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Ecological Security Assessment,Prediction,and Zoning Management:An Integrated Analytical Framework
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作者 Bo Nan Yujia Zhai +2 位作者 Mengmeng Wang Hongjie Wang Baoshan Cui 《Engineering》 2025年第6期238-250,共13页
Enhancing ecological security for sustainable social,economic,and environmental development is a key focus of current research and a practical necessity for ecological management.However,the integration of retrospecti... Enhancing ecological security for sustainable social,economic,and environmental development is a key focus of current research and a practical necessity for ecological management.However,the integration of retrospective ecological security assessments with future trend predictions and fine-scale targeted regulations remains inadequate,limiting effective ecological governance and sustainable regional development.Guided by Social-Economic-Natural Complex Ecosystems(SENCE)theory,this study proposes an analytical framework that integrates ecological security assessment,prediction,and zoning management.The Daqing River Basin,a typical river basin in the North China Plain,was selected as a case study.The results indicate that overall ecological security in the Daqing River Basin improved from a“Moderate”level to a“Relatively Safe”level between 2000 and 2020;however,spatial heterogeneity persisted,with higher ecological security in northwestern and eastern regions and lower ecological security in the central region.Approximately 62% of the Basin experienced an improvement in ecological security level,except in the major urban areas of Beijing,Tianjin,and Hebei,where ecological security deteriorated.From 2025 to 2040,the overall ecological security of the Daqing River Basin is expected to improve and remain at the“Relatively Safe”level.However,spatial heterogeneity will be further aggravated as the ecological security of major urban areas continues to deteriorate.Ecological security management zones and regulation strategies are proposed at the regional and county scales to emphasize integrated regulation for the entire basin and major urban areas.The proposed analytical framework provides valuable insights for advancing theoretical research on ecological security.The case study offers a practical reference for ecological security enhancement in river basins and other regions facing significant human-land conflicts. 展开更多
关键词 Ecological security analytical framework Assessment PREDICTION Zoning management
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Analytical Framework for Market-oriented DSR Flexibility Integration and Management 被引量:1
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作者 Shi You Junjie Hu +1 位作者 Kai Heussen Chunyu Zhang 《Energy and Power Engineering》 2013年第4期1367-1371,共5页
Integration and management of the flexibility of Demand Side Resources (DSR) in today’s energy systems plays a significant role in building up a sustainable society. However, the challenges of understanding, predicat... Integration and management of the flexibility of Demand Side Resources (DSR) in today’s energy systems plays a significant role in building up a sustainable society. However, the challenges of understanding, predicating and handling the uncertainties associated this subject to a great extent hamper its development. In this paper, an analytical framework based on a multi-portfolio setup in presence of a deregulated power market is proposed to address such challenges by adopting the thinking in modern portfolio theory (MPT). A Numerical example that targets on analyzing the risk and return for various flexibility pricing strategies are presented to illustrate some features of the framework. 展开更多
