceptionally fast intersystem crossing(ISC) rate constant(k_(ISC)) of 3.4×10^(7)s^(-1),and a radiative rate constant(k_(r)) of 5.05×10^(6)s^(-1).These NPs exhibit superior biocompatibility,efficient cellular internalization,and potent ROS production,enabling effective simultaneous PDT and confocal fluorescence imaging in HeLa cells. 展开更多
关键词 Indolizine-benzophenone Thermally activated delayed fluorescence Aggregation-induced emission Photodynamic therapy BIOIMAGING
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Applications and challenges of biomedical polymer materials in pulmonary diseases
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作者 Dayang Xie Qiannan Cao +2 位作者 Huapan Fang Yanhui Li Huayu Tian 《Chinese Chemical Letters》 2026年第2期114-125,共12页
Pulmonary diseases have long posed a severe threat to human life and health.The incidence and mortality rates of pulmonary diseases have shown a rising trend year by year,highlighting the urgency of developing safe an... Pulmonary diseases have long posed a severe threat to human life and health.The incidence and mortality rates of pulmonary diseases have shown a rising trend year by year,highlighting the urgency of developing safe and effective therapeutic approaches.In recent years,to address the challenges faced by traditional treatment strategies for pulmonary diseases,the interdisciplinary integration has greatly promoted the rapid development of biomedical polymer materials in the field of pulmonary disease treatment.This review provides a detailed description of the structural characteristics of lung tissue,types of pulmonary diseases,traditional treatment methods,the categories and properties of biomedical polymer materials applied to pulmonary diseases.We systematically elaborate on the applications of biomedical polymer materials in the treatment of different pulmonary diseases and thoroughly discuss their functional roles in pulmonary diseases,particularly in the delivery of therapeutic agents to diseased sites,the formation of pulmonary aerosol formulations,and the facilitation of the effective accumulation of therapeutic agents.The latest research progresses of biomedical polymer materials are also introduced in pulmonary disease treatment.We have highlighted the current challenges and development opportunities of biomedical polymer materials in the treatment of pulmonary diseases,and provide future research directions for biomedical polymer materials in this field.This review will provide valuable reference for the basic research and clinical application of biomedical polymer materials in pulmonary disease treatment. 展开更多
关键词 Pulmonary disease Biomedical polymer materials Lung structure Drug delivery Treatment methods
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Engineering Light-responsive Azo-polyurethane Actuators:Integrated Self-healing and Reshaping via Synergistic Disulfide-hydrogen Bonding
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作者 Lin Zhang Ya-Nan Wang +8 位作者 Xiao-Meng Xiang Wen-Qian Liu Hao-Kai Yuan Yi-Ran Wang Bin Chen Hong-Fei Jiang Jue-Xin Zhao Lu Wang Chuan-Yong Zong 《Chinese Journal of Polymer Science》 2026年第2期485-498,I0015,共15页
Azobenzene-based polymer actuators show great promise for photoactuation owing to their unique photoisomerization behavior and tailorable molecular programmability.However,conventional systems are limited by inadequat... Azobenzene-based polymer actuators show great promise for photoactuation owing to their unique photoisomerization behavior and tailorable molecular programmability.However,conventional systems are limited by inadequate mechanical robustness,self-healing,and recyclability,hindering their practical implementation.Herein,we present a high-performance azobenzene-functionalized polyurethane(AzoPU)elastomer actuator designed via molecular engineering of photoactive azobenzene moieties and dynamic disulfide bonds.AzoPU exhibits exceptional mechanical properties with retained performance after multiple reshaping cycles,enabled by well-engineered hard-soft segments and synergistic stress dissipation from weak covalent bonds/hierarchical hydrogen bonds.It achieves over 93%self-healing efficiency at room temperature owing to the synergistic interplay of disulfide bonds in the polymer backbone and intermolecular hydrogen bonds.Furthermore,it demonstrates remarkable light-triggered actuation behavior,achieving a phototropic bending angle exceeding 180°toward the light source within 45 s.To showcase its practical potential,proof-of-concept photoactuated devices with flower-,hook-,and gripper-like and local-orientation processed strip-shaped structures were fabricated,which exhibited rapid and reversible light-triggered deformation.This study proposes a novel strategy for the development of intelligent polymeric materials that integrate light responsiveness,self-healing,and recyclability,thus holding great promise for applications in flexible electronics,smart actuators,and sustainable functional materials. 展开更多
