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基于MATLAB App Designer的数字岩心建模软件设计与开发
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作者 左艳彤 邢兰昌 +1 位作者 贾宁洪 刘宝 《计算机测量与控制》 2026年第1期235-243,共9页
为解决现有商用数字岩心建模软件功能可扩展性弱、成本高等问题,文章基于MATLAB App Designer工具开发了一款集成化的数字岩心建模软件,该软件包括图像处理、图像分析和孔隙网络提取等三大功能模块;图像处理模块集成了中值滤波、高斯滤... 为解决现有商用数字岩心建模软件功能可扩展性弱、成本高等问题,文章基于MATLAB App Designer工具开发了一款集成化的数字岩心建模软件,该软件包括图像处理、图像分析和孔隙网络提取等三大功能模块;图像处理模块集成了中值滤波、高斯滤波、SUSAN平滑、图像锐化及阈值分割等多种图像处理算法;图像分析模块采用多平面切片与序列叠加方法、借助三维交互技术实现了岩心结构的三维可视化、切面展示与旋转浏览;孔隙网络提取模块采用最大球法提取孔隙网络,从而获取配位数、孔隙半径、孔隙体积等关键结构参数,利用直方图对结构参数分布进行统计分析;利用典型岩心样本对所开发的软件进行功能测试,结果表明:该软件功能集成度高、界面友好、操作简便,能够有效提升图像质量、对岩心图像进行三维可视化展示以及准确提取三维岩心的孔隙网络结构特征;软件具备良好的可扩展性和二次开发潜力,为后续开发数字岩心电学、声学、核磁共振等响应的数值仿真模块提供了前提。 展开更多
关键词 数字岩心 MATLAB App designer 图像处理 图像分析 孔隙网络提取
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Structural designs and mechanism insights into electrocatalytic oxidation of 5-hydroxymethylfurfural 被引量:1
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作者 Jing Lei Huijie Zhang +4 位作者 Jian Yang Jia Ran Jiqiang Ning Haiyan Wang Yong Hu 《Journal of Energy Chemistry》 2025年第1期792-814,共23页
Biomass conversion offers an efficient approach to alleviate the energy and environmental issues.Electrochemical oxidation of 5-hydroxymethylfurfural(HMF)has attracted tremendous attention in the latest few years for ... Biomass conversion offers an efficient approach to alleviate the energy and environmental issues.Electrochemical oxidation of 5-hydroxymethylfurfural(HMF)has attracted tremendous attention in the latest few years for the mild synthesis conditions and high conversion efficiency to obtain 2,5-furan dicarboxylic acid(FDCA),but there still remain problems such as limited yield,short cycle life,and ambiguous reaction mechanism.Despite many reviews highlighting a variety of electrocatalysts for electrochemical oxidation of HMF,a detailed discussion of the structural modulation of catalyst and the underlying catalytic mechanism is still lacking.We herein provide a comprehensive summary of the recent development of electrochemical oxidation of HMF to FDCA,particularly focusing on the mechanism studies as well as the advanced strategies developed to regulate the structure and optimize the performance of the electrocatalysts,including heterointerface construction,defect engineering,single-atom engineering,and in situ reconstruction.Experimental characterization techniques and theoretical calculation methods for mechanism and active site studies are elaborated,and challenges and future directions of electrochemical oxidation of HMF are also prospected.This review will provide guidance for designing advanced catalysts and deepening the understanding of the reaction mechanism beneath electrochemical oxidation of HMF to FDCA. 展开更多
关键词 Electrochemical oxidation of 5- HYDROXYMETHYLFURFURAL 2 5-Furan dicarboxylic acid Structural design MECHANISM ELECTROCATALYSTS
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Constructing Optimal Baseline Designs from Regular Designs
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作者 Shiyu Li 《Open Journal of Applied Sciences》 2025年第2期463-479,共17页
This paper delves into the baseline design under the baseline parameterization model in experimental design, focusing on the relationship between the K-aberration criterion and the word length pattern (WLP) of regular... This paper delves into the baseline design under the baseline parameterization model in experimental design, focusing on the relationship between the K-aberration criterion and the word length pattern (WLP) of regular two-level designs. The paper provides a detailed analysis of the relationship between K5and the WLP for regular two-level designs with resolution t=3, and proposes corresponding theoretical results. These results not only theoretically reveal the connection between the orthogonal parameterization model and the baseline parameterization model but also provide theoretical support for finding the K-aberration optimal regular two-level baseline designs. It demonstrates how to apply these theories to evaluate and select the optimal experimental designs. In practical applications, experimental designers can utilize the theoretical results of this paper to quickly assess and select regular two-level baseline designs with minimal K-aberration by analyzing the WLP of the experimental design. This allows for the identification of key factors that significantly affect the experimental outcomes without frequently changing the factor levels, thereby maximizing the benefits of the experiment. 展开更多
