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Construction of Split-Plot Designs with General Minimum Lower Order Confounding
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作者 Kexin Li Beichen Han Zhenzhen Niu 《Open Journal of Applied Sciences》 CAS 2023年第3期261-274,共14页
Fractional factorial split-plot design has been widely used in many fields due to its advantage of saving experimental cost. The general minimum lower order confounding criterion is usually used as one of the attracti... Fractional factorial split-plot design has been widely used in many fields due to its advantage of saving experimental cost. The general minimum lower order confounding criterion is usually used as one of the attractive design criterion for selecting fractional factorial split-plot design. In this paper, we are interested in the theoretical construction methods of the optimal fractional factorial split-plot designs under the general minimum lower order confounding criterion. We present the theoretical construction methods of optimal fractional factorial split-plot designs under general minimum lower order confounding criterion under several conditions. 展开更多
关键词 Fractional Factorial design General Minimum Lower Order Confounding Criterion split-plot design
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General Minimum Lower-order Confounding Split-plot Designs with Important Subplot Factors
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作者 Tao SUN Sheng-li ZHAO 《Acta Mathematicae Applicatae Sinica》 2025年第2期441-455,共15页
In this paper,we consider the regular s-level fractional factorial split-plot(FFSP)designs when the subplot(SP)factors are more important.The idea of general minimum lower-order confounding criterion is applied to suc... In this paper,we consider the regular s-level fractional factorial split-plot(FFSP)designs when the subplot(SP)factors are more important.The idea of general minimum lower-order confounding criterion is applied to such designs,and the general minimum lower-order confounding criterion of type SP(SP-GMC)is proposed.Using a finite projective geometric formulation,we derive explicit formulae connecting the key terms for the criterion with the complementary set.These results are applied to choose optimal FFSP designs under the SP-GMC criterion.Some two-and three-level SP-GMC FFSP designs are constructed. 展开更多
关键词 split-plot design general minimum lower-order confounding complementary set
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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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Advanced Design for High-Performance and AI Chips
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作者 Ying Cao Yuejiao Chen +2 位作者 Xi Fan Hong Fu Bingang Xu 《Nano-Micro Letters》 2026年第1期306-336,共31页
Recent years have witnessed transformative changes brought about by artificial intelligence(AI)techniques with billions of parameters for the realization of high accuracy,proposing high demand for the advanced and AI ... Recent years have witnessed transformative changes brought about by artificial intelligence(AI)techniques with billions of parameters for the realization of high accuracy,proposing high demand for the advanced and AI chip to solve these AI tasks efficiently and powerfully.Rapid progress has been made in the field of advanced chips recently,such as the development of photonic computing,the advancement of the quantum processors,the boost of the biomimetic chips,and so on.Designs tactics of the advanced chips can be conducted with elaborated consideration of materials,algorithms,models,architectures,and so on.Though a few reviews present the development of the chips from their unique aspects,reviews in the view of the latest design for advanced and AI chips are few.Here,the newest development is systematically reviewed in the field of advanced chips.First,background and mechanisms are summarized,and subsequently most important considerations for co-design of the software and hardware are illustrated.Next,strategies are summed up to obtain advanced and AI chips with high excellent performance by taking the important information processing steps into consideration,after which the design thought for the advanced chips in the future is proposed.Finally,some perspectives are put forward. 展开更多
关键词 Artificial intelligence Advanced chips AI chips design tactics Review and perspective
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Theory of optimal blocking for fractional factorial split-plot designs 被引量:2
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作者 Al Mingyao & HE Shuyuan Key Laborartory of Pure and Applied Mathematics, School of Mathematical Sciences, Peking University, Beijing 100871, China 《Science China Mathematics》 SCIE 2005年第5期649-656,共8页
The issue of optimal blocking for fractional factorial split-plot (FFSP) designs is considered under the two criteria of minimum aberration and maximum estimation capacity. The criteria of minimum secondary aberration... The issue of optimal blocking for fractional factorial split-plot (FFSP) designs is considered under the two criteria of minimum aberration and maximum estimation capacity. The criteria of minimum secondary aberration (MSA) and maximum secondary estimation capacity (MSEC) are developed for discriminating among rival nonisomorphic blcoked FFSP designs. A general rule for identifying MSA or MSEC blocked FFSP designs through their blocked consulting designs is established. 展开更多
关键词 BLOCKING consulting design estimation capacity minimum secondary aberration fractional factorial split-plot design.
