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Mismatch between Reality and the NCFSE 2023:Focusing on the Pedagogical Challenges Faced by the Foundational and Preparatory Stage Teachers
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作者 Prasanna S K Chellamani 《Journal of Contemporary Educational Research》 2025年第5期201-207,共7页
Teacher education at the foundational and preparatory stages plays a crucial role in shaping early childhood learning experiences.The National Curriculum Framework for School Education(NCFSE)2023 provides a structured... Teacher education at the foundational and preparatory stages plays a crucial role in shaping early childhood learning experiences.The National Curriculum Framework for School Education(NCFSE)2023 provides a structured pedagogical approach to address challenges in these stages.However,despite these policy frameworks,teachers in Kendriya Vidyalayas(KVs)continue to face numerous pedagogical challenges.This paper aims to explore and analyze the pedagogical challenges encountered by KV teachers in foundational and preparatory stage classrooms and compare them with the challenges addressed in NCFSE 2023.Using qualitative research methods,data were collected through structured online interviews with 10 KV teachers from different campuses.This paper investigated various challenges,including classroom management,language barriers,a lack of inclusive education strategies,insufficient infrastructure,limited parental involvement,and difficulties in integrating technology into teaching practices.The findings highlight the gap between policy recommendations and ground-level implementation.Based on these insights,the study suggests recommendations such as specialized teacher training,recruitment of special educators,improved infrastructure,enhanced parental engagement,and policy-driven interventions to bridge the gap between policy frameworks and real-world classroom experiences.The study concludes that addressing these challenges through targeted reforms can create a more inclusive and effective learning environment,fostering holistic student development at the foundational and preparatory stages. 展开更多
关键词 foundational stage teachers NCFSE 2023 NEP 2020 Pedagogical challenges Preparatory stage teachers
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ChatGPT Chats on Computational Experiments:From Interactive Intelligence to Imaginative Intelligence for Design of Artificial Societies and Optimization of Foundational Models 被引量:11
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作者 Xiao Xue Xiangning Yu Fei-Yue Wang 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2023年第6期1357-1360,共4页
POWERED by the rapid development of Internet,the penetration of the Internet of Things,the emergence of big data,and the rise of social media,more and more complex systems are exhibiting the characteristics of social,... POWERED by the rapid development of Internet,the penetration of the Internet of Things,the emergence of big data,and the rise of social media,more and more complex systems are exhibiting the characteristics of social,physical,and information fusion.These systems are known as cyber-physicalsocial systems(CPSS)[1],[2].These CPSS face unprecedented challenges in design,analysis,management,control and integration due to their involvement with human and social factors[3],[4].To cope with this challenge,there are two main approaches to CPSS research. 展开更多
关键词 INTELLIGENCE FOUNDATION INVOLVEMENT
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Instructions for Manuscript Preparation
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《Plasma Science and Technology》 2025年第5期I0003-I0003,共1页
Plasma Science and Technology(PST)journal assists in advancing plasma science and technology by reporting important,novel,helpful and thought-provoking progress in this strongly multidisciplinary and interdisciplinary... Plasma Science and Technology(PST)journal assists in advancing plasma science and technology by reporting important,novel,helpful and thought-provoking progress in this strongly multidisciplinary and interdisciplinary field,in a timely manner.This field encompasses foundational plasma phenomena;low-temperature plasmas;magnetically confined plasmas;inertially confined plasmas;astrophysics and space plasmas;and interdisciplinary science of these;and the engineering and technology development and application from them. 展开更多
关键词 advancing plasma science technology foundational plasma phenomenalow temperature plasma science engineering technology development application fro plasma science technology pst journal foundational plasma phenomena TECHNOLOGY low temperature plasmas
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Instructions for Manuscript Preparation
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《Plasma Science and Technology》 2025年第4期I0003-I0003,共1页