关键词 Baseline Parameterization K-Aberration Criterion Regular design Word Length Pattern
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The Labubu E#ect Chinese designer toys are sparking a global craze with bold designs and cultural flair
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作者 XU YING 《ChinAfrica》 2025年第11期56-57,共2页
Labubu has become a global star,from Paris and New York to London and Milan.These charming figurines from Chinese toy manufacturer Pop Mart,with their soft fur,expressive eyes,pointed teeth and rabbit ears,have captiv... Labubu has become a global star,from Paris and New York to London and Milan.These charming figurines from Chinese toy manufacturer Pop Mart,with their soft fur,expressive eyes,pointed teeth and rabbit ears,have captivated buyers both in shops and online. 展开更多
关键词 Chinese designer toys soft fur expressive eyes global craze cultural flair figurines labubu bold designs
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Secure beamforming designs for maximizing secrecy sum rate in MISO-NOMA networks
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作者 Yanbo Zhang Zheng Yang +5 位作者 Jingjing Cui Xianfu Lei Yi Wu Jun Zhang Chao Fang Zhiguo Ding 《Digital Communications and Networks》 2025年第1期83-91,共9页
In this paper,the application of Non-Orthogonal Multiple Access(NOMA)is investigated in a multiple-input single-output network consisting of multiple legitimate users and a potential eavesdropper.To support secure tra... In this paper,the application of Non-Orthogonal Multiple Access(NOMA)is investigated in a multiple-input single-output network consisting of multiple legitimate users and a potential eavesdropper.To support secure transmissions from legitimate users,two NOMA Secrecy Sum Rate Transmit Beam Forming(NOMA-SSR-TBF)schemes are proposed to maximise the SSR of a Base Station(BS)with sufficient and insufficient transmit power.For BS with sufficient transmit power,an artificial jamming beamforming design scheme is proposed to disrupt the potential eavesdropping without impacting the legitimate transmissions.In addition,for BS with insufficient transmit power,a modified successive interference cancellation decoding sequence is used to reduce the impact of artificial jamming on legitimate transmissions.More specifically,iterative algorithm for the successive convex approximation are provided to jointly optimise the vectors of transmit beamforming and artificial jamming.Experimental results demonstrate that the proposed NOMA-SSR-TBF schemes outperforms the existing works,such as the maximized artificial jamming power scheme,the maximized artificial jamming power scheme with artificial jamming beamforming design and maximized secrecy sum rate scheme without artificial jamming beamforming design. 展开更多
关键词 NOMA Secure transmission Artificial jamming Beamforming design
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Lattice point partition designs for experiments with mixture
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作者 LI Jun-peng LI Guang-hui ZHANG Chong-qi 《Applied Mathematics(A Journal of Chinese Universities)》 2025年第3期725-740,共16页
The upper bound on the model error will be decreased when the mean square error and the maximum distance deviation are sufficiently small in the uniform designs for mixture experiments and the design is more robust fo... The upper bound on the model error will be decreased when the mean square error and the maximum distance deviation are sufficiently small in the uniform designs for mixture experiments and the design is more robust for the model.However,the analytical expressions of MSED and MD are currently only available in the hypercube,but both types of deviations in other studies are just approximations.Although it can obtain good approximations in the low-dimensional case,the calculation will be more complicated for an experiment with more variables.Therefore,in this paper,an algorithm based on lattice point partitioning design is proposed to obtain the analytical expression of the MSED and MD in the region covered by the lattice points.Furthermore,the design’s optimality is considered and illustrated by examples under the same uniformity. 展开更多
关键词 Lattice point set D-OPTIMALITY uniform design mixture experiments
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Biomechanical Study of Different Scaffold Designs for Reconstructing a Traumatic Distal Femur Defect Using Patient-Specific Computational Modeling