关键词 analytical framework Distributed Energy Resources Flexiblity Deregulated Power Market Morden PORTFOLIO Theory Risk and RETURN
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Resource and environmental factors should be included in economic analytical framework
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作者 金碚 《China Economist》 2009年第5期1-1,共1页
In the economic analysis framework,natural resources and environmental factors are included in the category of capital or land.Hence,the explanatory variables of the production function only include capital,labor and ... In the economic analysis framework,natural resources and environmental factors are included in the category of capital or land.Hence,the explanatory variables of the production function only include capital,labor and the residue term technology.Such framework may be designed for methodological reasons,but it is 展开更多
关键词 Resource and environmental factors should be included in economic analytical framework
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Integrating Research Analytic Framework and Personality Matching for Supervisor Recommendation
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作者 ZHANG Mingyu SUN Jianshan 《Journal of Donghua University(English Edition)》 EI CAS 2019年第4期421-430,共10页
Supervisor selection is important for research students in their future studies and careers.Currently,students rely on information search or friends recommendation to find potential research supervisors.However,due to... Supervisor selection is important for research students in their future studies and careers.Currently,students rely on information search or friends recommendation to find potential research supervisors.However,due to the challenges of incomplete and asymmetric information,students can hardly find suitable supervisors that match their research interests as well as personalities.Existing methods mainly consider topic-relevance and candidate-quality,and overlook the significance of connectivity consideration and two-sided matching degree of individuals personality styles.It proposes a novel supervisor recommendation approach that integrates relevance,connectivity,quality and personality-matching dimensions.The results of user-based evaluations demonstrate that the proposed approach generates more satisfactory recommendations as compared to that of all baseline methods.The present solution has been implemented as a social network recommendation service on ScholarMate. 展开更多
关键词 RECOMMENDATION system RESEARCH analytics framework PERSONALITY MATCHING educational technology
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国际中文教育阅读素养评价标准的建构
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作者 王鸿滨 张洁 《贵州师范大学学报(社会科学版)》 2026年第2期96-109,共14页
“阅读素养”是国际中文教育中衡量学习者语言能力与文化理解水平的重要指标之一。构建本土化的阅读素养评价标准,对于提升国际中文教育质量具有重要意义。通过对文献的系统梳理,明确了国际中文教育阅读素养的概念内涵,并依托《国际中... “阅读素养”是国际中文教育中衡量学习者语言能力与文化理解水平的重要指标之一。构建本土化的阅读素养评价标准,对于提升国际中文教育质量具有重要意义。通过对文献的系统梳理,明确了国际中文教育阅读素养的概念内涵,并依托《国际中文教育中文阅读分级标准》构建了国际中文教育阅读素养的评价标准框架。在此基础上,组建专家小组研讨交流,遵循描述语撰写的基本原则,结合描述语库,对国际中文教育阅读素养评价标准进行了系统阐述。再采用德尔菲法和层次分析法对评价标准进行了两轮修订及权重赋值,构建了一个包含初中高3个级别,“阅读态度和行为”“阅读认知过程和策略”2个一级维度,“阅读态度”“阅读行为”“阅读过程”“阅读策略”4个二级维度及272条描述语的多维评价标准体系。该评价标准不仅为国际中文教育领域的阅读素养评价提供了科学的工具,也为中文教学实践中阅读素养的培养提供了有效的参考。 展开更多