Plasma Science and Technology(PST)journal assists in advancing plasma science and technology by reporting important,novel,helpful and thought-provoking progress in this strongly multidisciplinary and interdisciplinary... Plasma Science and Technology(PST)journal assists in advancing plasma science and technology by reporting important,novel,helpful and thought-provoking progress in this strongly multidisciplinary and interdisciplinary field,in a timely manner.This field encompasses foundational plasma phenomena;low-temperature plasmas;magnetically confined plasmas;inertially confined plasmas;astrophysics and space plasmas;and interdisciplinary science of these;and the engineering and technology development and application from them. 展开更多
关键词 advancing plasma science technology foundational plasma phenomenalow temperature plasma science engineering technology development application fro plasma science technology pst journal foundational plasma phenomena TECHNOLOGY low temperature plasmas
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Discussion about the Triple Foundational Relationship between Intellect,Emotion,and Willing from the Perspective of the Phenomenology of Consciousness
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作者 NI Liangkang 《Frontiers of Philosophy in China》 2020年第3期493-508,共16页
There are at least three foundational relationships between the three conscious acts of intellect,emotion,and willing.Section 2 covers the structural foundational relationship(Brentano and Husserl in his early period)... There are at least three foundational relationships between the three conscious acts of intellect,emotion,and willing.Section 2 covers the structural foundational relationship(Brentano and Husserl in his early period):all conscious acts are intentional and can be divided into objectifying(intuition and representation)and non・objectifying acts(emotion and willing).Because a non-objectifying act cannot constitute an object,things must be based on objectifying acts and the object constituted by the latter;in this sense,a non-objectifying act is rooted in an objectifying one.Section 3 explains the genetic foundational issue with consciousness(Husserl in his later period,Scheier,and Heidegger):the stream of consciousness has its earliest origins and follows a process where it gradually unfolds.The earliest origin is the intentional willing,followed by nonintentional feelings,and,finally,the representation and thinking of willing.Intentional activity taking place afterward must be based on the conscious activity that has come already.Section 4 points out that,apart from the two aforementioned kinds of foundational relationships(i.e.structural and genetic),a third foundational relationship(i.e.dynamic)can also be found between the conscious acts of intellect,emotion,and willing in the Consciousness-only school(a Buddhist tradition in the East).In a continuous activity,the foundational relationship between the three aspects of intellect,emotion,and willing always remains encased in dynamic changes,and the change of primary and secondary roles(i.e.a change in the foundational relationship)could happen at any time.From this perspective,one can explain and resolve the confrontation and conflicts between the two former foundational relationships. 展开更多
关键词 "intellect emotion and willing "structural foundational relationship genetic foundational relationship dynamic foundational relationship
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AlphaEarth Foundations:遥感基础大模型的潜力与挑战 被引量:1
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作者 秦其明 《地球信息科学学报》 北大核心 2025年第10期2283-2290,共8页
【目的】随着全球在轨地球观测卫星数量的快速增长,遥感数据呈现爆炸式积累,为地球系统科学研究提供了动态认知全球变化的前所未有机遇;与此同时,也伴生多源异构、标注稀缺、任务泛化不足与数据过载等一系列挑战。【方法】为应对这些瓶... 【目的】随着全球在轨地球观测卫星数量的快速增长,遥感数据呈现爆炸式积累,为地球系统科学研究提供了动态认知全球变化的前所未有机遇;与此同时,也伴生多源异构、标注稀缺、任务泛化不足与数据过载等一系列挑战。【方法】为应对这些瓶颈问题,Google DeepMind提出了AlphaEarth Foundations(AEF),通过整合光学、SAR、LiDAR、气候模拟及文本等多模态数据,构建统一的64维嵌入表征场,实现了跨模态、跨时空的语义一致性的数据融合,并在Google Earth Engine等平台开放。【结果】AEF的主要贡献体现在:①缓解了长期存在的“数据孤岛”问题,建立了全球一致的嵌入层;②通过vMF球面嵌入机制提升了语义相似性度量能力,支持高效的检索与变化检测;③将复杂的预处理与特征工程前置于预训练阶段,使下游应用进入“分析就绪”状态,大幅降低了应用成本。论文指出,AEF的应用潜力释放可分为3个阶段:首先是地表覆盖分类与变化检测;其次是嵌入向量与物理模型深度耦合,推动科学发现;最后有望演化为空间智能基座,成为全球地理空间智能服务的一种基础设施。尽管如此,AEF仍面临若干挑战:①嵌入向量可解释性不足,限制了科学归因和因果分析;②域迁移与跨场景适应性存在不确定性,极端环境下的鲁棒性有待验证;③性能优势需要更多跨区域、独立实验的实证支撑。【结论】AEF以其在数据效率和跨任务泛化方面的突破,代表了遥感与地理空间人工智能研究的新方向,为未来地学研究提供了坚实支撑,但其进一步发展依据可解释性、鲁棒性及真实性验证的持续提升,并将64维嵌入向量通过不同途径转化为可广泛使用的数据资源。 展开更多
关键词 AlphaEarth Foundations 遥感基础大模型 多模态融合 嵌入表征 时空建模
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Call for Papers--Feature Topic Vol. 23, No. 8, 2026
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《China Communications》 2025年第10期I0006-I0006,共1页