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作者 Hsien-Tsung Lu Ching-Chi Hsu +1 位作者 Qi-Quan Jian Wei-Ting Chen 《Computer Modeling in Engineering & Sciences》 2025年第2期1883-1898,共16页
Reconstruction of a traumatic distal femur defect remains a therapeutic challenge.Bone defect implants have been proposed to substitute the bone defect,and their biomechanical performances can be analyzed via a numeri... Reconstruction of a traumatic distal femur defect remains a therapeutic challenge.Bone defect implants have been proposed to substitute the bone defect,and their biomechanical performances can be analyzed via a numerical approach.However,the material assumptions for past computational human femur simulations were mainly homogeneous.Thus,this study aimed to design and analyze scaffolds for reconstructing the distal femur defect using a patient-specific finite element modeling technique.A three-dimensional finite element model of the human femur with accurate geometry and material distribution was developed using the finite element method and material mapping technique.An intact femur and a distal femur defect model treated with nine microstructure scaffolds and two solid scaffolds were investigated and compared under a single-leg stance loading.The results showed that the metal solid scaffold design could provide the most stable fixation for reconstructing the distal femur defect.However,the fixation stability was affected by various microstructure designs and pillar diameters.A microstructure scaffold can be designed to satisfy all the biomechanical indexes,opening up future possibilities for more stable reconstructions.A three-dimensional finite element model of the femur with real bone geometry and bone material distribution can be developed,and this patient-specific femur model can be used for studying other femoral fractures or injuries,paving the way for more comprehensive research in the field.Besides,this patient-specific finite element modeling technique can also be applied to developing other human or animal bone models,expanding the scope of biomechanical research. 展开更多
关键词 Patient-specific modeling distal femur bone defect microstructure design finite element analysis
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Heimtextil 2026 strengthens the global home textile industry with trends,designs and AI technologies
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《China Textile》 2025年第6期50-51,共2页
With an optimised hall layout,progressive design collaborations,inspiring trends and AIdriven innovations,Heimtextil 2026 reacts to the current market situation–and offers the industry a reliable constant in challeng... With an optimised hall layout,progressive design collaborations,inspiring trends and AIdriven innovations,Heimtextil 2026 reacts to the current market situation–and offers the industry a reliable constant in challenging times.Under the motto‘Lead the Change’,the leading trade fair for home and contract textiles and textile design shows how challenges can be turned into opportunities.From 13 to 16 January,more than 3,100 exhibitors from 65 countries will provide a comprehensive market overview with new collections and textile solutions.As a knowledge hub,Heimtextil delivers new strategies and concrete solutions for future business success. 展开更多
关键词 hall layout HEIMTEXTIL textile design contract textiles home textiles AI technologies TRENDS optimised hall layoutprogressive
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The Ecological Code of Landscape Cities:Traditional Feng Shui Patterns for Modern Sustainable Spatial Designs
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作者 Bowen Dong 《Journal of Architectural Research and Development》 2025年第2期14-21,共8页
The traditional Feng Shui pattern embodies rich ecological wisdom and philosophical thoughts,which are of great significance to the modern sustainable space design.The core concepts of Feng Shui patterns from traditio... The traditional Feng Shui pattern embodies rich ecological wisdom and philosophical thoughts,which are of great significance to the modern sustainable space design.The core concepts of Feng Shui patterns from traditional civilization can provide a theoretical foundation and research framework for this study.By integrating these principles,such as“hiding the wind and gathering the Qi”and“backing the mountain and facing the water”,a functional relationship between urban structures can be established.This approach can help optimize the spatial layout of urban elements,minimize energy consumption,and enhance