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Mixed Two-and Eight-level Fractional Factorial Split-plot Designs Containing Clear Effects
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作者 Ye YUAN Sheng-li ZHAO 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2016年第4期995-1004,共10页
Fractional factorial split-plot (FFSP) designs are useful in practical experiments. When the num- bers of levels of the factors are not all equal in an experiment, mixed-level design is selected. This paper investig... Fractional factorial split-plot (FFSP) designs are useful in practical experiments. When the num- bers of levels of the factors are not all equal in an experiment, mixed-level design is selected. This paper investigates the conditions of a resolution III or IV FFSP design with both two-level and eight-level factors to have various clear effects, including two types of main effects and three types of two-factor interaction compo- nents. 展开更多
关键词 split-plot design mixed-level design CLEAR
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Bounds on the maximum numbers of clear two-factor interactions for 2^((n1+n2)-(k1+k2)) fractional factorial split-plot designs 被引量:7
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作者 ZI Xuemin ZHANG Runchu LIU Minqian 《Science China Mathematics》 SCIE 2006年第12期1816-1829,共14页
Fractional factorial split-plot (FFSP) designs have an important value of investigation for their special structures.There are two types of factors in an FFSP design: the whole-plot (WP) factors and sub-plot (SP) fact... Fractional factorial split-plot (FFSP) designs have an important value of investigation for their special structures.There are two types of factors in an FFSP design: the whole-plot (WP) factors and sub-plot (SP) factors,which can form three types of two-factor interactions:WP2fi,WS2fi and SP2fi.This paper considers FFSP designs with resolution Ⅲ or Ⅳ under the clear effects criterion.It derives the upper and lower bounds on the maximum numbers of clear WP2fis and WS2fis for FFSP designs,and gives some methods for constructing the desired FFSP designs.It further examines the performance of the construction methods. 展开更多
关键词 fractional FACTORIAL design split-plot clear effects criterion resolution.
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Minimum secondary aberration fractional factorial split-plot designs in terms of consulting designs 被引量:4
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作者 Al Mingyao ZHANG Runchu 《Science China Mathematics》 SCIE 2006年第4期494-512,共19页
It is very powerful for constructing nearly saturated factorial designs to characterize fractional factorial (FF) designs through their consulting designs when the consulting designs are small. Mukerjee and Fang emplo... It is very powerful for constructing nearly saturated factorial designs to characterize fractional factorial (FF) designs through their consulting designs when the consulting designs are small. Mukerjee and Fang employed the projective geometry theory to find the secondary wordlength pattern of a regular symmetrical fractional factorial split-plot (FFSP) design in terms of its complementary subset, but not in a unified form. In this paper, based on the connection between factorial design theory and coding theory, we obtain some general and unified combinatorial identities that relate the secondary wordlength pattern of a regular symmetrical or mixed-level FFSP design to that of its consulting design. According to these identities, we further establish some general and unified rules for identifying minimum secondary aberration, symmetrical or mixed-level, FFSP designs through their consulting designs. 展开更多
关键词 coding theory CONSULTING design minimum SECONDARY aberration fractional FACTORIAL split-plot design PROJECTIVE geometry wordlength pattern.