Industrial Intelligence and Secure Interconnection,Industrial intelligence and secure interconnection serve as the foundational platform and critical information infrastructure for new industrialization,carrying signi... Industrial Intelligence and Secure Interconnection,Industrial intelligence and secure interconnection serve as the foundational platform and critical information infrastructure for new industrialization,carrying significant strategic importance.They not only function as the core engine driving the transformation and upgrading of the manufacturing sector and ensuring stable socioeconomic operation but are also vital to enhancing national technological competitiveness and safeguarding industrial security.Currently,the global industrial landscape is undergoing profound transformation.Major Western countries and relevant authoritative bodies,leveraging their first-mover advantages in industrial network standards and protocols,are actively constructing technical barriers and exclusive industrial ecosystems.According to the 2024 Industrial Network Market Share Report,foreign standards account for over 90%of the market share in mainstream industrial network protocols.Concurrently,China's industrial AI technology remains largely built upon the technical framework defined by Western academia and industry,characterized by deep learning and reinforcement learning.There is widespread reliance on AI computing equipment。 展开更多
关键词 secure interconnectionindustrial industrial intelligence secure interconnection new industrialization enhancing national technological competitiveness critical information infrastructure foundational platform transformation upgrading
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Predicting Energy Demands of Retail Stores-Can Deep Learning Help?
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作者 Levente Szabados Csilla Obadovics 《Economics World》 2025年第1期1-12,共12页
In the context of the energy and climate crises,it is crucial for organizations to utilize advanced methods to reduce energy consumption and energy costs.This study explores the application of deep learning models for... In the context of the energy and climate crises,it is crucial for organizations to utilize advanced methods to reduce energy consumption and energy costs.This study explores the application of deep learning models for predicting energy demands in retail stores,which can enhance market efficiency and contribute to grid stability.We analyze a detailed electricity consumption dataset from a hypermarket in Hungary,focusing on 48-hour forecasts at 15-minute intervals.Our methodology includes the implementation of classical models such as ARIMA and linear regression,as well as state-of-the-art deep learning models like TiDE and foundational models such as Lag-Llama in a“zero shot prediction”as well as a“finetuning”scenario. 展开更多
关键词 energy demand prediction Deep Learning foundational time series models transfer learning
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Instructions for Manuscript Preparation
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《Plasma Science and Technology》 2025年第6期I0003-I0003,共1页
Plasma Science and Technology(PST)journal assists in advancing plasma science and technology by reporting important,novel,helpful and thought-provoking progress in this strongly multidisciplinary and interdis ciplinar... Plasma Science and Technology(PST)journal assists in advancing plasma science and technology by reporting important,novel,helpful and thought-provoking progress in this strongly multidisciplinary and interdis ciplinary field,in a timely manner.This field encompasses foundational plasma phenomena;low-temperature plasmas;magnetically confined plasmas;inertially confined plasmas;astrophysics and space plasmas;and interdisciplinary science of these;and the engineering and technology development and application from them.PST is sponsored jointly by the Institute of Plasma Physics of the Chinese Academy of Sciences,and the Chinese Society of Theoretical and Applied Mechanics.The journal joined the Scienc e Citation Index in 2003,the Engineering Index in 2006,and became published online by IOP Publishing Ltd.in 2006. 展开更多
关键词 advancing plasma science technology foundational plasma phenomenalow temperature plasma science space plasmasand engineering technology development application fr confined plasmasinertially confined plasmasastrophysics plasma science technology pst journal TECHNOLOGY
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China Foundation for Peace and Development Donated 5 Tons of Medicine to Earthquake-stricken Areas of Myanmar
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《International Understanding》 2025年第2期54-54,共1页
On April 26,the China Foundation for Peace and Development(CFPD),in collaboration with the Shenzhen Foundation for International Exchange and Cooperation(SFIEC),the Shenzhen Ye Chenghai Charity Foundation and the Chin... On April 26,the China Foundation for Peace and Development(CFPD),in collaboration with the Shenzhen Foundation for International Exchange and Cooperation(SFIEC),the Shenzhen Ye Chenghai Charity Foundation and the China-Myanmar Economic Cooperation and Development Promotion Association(Myanmar),held a handover ceremony at Yangon Airport to donate five tons of medicine to the disasterstricken areas of Myanmar. 展开更多