关键词 AZOBENZENE Photoresponsive actuator POLYURETHANE Disulfide bond SELF-HEALING
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Multiscale Design of Dual-Gradient Metamaterials Using Gel-Mediated 3D-Printed Graphene Aerogels for Broadband Electromagnetic Absorption
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作者 Xiong Lv Changfeng Li +4 位作者 Ge Wang Diana Estevez Junjie Yang Qian Chen Faxiang Qin 《Nano-Micro Letters》 2026年第5期522-542,共21页
Three-dimensional(3D)-printedgraphene aerogels hold promise for electromagneticwave absorption(EWA)engineering due to itsultralow density,outstanding electromagnetic dissipationwith the flexibility and precision of ma... Three-dimensional(3D)-printedgraphene aerogels hold promise for electromagneticwave absorption(EWA)engineering due to itsultralow density,outstanding electromagnetic dissipationwith the flexibility and precision of manufacturingstrategies.However,their high conductivitycauses severe impedance mismatch,limiting EWAperformance.3D printing requirements also constrainthe dielectric properties of printable grapheneinks,hindering the integration of high-performanceabsorbers with advanced manufacturing.This studyproposes a polyacrylic acid(PAA)gel-mediated3D porous graphene oxide(GO)aerogel multiscaleregulation strategy.Precise gel content control enablesdual-gradient tuning of the rheology(Benefitingdirect ink writing(DIW))and dielectric loss(Enhancing EWA)of GO/PAA composites and reduces aerogel density(6.9 mg cm^(-3)from28.2 mg cm^(-3)).Thermal reduction decomposes PAA into amorphous carbon nanoparticles anchored on reduced graphene oxide(rGO),enhancingimpedance matching and absorption via synergistic 0D/2D interfacial polarization and conductive loss.The optimized rGO/PAA aerogelachieves a minimum reflection loss(RL)of-39.86 dB at 2.5 mm and an effective absorption bandwidth(EAB)of 8.36 GHz(9.64-18 GHz)at3.2 mm.Combining DIW and this aerogel,we design a metamaterial absorber(MA)with dual material(dielectric loss)and structural gradients.This MA exhibits an ultrawide EAB of 14 GHz(4-18 GHz)with a total thickness of 7.8 mm.This work establishes a coupled design paradigmof“composition-structure-performance,”providing an engineerable solution for developing lightweight,broadband EWA materials. 展开更多
关键词 Electromagnetic wave absorption Gel-mediated porous graphene aerogel Dual-gradient regulation Direct ink writing
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Regulation Engineering of Alkali Metal Interlayer Pillar in P2‑Type Cathode for Ultra‑High Rate and Long‑Term Cycling Sodium‑Ion Batteries
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作者 Xu Wang Zixiang Yang +7 位作者 Yujia Cai Heng Ma Jinglei Xu Rabia Khatoon Zhizhen Ye Dashuai Wang Muhammad Tariq Sajjad Jianguo Lu 《Nano-Micro Letters》 2026年第3期876-892,共17页
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 challeng... 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. 展开更多
关键词 Sodium-ion batteries Layered oxides P2-type phase Dual-site doping Regulation engineering
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Recent advances and perspectives in interface engineering of high-performance alloys
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作者 Yuan Zhu Tongbo Jiang +7 位作者 Honghui Wu Faguo Hou Xiaoye Zhou Feiyang Wang Shuize Wang Junheng Gao Haitao Zhao Chaolei Zhang 《International Journal of Minerals,Metallurgy and Materials》 2026年第1期53-67,共15页