关键词 《国际中文教育中文阅读分级标准》 阅读素养评价标准 描述语 德尔菲法 层次分析法
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Research on the Framework and Path of Low Carbon Coordinated Development in Beijing-Tianjin-Hebei Region 被引量:1
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作者 齐天真 孙蕊 郭超坤 《Agricultural Science & Technology》 CAS 2016年第4期983-988,共6页
With the low-carbon coordinated development in Beijing-Tianjin-Hebei Region as the starting point, the necessity and realistic difficulties in achieving the lowcarbon coordination in Beijing-Tianjin-Hebei Region was a... With the low-carbon coordinated development in Beijing-Tianjin-Hebei Region as the starting point, the necessity and realistic difficulties in achieving the lowcarbon coordination in Beijing-Tianjin-Hebei Region was analyzed, based on which we constructed the systematic analytical framework for low-carbon coordination in Beijing-Tianjin-Hebei Region, and proposed the development path of regional lowcarbon coordinated development from the three levels of government, industry and consumer with the aim to provide specific references for the low-carbon coordinated development in Beijing-Tianjin-Hebei Region. 展开更多
关键词 Low carbon coordination analytical framework Development path
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基于三维分析框架的科技情报服务场景及需求识别研究
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作者 王玉龙 秦春秀 +2 位作者 马续补 李凡 吕树月 《图书馆学研究》 北大核心 2026年第2期76-87,共12页
精准识别产业变革与科技创新中的科技情报服务场景,有助于推动科技情报服务模式升级与产业高质量发展。通过构建融合产业技术链、产业技术类型与科技创新链的三维分析框架,实现科技情报服务场景的细粒度识别,并采用三元组进行形式化描... 精准识别产业变革与科技创新中的科技情报服务场景,有助于推动科技情报服务模式升级与产业高质量发展。通过构建融合产业技术链、产业技术类型与科技创新链的三维分析框架,实现科技情报服务场景的细粒度识别,并采用三元组进行形式化描述。在此基础上,从文献、数据、基础设施、政策法规、知识产权与人力资源6个维度,系统解析不同场景下的细粒度科技情报需求。以第三代半导体领域为例开展实例验证,结果表明,该方法在科技情报服务场景识别与情报需求分析中具备实用性,能够为场景识别与场景化服务实践提供方法支持。 展开更多
关键词 场景识别 科技情报需求 三维分析框架 科技情报服务
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区域内农用地扩张如何影响相邻草地系统的可持续发展——分析框架、情境分析和双赢路径
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作者 王悦 杨永春 张薇 《自然资源学报》 北大核心 2026年第1期111-131,共21页
21世纪全球农用地持续扩张。如何在提升农业产出的同时,实现生态系统持续发展是人类面临的一大难题。回顾相关研究脉络,构建了区域内农用地、草地系统位移过程和效应的概念性框架。在此基础上,梳理不同情境下系统位移关系,从中分析实现... 21世纪全球农用地持续扩张。如何在提升农业产出的同时,实现生态系统持续发展是人类面临的一大难题。回顾相关研究脉络,构建了区域内农用地、草地系统位移过程和效应的概念性框架。在此基础上,梳理不同情境下系统位移关系,从中分析实现生产与生态双赢的位移路径并归纳现有双赢模式,对未来模式升级存在的困境和路径进行探索。研究发现:(1)当农用地扩张参量不适当时,与草地系统在位移过程中出现破坏、竞争、吞并关系,表现为生态位偏离、过度扩张行为;农用地扩张参量适当时,与草地系统间存在位差、催化、多稳定、管理潜势,空间功能互补、势能匹配,驱动位移耦合、达成双赢。(2)现阶段,部分区域已形成耦合双赢模式,但处于初级阶段。模式升级在政策管理、技术应用、资源安全和耦合实践等方面存在现实困境。(3)未来可面向全球人类可持续发展需求,重点聚焦政策调控方案改善、空间合作加强、技术升级与共享、多方协同参与等方面,构建多维度、多尺度、多模式、多主体的农用地与草地系统位移耦合体系,实现双赢。 展开更多
关键词 农用地扩张 草地系统 可持续发展 分析框架 情境分析 双赢路径
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极端天气应急管理协同治理框架及实现路径研究
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作者 高琰 曾凡雷 闫琳 《水利水电技术(中英文)》 北大核心 2026年第1期104-117,共14页
【目的】随着全球气候变化影响,我国极端灾害天气呈多发、频发、重发趋势,给社会发展带来严重危害和损失。研究发现,目前我国极端天气应急管理仍存在“应急管理体制机制有待完善、气象预报预警技术尚有短板、社会综合防灾减灾能力亟需... 【目的】随着全球气候变化影响,我国极端灾害天气呈多发、频发、重发趋势,给社会发展带来严重危害和损失。研究发现,目前我国极端天气应急管理仍存在“应急管理体制机制有待完善、气象预报预警技术尚有短板、社会综合防灾减灾能力亟需提升”等问题。针对极端天气应急管理协同治理的研究有助于提升我国气象灾害应急管理工作水平。【理论】本文在理论建构方面,提出由“气象预报-政府决策-社会响应”三位一体构成的“三方协同模型”框架,为极端天气协同治理提供了新的思路和解决方案。【方法】提出“四维协同治理框架”,实现从单一主体视角向多元主体协同视角的转变。“四维协同治理架构”从跨体系协同治理机制、数字化治理范式转型、开放式协同创新网络、前瞻性防御制度供给等四个维度进行研究,为极端天气协同治理提供了一种新的思路和模式。【结论】提出极端天气应急管理协同治理的实现路径为:通过“理念前置、预警前置和场景前置”措施推动极端天气灾害防御关口前移;通过“政府内部协同、部门—区域协同和政府—社会协同”措施实现极端天气应急管理高质量应对;通过“互动感应、应急叫应和有效响应”措施促进极端天气应急管理防灾减灾成效最大化。 展开更多