关键词 Myanmar China Foundation Peace Development Shenzhen Foundation International Exchange Cooperation DONATION MEDICINE earthquake handover ceremony Shenzhen Ye Chenghai Charity Foundation
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Traditional Solution for Foundations in a Lake Environment:Case of the Village Ganviéin the Republic of Benin
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作者 Babilas Hountondji Lambert KAyitchéhou +1 位作者 François de Paule Codo Martin PAina 《Journal of Environmental & Earth Sciences》 2025年第3期316-328,共13页
The problems noted in the structures built on wooden foundation piles in a lake environment required various works to strengthen over time.This work mainly consists of the recovery of the foundation mass by micropiles... The problems noted in the structures built on wooden foundation piles in a lake environment required various works to strengthen over time.This work mainly consists of the recovery of the foundation mass by micropiles due to the increase in loads on the structures,or the recovery of the foundation mass by injection,which is carried out when voids form between the ground and the wooden foundation elements.The high cost of foundation reinforcement methods led the National Agency for the Development of Tourist Heritage in Benin(ANPT)to replace the wooden foundation piles with reinforced concrete piles in the implementation of the project“reinventing the lakeside city of Ganvié”.This article presents an artisanal technology for the creation of reinforced concrete foundation piles in a lake environment.On-site examples made it possible to evaluate the performance of this artisanal implementation technique.The installation of these piles is carried out following manual drilling,followed by the installation of reinforcement and the pouring of concrete on site.The implementation of reinforced concrete foundation piles in place of the wooden ones studied in this article only impacted the infrastructure of the homes of the lakeside town of Ganviébut not the superstructure,which preserved the old traditional wooden architecture and thatched roofs.Thus,the ambition to move this city of Ganviéfrom the stage of a lake village to that of a floating city is very successful.This will contribute to improving the environment and living conditions of the populations and will promote economic development through tourism. 展开更多
关键词 Wooden Foundation Piles Disorder of Foundations Reinforcement of Foundations Manual Drilling Reinforced
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Longitudinal structural vulnerability analysis of shield tunnels under adjacent excavation disturbances
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作者 PENG Zhu SHI Cheng-hua +2 位作者 WANG Zu-xian LEI Ming-feng PENG Li-min 《Journal of Central South University》 2025年第6期2256-2272,共17页
This paper proposes a longitudinal vulnerability-based analysis method to evaluate the impact of foundation pit excavation on shield tunnels,accounting for geological uncertainties.First,the shield tunnel is modeled a... This paper proposes a longitudinal vulnerability-based analysis method to evaluate the impact of foundation pit excavation on shield tunnels,accounting for geological uncertainties.First,the shield tunnel is modeled as an Euler Bernoulli beam resting on the Pasternak foundation incorporating variability in subgrade parameters along the tunnel’s length.A random analysis method using random field theory is introduced to evaluate the tunnel’s longitudinal responses to excavation.Next,a risk assessment index system is established.The normalized relative depth between the excavation and the shield tunnel is used as a risk index,while the maximum longitudinal deformation,the maximum circumferential opening,and the maximum longitudinal bending moment serve as performance indicators.Based on these,a method for analyzing the longitudinal fragility of shield tunnels under excavation-induced disturbances is proposed.Finally,the technique is applied to a case study involving a foundation pit excavation above a shield tunnel,which is the primary application scenario of this method.Vulnerability curves for different performance indicators are derived,and the effects of tunnel stiffness and subgrade stiffness on the tunnel vulnerability are explored.The results reveal significant differences in vulnerability curves depending on the performance index used.Compared to the maximum circumferential opening and the maximum longitudinal bending moment,selecting the maximum longitudinal deformation as the control index better ensures the tunnel’s usability and safety under excavation disturbances.The longitudinal vulnerability of the shield tunnel nonlinearly decreases with the increase of the tunnel stiffness and subgrade stiffness,and the subgrade stiffness has a more pronounced effect.Parametric analyses suggest that actively reinforcing the substratum is more effective on reducing the risk of tunnel failure due to adjacent excavations than passive reinforcement of the tunnel structure. 展开更多