environmental comfort.It also examines the influence of the ShanShui City pattern in traditional Feng Shui on guiding the development of modern urban ecological networks,as well as its role in protecting and restoring biodiversity through ecological corridors and ecological nodes.The modern urban design of traditional Feng Shui culture focuses on the inheritance and innovation of riotous things and the combination of traditional Feng Shui concepts and modern design concepts to form ecological spaces with cultural connotation.This paper hopes to give some inspiration or methods for contemporary urban design and to reconcile the relationship between human and nature through these thoughts. 展开更多
关键词 ShanShui City Ecological code Traditional Feng Shui pattern Modern sustainable space design Ecological balance
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基于OpenRoads Designer的桥梁下部结构设计应用研究
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作者 李昊 胡霜 《四川建材》 2026年第1期115-119,共5页
为积极推动BIM技术在我国桥梁工程领域的发展和落地应用,研究将桥梁下部结构的参数化设计与快速建模作为切入点。以Bentley平台为基础,以中国公路桥梁设计规范为依据,对OpenRoads Designer软件进行二次开发。通过分析当前桥梁建模软件... 为积极推动BIM技术在我国桥梁工程领域的发展和落地应用,研究将桥梁下部结构的参数化设计与快速建模作为切入点。以Bentley平台为基础,以中国公路桥梁设计规范为依据,对OpenRoads Designer软件进行二次开发。通过分析当前桥梁建模软件的现状及不足,系统阐述二次开发技术路线、参数化设计理念以及下部结构批量化布置方法。结合实际工程案例验证表明,该二次开发成果显著提升桥梁下部结构建模效率与准确性,为桥梁工程BIM技术的持续深化应用提供实践参考。 展开更多
关键词 BIM OpenRoads designer 二次开发 桥梁下部结构 参数化设计
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Interface management on high speed two:managing multiple complex interfaces in the design and construction of high speed railway infrastructure in the United Kingdom
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作者 Hudson Taivo Hitesh Shantilal Mistry 《Railway Sciences》 2026年第1期1-28,共28页
Purpose-Interface management is the process of managing communications,responsibilities and coordination of project parties,phases or physical entities which are dependent on one another.Interface management is a cruc... Purpose-Interface management is the process of managing communications,responsibilities and coordination of project parties,phases or physical entities which are dependent on one another.Interface management is a crucial part of managing any construction project-but particularly important for high-speed railway projects that often have several contractual parties and stakeholders,very long project timelines and huge upfront cost overlays.This paper discusses how various project interfaces were managed during the design and construction of the civil engineering infrastructure for the High Speed Two(HS2)project in the United Kingdom.Design/methodology/approach-The paper uses the case study methodology.Key interfaces on the HS2 project are grouped into various categories and the paper discusses how they were managed within the Area North Integrated Project Team(IPT)of the HS2 project made up of contractor Balfour Beatty VINCI(BBV),the Mott MacDonald SYSTRA Design Joint Venture(DJV)and client HS2 Ltd.3 different case studies drawn from across the IPT are used,each of them highlighting different interfaces and how these interfaces were managed.Findings-The paper shows how innovative technical designs and modern methods of construction were used to address some of the unique and peculiar challenges of designing a brand-new railway in the United Kingdom.Addressing the contrasting and often competing requirements of different stakeholders,coupled with challenging physical constraints of the very limited land available for the project and the use of a rarely used Act of Parliament in the delivery of the project required different approach to interface management.Collaboration and proactive stakeholder engagement are necessary for successful interface management on megaprojects.The authors posit that adopting an integrated approach to engineering and construction management is an essential ingredient for the successful delivery of high-speed railway projects.Originality/value-With many high-speed railway projects around the world coming up in the next few years,understanding the context and challenges for each country will help engineering and design managers adopt appropriate approaches for their projects.The lessons learned on the HS2 project are also transferable to other mega infrastructure projects with complex project interfaces. 展开更多
关键词 Interface management design management design constraints Project management
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少数民族文化在现代设计中的转译——以国际A’Design获奖作品为例
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作者 张卫伟 张阳阳 《绿色包装》 2026年第2期102-105,117,共5页