High-performance alloys are indispensable in modern engineering because of their exceptional strength,ductility,corrosion resistance,fatigue resistance,and thermal stability,which are all significantly influenced by t... High-performance alloys are indispensable in modern engineering because of their exceptional strength,ductility,corrosion resistance,fatigue resistance,and thermal stability,which are all significantly influenced by the alloy interface structures.Despite substantial efforts,a comprehensive overview of interface engineering of high-performance alloys has not been presented so far.In this study,the interfaces in high-performance alloys,particularly grain and phase boundaries,were systematically examined,with emphasis on their crystallographic characteristics and chemical element segregations.The effects of the interfaces on the electrical conductivity,mechanical strength,toughness,hydrogen embrittlement resistance,and thermal stability of the alloys were elucidated.Moreover,correlations among various types of interfaces and advanced experimental and computational techniques were examined using big data analytics,enabling robust design strategies.Challenges currently faced in the field of interface engineering and emerging opportunities in the field are also discussed.The study results would guide the development of next-generation high-performance alloys. 展开更多
关键词 interface engineering crystallographic boundary chemical boundary alloy design
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From microstructure to performance optimization:Innovative applications of computer vision in materials science
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作者 Chunyu Guo Xiangyu Tang +10 位作者 Yu’e Chen Changyou Gao Qinglin Shan Heyi Wei Xusheng Liu Chuncheng Lu Meixia Fu Enhui Wang Xinhong Liu Xinmei Hou Yanglong Hou 《International Journal of Minerals,Metallurgy and Materials》 2026年第1期94-115,共22页
The rapid advancements in computer vision(CV)technology have transformed the traditional approaches to material microstructure analysis.This review outlines the history of CV and explores the applications of deep-lear... The rapid advancements in computer vision(CV)technology have transformed the traditional approaches to material microstructure analysis.This review outlines the history of CV and explores the applications of deep-learning(DL)-driven CV in four key areas of materials science:microstructure-based performance prediction,microstructure information generation,microstructure defect detection,and crystal structure-based property prediction.The CV has significantly reduced the cost of traditional experimental methods used in material performance prediction.Moreover,recent progress made in generating microstructure images and detecting microstructural defects using CV has led to increased efficiency and reliability in material performance assessments.The DL-driven CV models can accelerate the design of new materials with optimized performance by integrating predictions based on both crystal and microstructural data,thereby allowing for the discovery and innovation of next-generation materials.Finally,the review provides insights into the rapid interdisciplinary developments in the field of materials science and future prospects. 展开更多
关键词 MICROSTRUCTURE deep learning computer vision performance prediction image generation
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Roadmap on sustainable materials and technologies
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作者 Jing Guo Chunhui Luo +49 位作者 Peng Li Mao Ye Zhihua Qiao Yubo Wu Huiqin Hu Xubiao Luo Liming Yang Yulin Cai Pengwei Li Kai Zhu Cheng Fu Bing Yu Yueying Chen Shichang Wang Ting Wang Chongchong Qi Zirou Liu Dongmei Huang Zengxi Wei Fangxin Mao Yi Wei Caining Wen Chao Han Bo Weng Han Feng Junming Hong Jing Wu Yu Xiao Guang Liu Linlin Song Rongzheng Ren Zhenhua Wang Long Kong Huaifang Shang Lihua Wang Yongzhi Chen Changjie Ou Huijun Yang Xiaoyu Liu Jin Yi Siwu Li Chuang Yu Yanhui Cao Zhong Wu Yida Deng Wenbin Hu Jianjian Zhong Xiong Zhang Yanwei Ma Jianmin Ma 《Chinese Chemical Letters》 2026年第2期19-56,共38页
Sustainable development for our life is important task,which is driven by key materials and technologies.In this roadmap,we discuss three main aspects in addressing environmental questions,green chemical processes and... Sustainable development for our life is important task,which is driven by key materials and technologies.In this roadmap,we discuss three main aspects in addressing environmental questions,green chemical processes and energy challenges.They are included,such as gas treatment and separation,wastewater treatment,waste gas treatment,solid waste treatment,lithium extraction,hydrogen production,water splitting,CO_(2) reduction,photocatalytic clean technologies,plastic degradation,fuel cells,lithium batteries,sodium batteries,aqueous batteries,solid state batteries,metal air batteries and supercapacitors.Their status,challenges,progress and future perspectives are also discussed.We hope that this paper can give clear views on sustainable development in materials and technologies. 展开更多