关键词 shield tunnel foundation pit excavation foundation variability random field VULNERABILITY
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An improved model of the Pasternak foundation beam umbrella arch considering the generalized shear force
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作者 CHEN Lei JIA Chao-jun +3 位作者 LEI Ming-feng HE Yan-chun SHI Cheng-hua LI Ao 《Journal of Central South University》 2025年第4期1503-1519,共17页
The existing analytical models for umbrella arch method(UAM)based on elastic foundation beams often overlook the influence of the surrounding soil beyond the beam edges on the shear stresses acting on the beam.Consequ... The existing analytical models for umbrella arch method(UAM)based on elastic foundation beams often overlook the influence of the surrounding soil beyond the beam edges on the shear stresses acting on the beam.Consequently,such models fail to adequately reflect the continuity characteristics of soil deformation.Leveraging the Pasternak foundation-Euler beam model,this study considers the generalized shear force on the beam to account for the influence of soil outside the beam ends on the shear stress.An analytical model for the deformation and internal forces of finite-length beams subjected to arbitrary loads is derived based on the initial parameter method under various conditions.The mechanical model of the elastic foundation beam for advanced umbrella arch under typical tunnel excavation cycles is established,yielding analytical solutions for the longitudinal response of the umbrella arch.The reliability of the analytical model is verified with the existing test data.The improved model addresses anomalies in existing models,such as abnormal upward deformation in the loosened segment and maximum deflection occurring within the soil mass.Additionally,dimensionless characteristic parameters reflecting the relative stiffness between the umbrella arch structure and the foundation soil are proposed.Results indicate that the magnitude of soil characteristic parameters significantly influences the deformation and internal forces of the umbrella arch.Within common ranges of soil values,the maximum deformation and internal forces of the umbrella arch under semi-logarithmic coordinates exhibit nearly linear decay with decreasing soil characteristic parameters.The impact of tunnel excavation height on the stress of unsupported sections of the umbrella arch is minor,but it is more significant for umbrella arch buried within the soil mass.Conversely,the influence of tunnel excavation advance on the umbrella arch is opposite. 展开更多
关键词 elastic foundation beam Pasternak foundation generalized shear umbrella arch analytical model
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Bridge Builder Hu Junhui is leading the Tianfu Association(Singapore)to integrate into Singapore and sets up Tianfu Foundation of the Community Foundation of Singapore(CFS)
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作者 Huang Jiangqin 《China Report ASEAN》 2025年第8期39-39,共1页
Hu Junhui,president of Tianfu Association(Singapore)and recipient of the Public Service Medal(PBM),has been leading community efforts to help new Chinese immigrants integrate into Singaporean society.Originally from H... Hu Junhui,president of Tianfu Association(Singapore)and recipient of the Public Service Medal(PBM),has been leading community efforts to help new Chinese immigrants integrate into Singaporean society.Originally from Hebei Province in China,Hu arrived in Singapore in 1994 as one of the first technical professionals dispatched by China.Since then,he has built a life and career firmly rooted in Singapore.Over more than four years at China Construction(South Pacific)Development Co Pte Ltd,he rose through the ranks from project engineer to site manager and eventually project director.In 1999,he left the company to start his own business,setting up a construction firm with several partners.His focus shifted to real estate in 2007,when he co-founded JVA Venture Pte Ltd. 展开更多
关键词 Tianfu Foundation technical professionals Community Foundation Singapore CFS public service medal PBMs Chinese immigrants Hu Junhui integration Tianfu Association Singapore
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The research progress on periodontitis by the National Natural Science Foundation of China
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作者 Liang Xie Qian Chen +3 位作者 Hao Xu Cui Li Jiayu Lu Yuangui Zhu 《International Journal of Oral Science》 2025年第4期449-465,共17页