关键词 极端天气 应急管理 协同治理 分析框架 实现路径 影响因素
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全球治理背景下中非农业合作质量提升路径——基于合作韧性的分析框架
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作者 金都 陈弘 文春晖 《中国农业大学学报》 北大核心 2026年第2期316-326,共11页
为探究中非农业合作提质升级的实践进路,通过揭示全球治理背景下中非农业合作的新内涵,明确中非农业合作的问题表征,再构建合作韧性分析框架探讨中非农业合作质量提升的路径。研究表明:1)在中非共同参与全球治理的情境中,中非农业合作... 为探究中非农业合作提质升级的实践进路,通过揭示全球治理背景下中非农业合作的新内涵,明确中非农业合作的问题表征,再构建合作韧性分析框架探讨中非农业合作质量提升的路径。研究表明:1)在中非共同参与全球治理的情境中,中非农业合作呈现出全球治理目标的嵌入、多主体参与及机制协同的开放、以能力建设为核心、跨文化交流与信任构建的新内涵。2)在合作韧性视域下,中非农业合作项目的稳定性、适应性与可持续性均存在不足,掣肘双方合作向高质量发展跃迁。3)中非双方需统筹治理格局、制度框架、资源网络、技术体系、文化生态等方面,构建农业合作韧性体系,夯实合作质量提升的内在支撑。因此,本研究结果为推动中非农业合作质量提升拓展了合作韧性导向的理论视角与实践路径。 展开更多
关键词 全球治理 中非农业合作 合作韧性 合作质量 分析框架
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数智化城市治理“一网统管”的实践逻辑——兼论分析框架构建
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作者 钱清逸 姚清晨 黄璜 《上海行政学院学报》 北大核心 2026年第1期53-63,共11页
为破解城市“不可治理”难题,“一网统管”作为一项数智化城市治理创新实践在我国日益普及。但学界更多关注的是其中作为技术的“一网”和作为结果的“管理”,对“统”这一中间环节缺乏应有的关注。通过采用归纳式案例研究方法,对D市“... 为破解城市“不可治理”难题,“一网统管”作为一项数智化城市治理创新实践在我国日益普及。但学界更多关注的是其中作为技术的“一网”和作为结果的“管理”,对“统”这一中间环节缺乏应有的关注。通过采用归纳式案例研究方法,对D市“一网统管”实践深入剖析后发现,“一网统管”是基于数字技术嵌入而引发的权力行使集中化、责任网络系统化、技术能力集成化,上述三个维度下的“统合”有效破解了传统的城市治理困境,从而实现城市治理效能提升。其中,权力、责任、技术能力共同构成理解“一网统管”实践的核心要素。该框架不仅拓展了对“一网统管”实践现象的认识,而且有助于推动相关研究从现象归纳走向理论深化。 展开更多
关键词 一网统管 以统促管 “权力-责任-技术能力” 城市管理 分析框架
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我国全民阅读政策文本量化研究与启示——基于“工具—效力—主体”三维框架的探析
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作者 李春香 邓玲 《大学图书情报学刊》 2026年第2期109-117,共9页
文章基于政策工具视角,以近10年国家颁布的全民阅读政策文本为研究对象,采用文献计量分析和内容分析方法,构建政策工具、政策效力、参与主体的三维分析框架,对我国全民阅读政策进行多维度探析。研究发现,当前我国全民阅读政策存在政策... 文章基于政策工具视角,以近10年国家颁布的全民阅读政策文本为研究对象,采用文献计量分析和内容分析方法,构建政策工具、政策效力、参与主体的三维分析框架,对我国全民阅读政策进行多维度探析。研究发现,当前我国全民阅读政策存在政策工具配置不够均衡,政策效力有待提高,参与主体协同有待加强等问题。据此提出优化政策工具结构,驱动子类工具协同发力;提高政策效力,落实政策工具的可操作性;加强政策主体协同,激发多元主体组合作用等建议,以期推动我国全民阅读工作高质量发展。 展开更多
关键词 全民阅读 政策工具 量化分析 文本分析 三维分析框架
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New Insights and Prospects for the Urban-Rural Fringe in the Context of Urban-Rural Integration
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作者 FU Bo GANG Shuang XUE Bing 《Chinese Geographical Science》 2026年第2期191-206,共16页
Promoting urban-rural integration and facilitating the bidirectional flow of urban and rural elements are core spatial objectives in the new era of China.The urban-rural fringe represents the region with the most inte... Promoting urban-rural integration and facilitating the bidirectional flow of urban and rural elements are core spatial objectives in the new era of China.The urban-rural fringe represents the region with the most intense interaction between urban and rural areas,serving as a key zone for breaking down barriers and promoting urban-rural integration.Based on a systematic review of representative case studies and scholarly literature,this paper synthesizes the evolving research perspectives on the urban-rural fringe,with particular attention to how data-driven approaches that integrate official statistics,remote sensing imagery,points of interest,and mobile phone signaling data have advanced the characterization of fringe features,refined identification methods,and revealed emerging developmental trends through spatial clustering and machine learning classification.It proposes an integrated analytical framework encompassing administrative boundaries,economic metabolism,social activities,material infrastructure,and the ecological environment.The paper further