本文探讨少数民族文化在现代设计中的有效转译,聚焦国际A’Design奖获奖作品的创新实践。通过案例分析,研究揭示设计师如何运用文化多样性理论,将传统文化元素融合现代设计语言,实现文化内涵与当代表达的统一。结果显示,此类设计不仅强... 本文探讨少数民族文化在现代设计中的有效转译,聚焦国际A’Design奖获奖作品的创新实践。通过案例分析,研究揭示设计师如何运用文化多样性理论,将传统文化元素融合现代设计语言,实现文化内涵与当代表达的统一。结果显示,此类设计不仅强化文化认同与用户体验,也可提升产品市场竞争力。研究强调文化转译对推动设计创新、增强文化自信及维护文化多样性的理论与实践价值,并提出未来跨学科融合与文化深层挖掘的研究方向。 展开更多
关键词 少数民族文化 现代设计 A’design 文化转译
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Progress in MOF-based catalyst design and reaction mechanisms for CO_(2)hydrogenation to methanol
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作者 YU Zhifu JIANG Lei WU Mingbo 《燃料化学学报(中英文)》 北大核心 2026年第1期146-162,共17页
Against the backdrop of escalating global climate change and energy crises,the resource utilization of carbon dioxide(CO_(2)),a major greenhouse gas,has become a crucial pathway for achieving carbon peaking and carbon... Against the backdrop of escalating global climate change and energy crises,the resource utilization of carbon dioxide(CO_(2)),a major greenhouse gas,has become a crucial pathway for achieving carbon peaking and carbon neutrality goals.The hydrogenation of CO_(2)to methanol not only enables carbon sequestration and recycling,but also provides a route to produce high value-added fuels and basic chemical feedstocks,holding significant environmental and economic potential.However,this conversion process is thermodynamically and kinetically limited,and traditional catalyst systems(e.g.,Cu/ZnO/Al_(2)O_(3))exhibit inadequate activity,selectivity,and stability under mild conditions.Therefore,the development of novel high-performance catalysts with precisely tunable structures and functionalities is imperative.Metal-organic frameworks(MOFs),as crystalline porous materials with high surface area,tunable pore structures,and diverse metal-ligand compositions,have the great potential in CO_(2)hydrogenation catalysis.Their structural design flexibility allows for the construction of well-dispersed active sites,tailored electronic environments,and enhanced metal-support interactions.This review systematically summarizes the recent advances in MOF-based and MOF-derived catalysts for CO_(2)hydrogenation to methanol,focusing on four design strategies:(1)spatial confinement and in situ construction,(2)defect engineering and ion-exchange,(3)bimetallic synergy and hybrid structure design,and(4)MOF-derived nanomaterial synthesis.These approaches significantly improve CO_(2)conversion and methanol selectivity by optimizing metal dispersion,interfacial structures,and reaction pathways.The reaction mechanism is further explored by focusing on the three main reaction pathways:the formate pathway(HCOO*),the RWGS(Reverse Water Gas Shift reaction)+CO*hydrogenation pathway,and the trans-COOH pathway.In situ spectroscopic studies and density functional theory(DFT)calculations elucidate the formation and transformation of key intermediates,as well as the roles of active sites,metal-support interfaces,oxygen vacancies,and promoters.Additionally,representative catalytic performance data for MOFbased systems are compiled and compared,demonstrating their advantages over traditional catalysts in terms of CO_(2)conversion,methanol selectivity,and space-time yield.Future perspectives for MOF-based CO_(2)hydrogenation catalysts will prioritize two main directions:structural design and mechanistic understanding.The precise construction of active sites through multi-metallic synergy,defect engineering,and interfacial electronic modulation should be made to enhance catalyst selectivity and stability.In addition,advanced in situ characterization techniques combined with theoretical modeling are essential to unravel the detailed reaction mechanisms and intermediate behaviors,thereby guiding rational catalyst design.Moreover,to enable industrial application,challenges related to thermal/hydrothermal stability,catalyst recyclability,and cost-effective large-scale synthesis must be addressed.The development of green,scalable preparation methods and the integration of MOF catalysts into practical reaction systems(e.g.,flow reactors)will be crucial for bridging the gap between laboratory research and commercial deployment.Ultimately,multi-scale structure-performance optimization and catalytic system integration will be vital for accelerating the industrialization of MOF-based CO_(2)-to-methanol technologies. 展开更多
关键词 CO_(2)hydrogenation metal-organic frameworks(MOFs) catalyst design reaction mechanism METHANOL