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中学物理跨学科实践Design模型的建构与案例研究 被引量:1
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作者 张跃 崔琰 《中学物理》 2025年第10期14-17,共4页
基于中学物理跨学科实践视角,构建了跨学科实践设计模型(Design模型).该设计模型由发现问题(Discovery)、探究实践(Experiment)、问题解决(Solution)、迭代发展(Iteration)、目标导向(Goal)和作品生成(New)6个环节构成,聚焦学生的主体性... 基于中学物理跨学科实践视角,构建了跨学科实践设计模型(Design模型).该设计模型由发现问题(Discovery)、探究实践(Experiment)、问题解决(Solution)、迭代发展(Iteration)、目标导向(Goal)和作品生成(New)6个环节构成,聚焦学生的主体性,发展学生问题解决能力和创新能力.分析了模型的理论基础和内涵,并以跨学科实践案例展示了Design模型在促进学生主动学习、概念理解、问题解决和创新能力提升等方面的应用效果,为中学物理教师提供理论与实践相结合的教学策略参考. 展开更多
关键词 中学物理 design模型 跨学科实践 教学策略
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Split-plot designs with general minimum lower-order confounding 被引量:3
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作者 WEI JiaLin 1,4,YANG JianFeng 1,LI Peng 3 & ZHANG RunChu 1,2,1 School of Mathematical Sciences and LPMC,Nankai University,Tianjin 300071,China 2 KLAS and School of Mathematics and Statistics,Northeast Normal University,Changchun 130024,China +1 位作者 3 School of Mathematical Sciences,Capital Normal University,Beijing 100037,China 4 School of Sciences,Tianjin University of Commerce,Tianjin 300134,China 《Science China Mathematics》 SCIE 2010年第4期939-952,共14页
Split-plot designs have been widely used in industrial experiments.Up to now,most methods for choosing this kind of designs are based on the minimum aberration (MA) criterion.Recently,by introducing a new pattern,call... Split-plot designs have been widely used in industrial experiments.Up to now,most methods for choosing this kind of designs are based on the minimum aberration (MA) criterion.Recently,by introducing a new pattern,called aliased effect-number pattern (AENP),Zhang et al.proposed a general minimum lowerorder confounding (denoted by GMC for short) criterion and established a general minimum confounding (also denoted by GMC for saving notations) theory.It is proved that,the GMC criterion selects optimal designs in a more elaborate manner than the existing ones,and when an experimenter has a prior about the importance ordering of factors in experiments the GMC designs are better than other optimal designs.In this paper we extend the GMC criterion to the split-plot design case and give a GMC-FFSP criterion for ranking split-plot designs.Some comparisons of the new criterion with the MA-MSA-FFSP criterion are given,and the optimal 32-run split-plot designs up to 14 factors under the two criteria are tabulated for comparison and application. 展开更多
关键词 FRACTIONAL FACTORIAL design GMC criterion minimum ABERRATION split-plot
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工艺美术语境下“图案(design)”观念的演变及影响
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作者 朱永明 《苏州科技大学学报(社会科学版)》 2025年第6期73-81,110,共10页
清末民初,在工程图画、实用工艺与美术教育的推进下,兼具应用性与观赏性的“图案(design)”观念被引入我国,并与中国设计传统深度融合,逐渐形成实用、装饰与形式审美的艺术设计定位,成为我国近现代工艺美术体系的核心价值。“图案(desi... 清末民初,在工程图画、实用工艺与美术教育的推进下,兼具应用性与观赏性的“图案(design)”观念被引入我国,并与中国设计传统深度融合,逐渐形成实用、装饰与形式审美的艺术设计定位,成为我国近现代工艺美术体系的核心价值。“图案(design)”观念不仅奠定了我国现代设计发展的基础,也形塑了近百年中国化设计实践的内在逻辑与路径。但由于自身发展中的局限,改革开放后又受到工业化市场、媒体传播发展的强劲冲击,未能适应信息化时代设计发展需求,“图案(design)”从曾经的“工艺(设计)之母”逐渐沉淀为具体专业领域的术语。其独特的发展历程、观念演变与时代际遇,对我国现代设计体系构建影响深远,也为我国当代设计的主体性建构和未来发展提供了宝贵经验与启示。 展开更多
关键词 “图案(design)” 工艺美术 图画 设计观念
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Design Guidelines for Composition of Brazing Filler Metals and Evolution Mechanisms of Typical Microstructures 被引量:6
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作者 Long Weimin 《稀有金属材料与工程》 北大核心 2025年第4期837-853,共17页
Brazing filler metals are widely applied,which serve as an industrial adhesive in the joining of dissimilar structures.With the continuous emergence of new structures and materials,the demand for novel brazing filler ... Brazing filler metals are widely applied,which serve as an industrial adhesive in the joining of dissimilar structures.With the continuous emergence of new structures and materials,the demand for novel brazing filler metals is ever-increasing.It is of great significance to investigate the optimized composition design methods and to establish systematic design guidelines for brazing filler metals.This study elucidated the fundamental rules for the composition design of brazing filler metals from a three-dimensional perspective encompassing the basic properties of applied brazing filler metals,formability and processability,and overall cost.The basic properties of brazing filler metals refer to