关键词 Gas treatment and separation Waste treatment Lithium extraction Catalytic clean technologies Plastic degradation Batteries SUPERCAPACITORS
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Hydrogel Electrolytes for Zinc-Ion Batteries:Materials Design,Functional Strategies,and Future Perspectives
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作者 Zhengchu Zhang Yongbiao Mu +8 位作者 Lijuan Xiao Hengyuan Hu Tao Xue Limin Zang Eiichi Sakai Meisheng Han Chao Yang Lin Zeng Jianhui 《Nano-Micro Letters》 2026年第4期787-830,共44页
With the escalating demand for safe,sustainable,and high-performance energy storage systems,hydrogel electrolytes have emerged as promising alternatives to conventional liquid electrolytes in zinc-ion batteries.By int... With the escalating demand for safe,sustainable,and high-performance energy storage systems,hydrogel electrolytes have emerged as promising alternatives to conventional liquid electrolytes in zinc-ion batteries.By integrating the high ionic conductivity of liquid electrolytes with the mechanical robustness of solid frameworks,hydrogel electrolytes offer distinct advantages in suppressing zinc dendrite formation,enhancing interfacial stability,and enabling reliable operation under extreme environmental conditions.This review systematically summarizes the fundamental characteristics and design criteria of hydrogel electrolytes,including mechanical flexibility,ionic transport capabilities,and environmental adaptability.It further explores various compositional design strategies involving natural polymers,synthetic polymers,and composite systems,as well as the incorporation of electrolyte salts and functional additives.In addition,recent advances in functional optimization,such as anti-freezing properties,self-healing abilities,thermal responsiveness,and biocompatibility,are comprehensively discussed.Finally,the review outlines the current challenges and proposes potential directions for future research. 展开更多
关键词 Zinc-ion batteries Hydrogel electrolytes Dendrite growth Functional optimization strategy
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Emerging Role of 2D Materials in Photovoltaics:Efficiency Enhancement and Future Perspectives
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作者 Ghulam Dastgeer Muhammad Wajid Zulfiqar +7 位作者 Sobia Nisar Rimsha Zulfiqar Muhammad Imran Swagata Panchanan Subhajit Dutta Kamran Akbar Alberto Vomiero Zhiming Wang 《Nano-Micro Letters》 2026年第1期843-895,共53页
The growing global energy demand and worsening climate change highlight the urgent need for clean,efficient and sustainable energy solutions.Among emerging technologies,atomically thin two-dimensional(2D)materials off... The growing global energy demand and worsening climate change highlight the urgent need for clean,efficient and sustainable energy solutions.Among emerging technologies,atomically thin two-dimensional(2D)materials offer unique advantages in photovoltaics due to their tunable optoelectronic properties,high surface area and efficient charge transport capabilities.This review explores recent progress in photovoltaics incorporating 2D materials,focusing on their application as hole and electron transport layers to optimize bandgap alignment,enhance carrier mobility and improve chemical stability.A comprehensive analysis is presented on perovskite solar cells utilizing 2D materials,with a particular focus on strategies to enhance crystallization,passivate defects and improve overall cell efficiency.Additionally,the application of 2D materials in organic solar cells is examined,particularly for reducing recombination losses and enhancing charge extraction through work function modification.Their impact on dye-sensitized solar cells,including catalytic activity and counter electrode performance,is also explored.Finally,the review outlines key challenges,material limitations and performance metrics,offering insight into the future development of nextgeneration photovoltaic devices encouraged by 2D materials. 展开更多
关键词 2D materials Photovoltaics Interface engineering Work function tuning Energy harvesting
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Corrigendum to“Grain boundary plasticity and twinning plasticity can be strongly coupled”[Journal of Materials Science&Technology,Volume 225,21 December 2024,Pages 309-319]