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pH-dependent electrochemical oxidation of 5-hydroxymethylfurfural:Reaction mechanism,catalyst design,and reactor design across alkaline to acidic media
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作者 Peiyun Zhou Xikang Zhao +2 位作者 Yang Song Ruixiang Ge Haohong Duan 《Smart Molecules》 2026年第1期45-67,共23页
The electrochemical oxidation of biomass-derived platform molecule 5-hydroxymethylfurfural(HMF)represents a crucial pathway for green transformation into high-value chemicals,yet its reaction pathway selectivity,effic... The electrochemical oxidation of biomass-derived platform molecule 5-hydroxymethylfurfural(HMF)represents a crucial pathway for green transformation into high-value chemicals,yet its reaction pathway selectivity,efficiency,and catalyst stability are strongly dependent on the electrolyte pH environment.Under alkaline conditions,high OH−concentration facilitates preferential aldehyde group oxidation and efficient deprotonation,enabling highly efficient synthesis of 2,5-furandicarboxylic acid,but simultaneously induces HMF self-degradation and complicates product separation.As pH decreases,the reaction mechanism shifts toward enhanced hydroxymethyl oxidation,leading to intermediate accumulation(such as 5-hydroxymethyl-2-furancarboxylic acid,2,5-diformylfuran,and 5-formyl-2-furancarboxylic acid)with challenging selectivity control and significantly slowed reaction kinetics.This review comprehensively examines the systematic differences in HMF oxidation pathways and surface catalytic mechanisms across the full pH range from alkaline to acidic conditions.Addressing the distinct reaction characteristics and core challenges in alkaline,near-neutral,and acidic media,we systematically evaluate design strategies for high-efficiency electrocatalysts and explore reactor design aspects.Future research should focus on process integration(with tailored reactor design)for energy consumption reduction in alkaline systems,targeted synthesis of diverse oxidation products in near-neutral systems,and innovative catalyst development for acidic systems,thereby advancing the efficiency,selectivity,and practical application of HMF electrooxidation technologies across the entire pH spectrum through synergistic optimization of catalyst,reactor,and process. 展开更多
关键词 biomass valorization electrocatalyst design full pH HMF electrooxidation reaction mechanism reactor design
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Design of a compact wide-field-of-view infrared imager based on wavefront coding
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作者 Chonghui Zhu Jiaqian Yu Jingang Cui 《Chinese Physics B》 2026年第2期383-388,共6页
Compact size,high brightness,and wide field of view(FOV)are key requirements for long-wave infrared imagers used in military surveillance or night navigation.However,to meet the imaging requirements of high resolution... Compact size,high brightness,and wide field of view(FOV)are key requirements for long-wave infrared imagers used in military surveillance or night navigation.However,to meet the imaging requirements of high resolution and wide FOV,infrared optical systems often adopt complex optical lens groups,which will increase the size and weight of the optical system.In this paper,a strategy based on wavefront coding(WFC)is proposed to design a compact wide-FOV infrared imager.A cubic phase mask is inserted into the pupil plane of the infrared imager to correct the aberration.The simulated results show that,the WFC infrared imager has good imaging quality in a wide FOV of±16°.In addition,the WFC infrared imager achieves compactness with its 40 mm×40 mm×40 mm size.A fast focal ratio of 1 combined with an entrance pupil diameter of 25 mm ensures brightness.This work is of significance for designing a compact wide-FOV infrared imager. 展开更多
关键词 optical design infrared imager wavefront coding
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Inverse design of 3D integrated high-efficiency grating couplers using deep learning
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作者 Yu Wang Yue Wang +4 位作者 Guohui Yang Kuang Zhang Xing Yang Chunhui Wang Yu Zhang 《Chinese Physics B》 2026年第2期363-373,共11页