their mechanical properties,physicochemical properties,electromagnetic properties,corrosion resistance,and the wettability and fluidity during brazing.The formability and processability of brazing filler metals include the processes of smelting and casting,extrusion,rolling,drawing and ring-making,as well as the processes of granulation,powder production,and the molding of amorphous and microcrystalline structures.The cost of brazing filler metals corresponds to the sum of materials value and manufacturing cost.Improving the comprehensive properties of brazing filler metals requires a comprehensive and systematic consideration of design indicators.Highlighting the unique characteristics of brazing filler metals should focus on relevant technical indicators.Binary or ternary eutectic structures can effectively enhance the flow spreading ability of brazing filler metals,and solid solution structures contribute to the formability.By employing the proposed design guidelines,typical Ag based,Cu based,Zn based brazing filler metals,and Sn based solders were designed and successfully applied in major scientific and engineering projects. 展开更多
关键词 design of brazing filler metals design guidelines for composition Ag based brazing filler metals eutectic structures evolution
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基于Matlab App Designer的冲量等效原理仿真系统开发
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作者 霍永超 倪圆圆 +2 位作者 赵飞 俞张勇 张虎 《电气电子教学学报》 2025年第2期67-70,共4页
冲量等效原理是“电力电子技术”教学中的重要内容,但理论抽象、推导过程繁琐。通常,教学过程中往往侧重于定性分析,缺少定量计算和波形影响因素分析。利用Matlab App Designer标准组件多、交互性强的特点,开发了一款可视化仿真系统。... 冲量等效原理是“电力电子技术”教学中的重要内容,但理论抽象、推导过程繁琐。通常,教学过程中往往侧重于定性分析,缺少定量计算和波形影响因素分析。利用Matlab App Designer标准组件多、交互性强的特点,开发了一款可视化仿真系统。仿真系统包含了窄脉冲的类型、含惯性环节的系统类型和脉宽的影响分析等方面。实践结果表明,可视化教学有利于增强学生对理论的理解,培养学生主动探索和求证的能力。 展开更多
关键词 冲量等效原理 仿真系统 Matlab App designer
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澳大利亚教材Design and Technology的特色与启示
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作者 王振强 何善亮 《湖北教育》 2025年第7期84-87,共4页
随着经济一体化和全球化进程的不断推进,世界各国目前都认识到技术与工程教育对于提升综合国力的重要性。基础教育阶段虽不以直接培养各领域的工程师或设计师为目标,但关注学生技术与工程素养的提升,让他们像工程师或设计师一样思考和... 随着经济一体化和全球化进程的不断推进,世界各国目前都认识到技术与工程教育对于提升综合国力的重要性。基础教育阶段虽不以直接培养各领域的工程师或设计师为目标,但关注学生技术与工程素养的提升,让他们像工程师或设计师一样思考和解决问题,这不仅不能回避,而且是亟须直面的问题。《义务教育科学课程标准(2022年版)》的颁布为中小学技术与工程教育的落实指明了方向。 展开更多
关键词 澳大利亚教材 design and Technology
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Design Discussion of a Wireless Fire Alarm System Based on Data Fusion Technology 被引量:1
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作者 Qun Wu Jinyang Wu 《Journal of Electronic Research and Application》 2025年第2期58-64,共7页
This article explores the design of a wireless fire alarm system supported by advanced data fusion technology.It includes discussions on the basic design ideas of the wireless fire alarm system,hardware design analysi... This article explores the design of a wireless fire alarm system supported by advanced data fusion technology.It includes discussions on the basic design ideas of the wireless fire alarm system,hardware design analysis,software design analysis,and simulation analysis,all supported by data fusion technology.Hopefully,this analysis can provide some reference for the rational application of data fusion technology to meet the actual design and application requirements of the system. 展开更多
关键词 Data fusion technology Fire alarm system Wireless alarm Hardware design Software design
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Application of Modern Art in Urban Landscape Design 被引量:1
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作者 ZHUANG Zi-yi ABUDUGENI Abuduxukuer TANG Xian-gong 《Agricultural Science & Technology》 2025年第1期55-59,共5页
With the progress of urbanization,urban landscape design has garnered increasing attention.Urban landscape design can not only reflect the construction level of a city but also has the functions of beautifying the urb... With the progress of urbanization,urban landscape design has garnered increasing attention.Urban landscape design can not only reflect the construction level of a city but also has the functions of beautifying the urban environment and enhancing the city image.Modern art enriches the expression forms of urban landscape design,and its integration with urban landscape design can greatly improve the urban landscape.This article elaborated on the connotations of modern art and urban landscape design and analyzed the application of modern art in urban landscape design.The application of modern art can help to achieve the goal of urban landscape design to the maximum extent. 展开更多