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作者 Yingbin Chen Xiaohong Shao +1 位作者 Ze Zhang Jiangwei Wang 《Journal of Materials Science & Technology》 2025年第36期330-330,共1页
The authors regret for the missing of copyright attributions in the captions of Fig.1(d)and Fig.7 in the original publication.Please note the corrections do not affect the experimental results and conclusions.In the o... The authors regret for the missing of copyright attributions in the captions of Fig.1(d)and Fig.7 in the original publication.Please note the corrections do not affect the experimental results and conclusions.In the originally published article,Fig.1(d)and Fig.7 were adapted from previously published figures in the cited literature. 展开更多
关键词 CORRECTIONS twinning plasticity copyright attributions grain boundary plasticity
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Reinforcement Learning in Materials Science:Recent Advances,Methodologies and Applications
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作者 Jiaye Li Xinyuan Zhang +7 位作者 Chunlei Shang Xing Ran Zhe Wang Chengjiang Tang Xiaohang Zhang Mingshuo Nie Wei Xu Xin Lu 《Acta Metallurgica Sinica(English Letters)》 2025年第12期2077-2101,共25页
In the era of big data,reinforcement learning(RL)has emerged as a powerful data-driven optimization approach in materials science,enabling unprecedented advances in material design and performance improvement.Unlike t... In the era of big data,reinforcement learning(RL)has emerged as a powerful data-driven optimization approach in materials science,enabling unprecedented advances in material design and performance improvement.Unlike traditional trial-and-error and physics-based approaches,RL agents autonomously identify optimal strategies across high-dimensional and dynamic design spaces by iterative interactions with complex environments.This capability makes RL especially effective for target optimization and sequential decision-making in challenging materials science problems.In this review,we present a comprehensive overview of fundamental RL algorithms,including Q-learning,deep Q-networks(DQN),actor-critic methods,and deep deterministic policy gradient(DDPG).Then,the core mechanisms,advantages,limitations,and representative applications of RL in materials discovery,property optimization,process control,and manufacturing are discussed systematically.Lastly,key future research directions and opportunities are outlined.The perspectives presented herein aim to foster interdisciplinary collaboration and drive innovation at the frontier of AI‑driven materials science. 展开更多
关键词 Reinforcement learning DATA-DRIVEN Objective optimization Material design Material application
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Special Issue for the School of Materials Science and Engineering at Southeast University
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作者 ZHENGMING SUN 《Research》 CSCD 2024年第4期1-1,共1页
The School of Materials Science and Engineering at Southeast University is nestled along the scenic Jiulong Lake in Nanjing,south of the Yangtze River and west of the Zhongshan Mountains.As early as 1928,Southeast Uni... The School of Materials Science and Engineering at Southeast University is nestled along the scenic Jiulong Lake in Nanjing,south of the Yangtze River and west of the Zhongshan Mountains.As early as 1928,Southeast University(then known as National Central University)introduced undergraduate majors in engineering materials,as well as casting and forging materials.To advance materials science,the university established the Department of Materials Science and Engineering in December 1984,building upon the foundations of metal materials and heat treatment.Over time,majors such as Civil Engineering Materials from the Civil Engineering Department and Advanced Materials Processing from the Mechanical Engineering Department were integrated into this new department.In 2006,the department evolved into the School of Materials Science and Engineering,and in 2017,its Materials Science discipline was recognized as a“Double First-Class”national initiative. 展开更多
关键词 materials. SOUTHEAST YANGTZE
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Carbon-based porous materials for performance-enhanced composite phase change materials in thermal energy storage:Materials,fabrication and applications 被引量:5
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作者 Lei Hu Li Zhang +4 位作者 Wei Cui Qinyou An Ting Ma Qiuwang Wang Liqiang Mai 《Journal of Materials Science & Technology》 2025年第7期204-226,共23页