In recent years,the use of deep learning to replace traditional numerical methods for electromagnetic propagation has shown tremendous potential in the rapid design of photonic devices.However,most research on deep le... In recent years,the use of deep learning to replace traditional numerical methods for electromagnetic propagation has shown tremendous potential in the rapid design of photonic devices.However,most research on deep learning has focused on single-layer grating couplers,and the accuracy of multi-layer grating couplers has not yet reached a high level.This paper proposes and demonstrates a novel deep learning network-assisted strategy for inverse design.The network model is based on a multi-layer perceptron(MLP)and incorporates convolutional neural networks(CNNs)and transformers.Through the stacking of multiple layers,it achieves a high-precision design for both multi-layer and single-layer raster couplers with various functionalities.The deep learning network exhibits exceptionally high predictive accuracy,with an average absolute error across the full wavelength range of 1300–1700 nm being only 0.17%,and an even lower predictive absolute error below 0.09%at the specific wavelength of 1550 nm.By combining the deep learning network with the genetic algorithm,we can efficiently design grating couplers that perform different functions.Simulation results indicate that the designed single-wavelength grating couplers achieve coupling efficiencies exceeding 80%at central wavelengths of 1550 nm and 1310 nm.The performance of designed dual-wavelength and broadband grating couplers also reaches high industry standards.Furthermore,the network structure and inverse design method are highly scalable and can be applied not only to multi-layer grating couplers but also directly to the prediction and design of single-layer grating couplers,providing a new perspective for the innovative development of photonic devices. 展开更多
关键词 deep learning inverse design grating couplers photonic devices
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Inverse design framework of hybrid honeycomb structure with high impact resistance based on active learning
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作者 Xingyu Shen Ke Yan +5 位作者 Difeng Zhu Hao Wu Shijun Luo Shaobo Qi Mengqi Yuan Xinming Qian 《Defence Technology(防务技术)》 2026年第1期407-421,共15页
In this study,an inverse design framework was established to find lightweight honeycomb structures(HCSs)with high impact resistance.The hybrid HCS,composed of re-entrant(RE)and elliptical annular re-entrant(EARE)honey... In this study,an inverse design framework was established to find lightweight honeycomb structures(HCSs)with high impact resistance.The hybrid HCS,composed of re-entrant(RE)and elliptical annular re-entrant(EARE)honeycomb cells,was created by constructing arrangement matrices to achieve structural lightweight.The machine learning(ML)framework consisted of a neural network(NN)forward regression model for predicting impact resistance and a multi-objective optimization algorithm for generating high-performance designs.The surrogate of the local design space was initially realized by establishing the NN in the small sample dataset,and the active learning strategy was used to continuously extended the local optimal design until the model converged in the global space.The results indicated that the active learning strategy significantly improved the inference capability of the NN model in unknown design domains.By guiding the iteration direction of the optimization algorithm,lightweight designs with high impact resistance were identified.The energy absorption capacity of the optimal design reached 94.98%of the EARE honeycomb,while the initial peak stress and mass decreased by 28.85%and 19.91%,respectively.Furthermore,Shapley Additive Explanations(SHAP)for global explanation of the NN indicated a strong correlation between the arrangement mode of HCS and its impact resistance.By reducing the stiffness of the cells at the top boundary of the structure,the initial impact damage sustained by the structure can be significantly improved.Overall,this study proposed a general lightweight design method for array structures under impact loads,which is beneficial for the widespread application of honeycomb-based protective structures. 展开更多
关键词 Re-entrant honeycomb Hybrid structures Inverse design Impact resistance LIGHTWEIGHT
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Smart molecular design for functional cellulose gels and flexible devices
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作者 Zeshi Li Minxin Wang +4 位作者 Geyuan Jiang Jianhong Zhou Donghan Li Weihua Zhang Dawei Zhao 《Smart Molecules》 2026年第1期1-30,共30页