关键词 Modern art Urban landscape design
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Parametric design for the valve seat of a high-temperature and high-pressure valve inside wind tunnels 被引量:1
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作者 Fengwei HOU Haifeng SHU +4 位作者 Binbin WU Chengliang YU Zhehui MA Wenqing LI Jinyuan QIAN 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 2025年第3期266-276,共11页
A high-temperature and high-pressure valve is the key equipment of a wind tunnel system;it controls the generation of high-temperature and high-pressure gas.To reduce the adverse impact of high-temperature and high-pr... A high-temperature and high-pressure valve is the key equipment of a wind tunnel system;it controls the generation of high-temperature and high-pressure gas.To reduce the adverse impact of high-temperature and high-pressure gas on the strength of the valve body,a cooling structure is set on the valve seat.This can significantly reduce the temperature of the valve body and valve seat.The effects of its structure on the cooling characteristics and stress of the valve seat are studied,and six main parameters that can completely describe the geometry of the cooling structure are proposed.The central composite design method is used to select sample points,and the multi-objective genetic algorithm(MOGA)method is used for optimal structural design.A modification method according to the main parameters for the valve seat is proposed.The results show that the cooling structure weakens the pressure-bearing capability of the valve seat.Among the six main parameters of the valve seat,the distance from the end face of the lower hole to the Z-axis and the distance from the axis of the lower hole to the origin of the coordinates have the most obvious effects on the average stress of the valve seat.An optimum design value is proposed.This work can provide a reference for the design of high-temperature and high-pressure valves. 展开更多
关键词 Control valve Valve seat OPTIMIZATION Parametric design
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Revolutionizing Crop Breeding:Next-Generation Artificial Intelligence and Big Data-Driven Intelligent Design 被引量:2
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作者 Ying Zhang Guanmin Huang +5 位作者 Yanxin Zhao Xianju Lu Yanru Wang Chuanyu Wang Xinyu Guo Chunjiang Zhao 《Engineering》 2025年第1期245-255,共11页
The security of the seed industry is crucial for ensuring national food security.Currently,developed countries in Europe and America,along with international seed industry giants,have entered the Breeding 4.0 era.This... The security of the seed industry is crucial for ensuring national food security.Currently,developed countries in Europe and America,along with international seed industry giants,have entered the Breeding 4.0 era.This era integrates biotechnology,artificial intelligence(AI),and big data information technology.In contrast,China is still in a transition period between stages 2.0 and 3.0,which primarily relies on conventional selection and molecular breeding.In the context of increasingly complex international situations,accurately identifying core issues in China's seed industry innovation and seizing the frontier of international seed technology are strategically important.These efforts are essential for ensuring food security and revitalizing the seed industry.This paper systematically analyzes the characteristics of crop breeding data from artificial selection to intelligent design breeding.It explores the applications and development trends of AI and big data in modern crop breeding from several key perspectives.These include highthroughput phenotype acquisition and analysis,multiomics big data database and management system construction,AI-based multiomics integrated analysis,and the development of intelligent breeding software tools based on biological big data and AI technology.Based on an in-depth analysis of the current status and challenges of China's seed industry technology development,we propose strategic goals and key tasks for China's new generation of AI and big data-driven intelligent design breeding.These suggestions aim to accelerate the development of an intelligent-driven crop breeding engineering system that features large-scale gene mining,efficient gene manipulation,engineered variety design,and systematized biobreeding.This study provides a theoretical basis and practical guidance for the development of China's seed industry technology. 展开更多