examines the characteristics and emerging development trends of urban-rural fringe areas and advances a set of strategic directions to support urban-rural integration and more efficient resource allocation.These include expanding analytical dimensions,enhancing data integration,refining identification criteria,elucidating mechanisms of internal and external interactions,and strengthening interdisciplinary collaboration.Collectively,these efforts offer actionable insights for optimizing public service delivery,directing infrastructure investment in transportation and utilities,delineating ecological conservation boundaries,and implementing place-based socioeconomic revitalization strategies in the urban-rural fringe regions. 展开更多
关键词 urban-rural fringe urban-rural integration literature review urban planning analytical framework
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Aptamer&MOF-functionalized multichannel paper chip for point-of-care testing of small extracellular vesicle membrane protein profile
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作者 Shaoqiang Wen Lang Zhang +7 位作者 Zhan Huang Meng Chen Yuzhi Xu Xing Huang Zhou Zhang Xiaoyong Zou Zong Dai Si-Yang Liu 《Chinese Chemical Letters》 2026年第2期687-692,共6页
Small extracellular vesicles(sEVs)membrane protein profile(sEVpp)is a novel biomarker for cancer,and it can reveal the in-depth phenotype information.The point-of-care testing(POCT)of sEVpp holds great significance fo... Small extracellular vesicles(sEVs)membrane protein profile(sEVpp)is a novel biomarker for cancer,and it can reveal the in-depth phenotype information.The point-of-care testing(POCT)of sEVpp holds great significance for mass screening of cancer,so the cost-effective and simple detection methods of sEVpp are urgently demanded.Herein,we constructed a paper-based multichannel sEVpp POCT device(sEVpp-PAD)enabled by functional DNA probes and metal-organic framework(MOF).The core components are aptamer/MOF-modified paper chips.The modified aptamers can immunocapture the sEV expressing corresponding proteins,while the modified MOF can provide abundant sites for aptamer-modification,reduce the nonspecific protein absorption,and act as reference for ratiometric detection.Simply powered by two syringes,the sEVpp-PAD can efficiently capture sEVs expressing corresponding protein from cell culture media and sera.Furthermore,a detection probe(DP)consisted of CD63 aptamer and G-quadruplex was developed for the colorimetric detection of captured sEVs.Utilizing this device,the sEVpp in various hepatocellular carcinoma cell culture medium and,more importantly,in human sera can be accurately determined,only with$2 device,$0.2 detection reagents and 1.8 h procedure.This simple strategy for sEVpp detection can innovatively promote the POCT and subtyping of cancer based on sEV-related liquid biopsy. 展开更多
关键词 Small extracellular vesicles Protein profile Point-of-care testing Paper-based analytical device Metal-organic frameworks
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Mission capability assessment of UAV swarms based on UAF and interval-valued spherical fuzzy ANP
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作者 Minghao ZHANG An +2 位作者 BI Wenhao FAN Qiucen YANG Pan 《Journal of Systems Engineering and Electronics》 2026年第1期225-241,共17页