Periodontitis has emerged as one of the most critical oral diseases, and research on this condition holds great importance for the advancement of stomatology. As the most authoritative national scientific research fun... Periodontitis has emerged as one of the most critical oral diseases, and research on this condition holds great importance for the advancement of stomatology. As the most authoritative national scientific research funding institution in China, the National Natural Science Foundation of China (NSFC) has played a pivotal role in driving the progress of periodontal science by supporting research on periodontitis. This article provides a comprehensive review of the research and development progress related to periodontitis in China from 2014 to 2023, highlighting the significant contributions of the NSFC to this field. We have summarized the detailed funding information from the NSFC, including the number of applicant codes, funded programs and the distribution of funded scholars. These data illustrate the efforts of the NSFC in cultivating young scientists and building research groups to address key challenges in national scientific research. This study offers an overview of the current hot topics, recent breakthroughs and future research prospects related to periodontitis in China. 展开更多
关键词 progress periodontal science oral diseases national scientific research funding institution advancement stomatology PERIODONTITIS national natural science foundation china national natural science foundation research progress
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Efficacy Evaluation Method for Foundation Products in vivo and vitro
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作者 Peng Tingting Guo Junbin +2 位作者 He Lina Guo Shentao Tan Yong 《China Detergent & Cosmetics》 2025年第2期38-44,共7页
Establish an efficacy evaluation method for foundation products in vivo and vitro.The hiding power,whiteness,waterproof and anti-sweat effect were evaluated in vitro test,where CR ratio,Individual Type Angle (ITA°... Establish an efficacy evaluation method for foundation products in vivo and vitro.The hiding power,whiteness,waterproof and anti-sweat effect were evaluated in vitro test,where CR ratio,Individual Type Angle (ITA°) and chromatic aberration (E) were measured as evaluation indicators by standard black/white cardboard,artificial leather and artificial sweat.In clinical assessment,the anti-stain,waterproof,anti-sweat effect of the foundation products were evaluated through the ΔE change,before and after the treatment of products by staining,wetting,sweating in forearm skin.There were significant differences in CR ratio of different types of samples on standard black and white cardboards (P<0.05),ITA° of artificial leather has a significant increase after treatment (P<0.05),?E﹤1.5 in black cloth after dipping test,while ΔE﹤1.5 in leather after water and artificial sweat treatment.Clinical assessment showed that ?E ﹤50%,which had no significant difference in human skin color,before and after the test (P>0.05).The change trend of efficacy evaluation in vitro test was basically consistent with that of visual evaluation and clinical assessment,indicated that the efficacy evaluation methods of foundation products in vivo and vitro are intuitive,quantifiable,and can be used to evaluate the efficacy of foundation products. 展开更多
关键词 foundation products hiding power physical whitening anti-stain WATERPROOF anti-sweat
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Indentation of a Plate on a Thin Transversely Isotropic Elastic Layer
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作者 Juyao Li Guozheng Zhang +1 位作者 Liu Wang Zhaohe Dai 《Acta Mechanica Solida Sinica》 2025年第2期331-340,共10页
This work investigates the indentation response of an elastic plate resting upon a thin,transversely isotropic elastic layer supported by a rigid substrate.Such a scenario is encountered across a range of length scale... This work investigates the indentation response of an elastic plate resting upon a thin,transversely isotropic elastic layer supported by a rigid substrate.Such a scenario is encountered across a range of length scales from piezoresistive tests on graphite nanoflakes to the bending of floating ice shelves atop seabed,where the elastic layer commonly exhibits certain anisotropy.We first develop an approximate model to describe the elastic response of a transversely isotropic layer by exploiting the slenderness of the layer.We show that this approximate model can be reduced to the classic compressible Winkler foundation model as the elastic constants of the layer are set isotropic.We then investigate the combined response of an elastic plate on the transversely isotropic elastic layer.Facilitated by the simplicity of our proposed approximate model,we can derive simple analytical solutions for the cases of small and large indenter radi.The analytical results agree well with numerical calculations obtained via finite element methods,as long as the system is sufficiently slender in a mechanical sense.These results offer quantitative insights into the mechanical behavior of numerous semiconductor materials characterized by transverse isotropy and employed with slender geometries in various practical applications where the thin layer works as conductive and functional layers. 展开更多