关键词 Crop breeding Next-generation artificial intelligence Multiomics big data Intelligent design breeding
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Machine Learning-Based Methods for Materials Inverse Design: A Review 被引量:2
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作者 Yingli Liu Yuting Cui +4 位作者 Haihe Zhou Sheng Lei Haibin Yuan Tao Shen Jiancheng Yin 《Computers, Materials & Continua》 2025年第2期1463-1492,共30页
Finding materials with specific properties is a hot topic in materials science.Traditional materials design relies on empirical and trial-and-error methods,requiring extensive experiments and time,resulting in high co... Finding materials with specific properties is a hot topic in materials science.Traditional materials design relies on empirical and trial-and-error methods,requiring extensive experiments and time,resulting in high costs.With the development of physics,statistics,computer science,and other fields,machine learning offers opportunities for systematically discovering new materials.Especially through machine learning-based inverse design,machine learning algorithms analyze the mapping relationships between materials and their properties to find materials with desired properties.This paper first outlines the basic concepts of materials inverse design and the challenges faced by machine learning-based approaches to materials inverse design.Then,three main inverse design methods—exploration-based,model-based,and optimization-based—are analyzed in the context of different application scenarios.Finally,the applications of inverse design methods in alloys,optical materials,and acoustic materials are elaborated on,and the prospects for materials inverse design are discussed.The authors hope to accelerate the discovery of new materials and provide new possibilities for advancing materials science and innovative design methods. 展开更多
关键词 Materials inverse design machine learning target properties deep learning new materials discovery
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Design Refinement of Catalytic System for Scale-Up Mild Nitrogen Photo-Fixation 被引量:1
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作者 Xiao Hu Wang Bin Wu +4 位作者 Yongfa Zhu Dingsheng Wang Nian Bing Li Zhichuan J.Xu Hong Qun Luo 《Nano-Micro Letters》 2025年第8期111-170,共60页
Ammonia and nitric acid,versatile industrial feedstocks,and burgeoning clean energy vectors hold immense promise for sustainable development.However,Haber–Bosch and Ostwald processes,which generates carbon dioxide as... Ammonia and nitric acid,versatile industrial feedstocks,and burgeoning clean energy vectors hold immense promise for sustainable development.However,Haber–Bosch and Ostwald processes,which generates carbon dioxide as massive by-product,contribute to greenhouse effects and pose environmental challenges.Thus,the pursuit of nitrogen fixation through carbon–neutral pathways under benign conditions is a frontier of scientific topics,with the harnessing of solar energy emerging as an enticing and viable option.This review delves into the refinement strategies for scale-up mild photocatalytic nitrogen fixation,fields ripe with potential for innovation.The narrative is centered on enhancing the intrinsic capabilities of catalysts to surmount current efficiency barriers.Key focus areas include the in-depth exploration of fundamental mechanisms underpinning photocatalytic procedures,rational element selection,and functional planning,state-of-the-art experimental protocols for understanding photo-fixation processes,valid photocatalytic activity evaluation,and the rational design of catalysts.Furthermore,the review offers a suite of forward-looking recommendations aimed at propelling the advancement of mild nitrogen photo-fixation.It scrutinizes the existing challenges and prospects within this burgeoning domain,aspiring to equip researchers with insightful perspectives that can catalyze the evolution of cutting-edge nitrogen fixation methodologies and steer the development of next-generation photocatalytic systems. 展开更多
关键词 Scale-up Mild nitrogen photo-fixation design refinements Catalyst system Environmental sustainability
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