Latent heat thermal energy storage(TES)effectively reduces the mismatch between energy supply and demand of renewable energy sources by the utilization of phase change materials(PCMs).However,the low thermal conductiv... Latent heat thermal energy storage(TES)effectively reduces the mismatch between energy supply and demand of renewable energy sources by the utilization of phase change materials(PCMs).However,the low thermal conductivity and poor shape stability are the main drawbacks in realizing the large-scale application of PCMs.Promisingly,developing composite PCM(CPCM)based on porous supporting mate-rial provides a desirable solution to obtain performance-enhanced PCMs with improved effective thermal conductivity and shape stability.Among all the porous matrixes as supports for PCM,three-dimensional carbon-based porous supporting material has attracted considerable attention ascribing to its high ther-mal conductivity,desirable loading capacity of PCMs,and excellent chemical compatibility with various PCMs.Therefore,this work systemically reviews the CPCMs with three-dimensional carbon-based porous supporting materials.First,a concise rule for the fabrication of CPCMs is illustrated in detail.Next,the experimental and computational research of carbon nanotube-based support,graphene-based support,graphite-based support and amorphous carbon-based support are reviewed.Then,the applications of the shape-stabilized CPCMs including thermal management and thermal conversion are illustrated.Last but not least,the challenges and prospects of the CPCMs are discussed.To conclude,introducing carbon-based porous materials can solve the liquid leakage issue and essentially improve the thermal conductivity of PCMs.However,there is still a long way to further develop a desirable CPCM with higher latent heat capacity,higher thermal conductivity,and more excellent shape stability. 展开更多
关键词 Thermal energy storage Phase change material Supporting material Carbon-based material Thermal conductivity Shape-stabilized composite
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Electromagnetic wave absorption and corrosion resistance performance of carbon nanoclusters/Ce-Mn codoped barium ferrite composite materials 被引量:3
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作者 Bo Li Lin Ma +7 位作者 Sinan Li Jiewu Cui Xiaohui Liang Wei Sun Pengjie Zhang Nan Huang Song Ma Zhidong Zhang 《International Journal of Minerals,Metallurgy and Materials》 2025年第3期699-709,共11页
To realize the application of electromagnetic wave absorption(EWA)devices in humid marine environments,bifunctional EWA materials with better EWA capacities and anticorrosion properties have great exploration signific... To realize the application of electromagnetic wave absorption(EWA)devices in humid marine environments,bifunctional EWA materials with better EWA capacities and anticorrosion properties have great exploration significance and systematic research re-quirements.By utilizing the low-cost and excellent magnetic and stable chemical characteristics of barium ferrite(BaFe_(12)O_(19))and using the high dielectric loss and excellent chemical inertia of nanocarbon clusters,a new type of nanocomposites with carbon nanoclusters en-capsulating BaFe_(12)O_(19)was designed and synthesized by combining an impregnation method and a high-temperature calcination strategy.Furthermore,Ce-Mn ions were introduced into the BaFe_(12)O_(19)lattice to improve the dielectric and magnetic properties of BaFe_(12)O_(19)cores significantly,and the energy band structure of the doped lattice and the orders of Ce replacing Fe sites were calculated.Benefiting from Ce-Mn ion doping and carbon nanocluster encapsulation,the composite material exhibited excellent dual functionality of corrosion resist-ance and EWA.When BaCe_(0.2)Mn_(0.3)Fe_(11.5)O_(19)-C(BCM-C)was calcined at 600°C,the minimum reflection loss of-20.1 dB was achieved at 14.43 GHz.The Ku band’s effective absorption bandwidth of 4.25 GHz was achieved at an absorber thickness of only 1.3 mm.The BCM-C/polydimethylsiloxane coating had excellent corrosion resistance in the simulated marine environment(3.5wt%NaCl solution).The|Z|0.01Hz value of BCM-C remained at 106Ω·cm^(2)after 12 soaking days.The successful preparation of the BaFe_(12)O_(19)composite en-capsulated with carbon nanoclusters provides new insights into the preparation of multifunctional absorbent materials and the fabrication of absorbent devices applied in humid marine environments in the future. 展开更多