Cellulose,the dominant natural polymer on Earth,features a distinct molecular structure with extraordinary mechanical properties and tunable characteristics,making it attractive for gel systems.Although significant pr... Cellulose,the dominant natural polymer on Earth,features a distinct molecular structure with extraordinary mechanical properties and tunable characteristics,making it attractive for gel systems.Although significant progress has been made,challenges remain in fully leveraging their functional potential and broadening practical applications.This review systematically examines the properties of cellulose and cellulose gels,exploring novel reinforcement strategies—across molecular,supramolecular network,and macroscale structure levels—to enhance mechanical,electrical,and thermal performance,while coordinating these properties for practical implementations.These advancements are exemplified in emerging fields such as flexible robotics,electronic skins,flexible energy storage devices,and human-machine interaction systems.This article thoroughly investigates the fundamental characteristics,multi-scale design approaches,performance enhancement mechanisms,and cutting-edge implementations of cellulose-based gels across diverse domains.It provides a comprehensive overview of these advanced materials and offers strategic insights and recommendations for future research and innovation. 展开更多
关键词 CELLULOSE flexible electronics flexible robotics functional gels reinforcement design
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Design and Exploration of Intelligent Software Testing Course
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作者 Depeng Gao Rui Wu +1 位作者 Shihan Xiao Shuxi Chen 《计算机教育》 2026年第3期47-53,共7页
With the rapid development of artificial intelligence,the intelligence level of software is increasingly improving.Intelligent software,which is widely applied in crucial fields such as autonomous driving,intelligent ... With the rapid development of artificial intelligence,the intelligence level of software is increasingly improving.Intelligent software,which is widely applied in crucial fields such as autonomous driving,intelligent customer service,and medical diagnosis,is constructed based on complex technologies like machine learning and deep learning.Its uncertain behavior and data dependence pose unprecedented challenges to software testing.However,existing software testing courses mainly focus on conventional contents and are unable to meet the requirements of intelligent software testing.Therefore,this work deeply analyzed the relevant technologies of intelligent software testing,including reliability evaluation indicator system,neuron coverage,and test case generation.It also systematically designed an intelligent software testing course,covering teaching objectives,teaching content,teaching methods,and a teaching case.Verified by the practical teaching in four classes,this course has achieved remarkable results,providing practical experience for the reform of software testing courses. 展开更多
关键词 Intelligent software testing Intelligent software Software testing Course design
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Robust UAV-Assisted Jamming Secure Performance Improvement for Cognitive UAV Networks:Joint Resource Allocation and Trajectory Design
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作者 Sun Ruomei Wu Yuhang +2 位作者 Tao Zhenhui Zhou Fuhui Wu Qihui 《China Communications》 2026年第2期137-149,共13页
Cognitive unmanned aerial vehicle(UAV)is promising to tackle the spectrum scarcity problem faced by UAV communications.However,the secure information transmission is challenging due to the open nature of the spectrum ... Cognitive unmanned aerial vehicle(UAV)is promising to tackle the spectrum scarcity problem faced by UAV communications.However,the secure information transmission is challenging due to the open nature of the spectrum sharing.In order to tackle this issue,a cognitive UAV network with cooperative jamming is studied in this paper.A robust resource allocation and trajectory joint optimization problem is formulated by considering the practical case that the channel state information(CSI)cannot be accurately obtained.An iterative algorithm is proposed to address this challenging non-convex problem.Simulation results demonstrate that the worst case robust resource allocation design can realize the secure communications even under the imperfect CSI.Moreover,compared with other benchmark schemes,the proposed scheme can achieve secure performance improvement. 展开更多
关键词 cognitive radio physical layer security robust design UAV communications
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