关键词 INDENTATION Elastic layers-Transversely isotropic Winkler foundation GRAPHITE
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Zero-Shot Based Spatial AI Algorithm for Up-to-Date 3D Vision Map Generations in Highly Complex Indoor Environments
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作者 Sehun Lee Taehoon Kim Junho Ahn 《Computers, Materials & Continua》 2025年第8期3623-3648,共26页
This paper proposes a zero-shot based spatial recognition AI algorithm by fusing and developing multidimensional vision identification technology adapted to the situation in large indoor and underground spaces.With th... This paper proposes a zero-shot based spatial recognition AI algorithm by fusing and developing multidimensional vision identification technology adapted to the situation in large indoor and underground spaces.With the expansion of large shopping malls and underground urban spaces(UUS),there is an increasing need for new technologies that can quickly identify complex indoor structures and changes such as relocation,remodeling,and construction for the safety and management of citizens through the provision of the up-to-date indoor 3D site maps.The proposed algorithm utilizes data collected by an unmanned robot to create a 3D site map of the up-to-date indoor site and recognizes complex indoor spaces based on zero-shot learning.This research specifically addresses two major challenges:the difficulty of detecting walls and floors due to complex patterns and the difficulty of spatial perception due to unknown obstacles.The proposed algorithm addresses the limitations of the existing foundation model,detects floors and obstacles without expensive sensors,and improves the accuracy of spatial recognition by combining floor detection,vanishing point detection,and fusion obstacle detection algorithms.The experimental results show that the algorithm effectively detects the floor and obstacles in various indoor environments,with F1 scores of 0.96 and 0.93 in the floor detection and obstacle detection experiments,respectively. 展开更多
关键词 Spatial AI VISION foundation model zero-shot learning image segmentation
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A rigorous formulation of drain boundary conditions for groundwater flow modeling in geotechnical engineering
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作者 Wan-Jun Lei Yi-Feng Chen +3 位作者 Wang Ren Yunrui Deng Ran Hu Zhibing Yang 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第9期5385-5397,共13页
Drains play an important role in seepage control in geotechnical engineering.The enormous number and one-dimensional(1D)geometry of drainage holes make their nature difficult to be accurately modeled in groundwater fl... Drains play an important role in seepage control in geotechnical engineering.The enormous number and one-dimensional(1D)geometry of drainage holes make their nature difficult to be accurately modeled in groundwater flow simulation.It has been well understood that drains function by presenting discharge boundaries,which can be characterized by water head,no-flux,unilateral or mixed water head-unilateral boundary condition.It has been found after years of practices that the flow simulation may become erroneous if the transitions among the drain boundary conditions are not properly considered.For this,a rigorous algorithm is proposed in this study to detect the onset of transitions among the water head,noflux and mixed water head-unilateral boundary conditions for downwards-drilled drainage holes,which theoretically completes the description of drain boundary conditions.After verification against a numerical example,the proposed algorithm is applied to numerical modeling of groundwater flow through a gravity dam foundation.The simulation shows that for hundreds of downwards-drilled drainage holes used to be prescribed with water head boundary condition,56%and 2%of them are transitioned to mixed water head-unilateral and no-flux boundary conditions,respectively.The phreatic surface around the drains will be overestimated by 25e33 m without the use of the mixed boundary condition.For the first time,this study underscores the importance of the mixed water head-unilateral boundary condition and the proposed transition algorithm in drain modeling,which may become more essential for simulation of transient flow because of groundwater dynamics. 展开更多
关键词 Drainage hole Boundary condition Seepage control Numerical simulation Dam foundation
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