关键词 electromagnetic wave absorption ANTICORROSION barium ferrite cerium and manganese doping carbon nanoclusters
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Performance and electromagnetic mechanism of radar-and infraredcompatible stealth materials based on photonic crystals 被引量:3
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作者 Yanming Liu Xuan Yang +3 位作者 Lixin Xuan Weiwei Men Xiao Wu Yuping Duan 《International Journal of Minerals,Metallurgy and Materials》 2025年第3期710-717,共8页
Traditional stealth materials do not fulfill the requirements of high absorption for radar waves and low emissivity for infrared waves.Furthermore,they can be detected by various technologies,considerably threatening ... Traditional stealth materials do not fulfill the requirements of high absorption for radar waves and low emissivity for infrared waves.Furthermore,they can be detected by various technologies,considerably threatening weapon safety.Therefore,a stealth material compatible with radar and infrared was designed based on the photonic bandgap characteristics of photonic crystals.The radar stealth lay-er(bottom layer)is a composite of carbonyl iron/silicon dioxide/epoxy resin,and the infrared stealth layer(top layer)is a 1D photonic crystal with alternately and periodically stacked germanium and silicon nitride.Through composition optimization and structural adjust-ment,the effective absorption bandwidth of the compatible stealth material with a reflection loss of less than-10 dB has reached 4.95 GHz.The average infrared emissivity of the proposed design is 0.1063,indicating good stealth performance.The theoretical analysis proves that photonic crystals with this structural design can produce infrared waves within the photonic bandgap,achieving high radar wave transmittance and low infrared emissivity.Infrared stealth is achieved without affecting the absorption performance of the radar stealth layer,and the conflict between radar and infrared stealth performance is resolved.This work aims to promote the application of photonic crystals in compatible stealth materials and the development of stealth technology and to provide a design and theoretical found-ation for related experiments and research. 展开更多
关键词 microwave absorption infrared stealth photonic crystal compatible stealth
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Morphological Engineering of Sensing Materials for Flexible Pressure Sensors and Artificial Intelligence Applications 被引量:23
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作者 Zhengya Shi Lingxian Meng +6 位作者 Xinlei Shi Hongpeng Li Juzhong Zhang Qingqing Sun Xuying Liu Jinzhou Chen Shuiren Liu 《Nano-Micro Letters》 SCIE EI CAS CSCD 2022年第9期1-48,共48页
As an indispensable branch of wearable electronics,flexible pressure sensors are gaining tremendous attention due to their extensive applications in health monitoring,human-machine interaction,artificial intelligence,... As an indispensable branch of wearable electronics,flexible pressure sensors are gaining tremendous attention due to their extensive applications in health monitoring,human-machine interaction,artificial intelligence,the internet of things,and other fields.In recent years,highly flexible and wearable pressure sensors have been developed using various materials/structures and transduction mechanisms.Morphological engineering of sensing materials at the nanometer and micrometer scales is crucial to obtaining superior sensor performance.This review focuses on the rapid development of morphological engineering technologies for flexible pressure sensors.We discuss different architectures and morphological designs of sensing materials to achieve high performance,including high sensitivity,broad working range,stable sensing,low hysteresis,high transparency,and directional or selective sensing.Additionally,the general fabrication techniques are summarized,including self-assembly,patterning,and auxiliary synthesis methods.Furthermore,we present the emerging applications of high-performing microengineered pressure sensors in healthcare,smart homes,digital sports,security monitoring,and machine learning-enabled computational sensing platform.Finally,the potential challenges and prospects for the future developments of pressure sensors are discussed comprehensively. 展开更多
关键词 Flexible pressure sensor Morphological engineering Sensing performance Manufacturing technique Artificial intelligence
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