For mission-oriented unmanned aerial vehicle(UAV)swarms,mission capability assessment provides an important reference in the design and development process,and is a precondition for mission success.For this multi-crit... For mission-oriented unmanned aerial vehicle(UAV)swarms,mission capability assessment provides an important reference in the design and development process,and is a precondition for mission success.For this multi-criteria decisionmaking(MCDM)problem,the current literature lacks a way to unambiguously present criteria and the popular fuzzy analytic network process(ANP)approaches neglect the hesitancy of subjective judgments.To fill these research gaps,an MCDM method based on unified architecture framework(UAF)and interval-valued spherical fuzzy ANP(IVSF-ANP)is proposed in this paper.Firstly,selected viewpoints in UAF are extended to construct criteria models with standardized representation.Secondly,interval-valued spherical fuzzy sets are introduced to ANP to weight interdependent criteria,handling fuzziness and hesitancy in pairwise comparisons.A method of adjusting weights of experts based on their decision similarities is also included in this process to reduce ambiguity brought by multiple experts.Next,performance characteristics are non-linearly transformed regarding to expectations to get final results.This proposition is applied to assess the mission capability of UAV swarms to search and strike surface vessels.Comparative analysis shows that the proposed method is valid and reasonable. 展开更多
关键词 unmanned aerial vehicle(UAV)swarm capability assessment multi-criteria decision-making(MCDM) unified architecture framework interval-valued spherical fuzzy set analytical network process(ANP)
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基于哈佛分析框架下比亚迪公司的财务分析
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作者 黄知兰 胡春华 晋娇 《商业经济》 2026年第2期161-164,171,共5页
随着新能源汽车行业快速发展,比亚迪公司作为国内领军企业,其财务状况与发展前景备受关注。传统财务分析存在局限性,而哈佛分析框架通过战略、会计、财务和前景四个维度,能更全面评估企业绩效。基于比亚迪2019—2023年财务数据,结合行... 随着新能源汽车行业快速发展,比亚迪公司作为国内领军企业,其财务状况与发展前景备受关注。传统财务分析存在局限性,而哈佛分析框架通过战略、会计、财务和前景四个维度,能更全面评估企业绩效。基于比亚迪2019—2023年财务数据,结合行业政策及竞争环境,运用哈佛框架分析其战略实施效果,识别潜在风险,并提出优化建议,为新能源汽车企业的可持续发展提供参考。 展开更多
关键词 新能源汽车 比亚迪 财务分析 哈佛分析框架
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新质生产力发展的路径突破与挑战应对
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作者 马荣 《中国科技产业》 2026年第3期73-76,共4页
在我国经济转向高质量发展阶段的时代背景下,发展新质生产力成为塑造未来竞争优势的核心战略。本文构建了包含驱动内核、产业载体、要素支撑与制度保障的四维分析框架,认为发展新质生产力须遵循系统性、动态性与差异性的原则框架,科技... 在我国经济转向高质量发展阶段的时代背景下,发展新质生产力成为塑造未来竞争优势的核心战略。本文构建了包含驱动内核、产业载体、要素支撑与制度保障的四维分析框架,认为发展新质生产力须遵循系统性、动态性与差异性的原则框架,科技创新、现代产业、高级要素与适配制度四个方面相互作用、共同发展,并深入探究其发展路径与挑战,为各级地方政府提供科学的决策参考。 展开更多
关键词 新质生产力 四维分析框架 科技创新
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Theoretical Origins, Evolutionary Stages, and Analytical Framework of Child-Friendly Cities: Research Prospects of All-Age-Friendly Cities from a Childhood Perspective
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作者 Wu Zhaofan Qian Fang(Translated) 《China City Planning Review》 2025年第1期19-30,共12页
Research on child-friendly cities is an integral part of the Global Childhood Research Movement,emerging under the influence of the new sociology of childhood,feminist theory,and postmodern space theory.It has gone th... Research on child-friendly cities is an integral part of the Global Childhood Research Movement,emerging under the influence of the new sociology of childhood,feminist theory,and postmodern space theory.It has gone through several developmental stages:a period of germination from the 1970s to the 1980s,a period of exploration from the 1990s to the end of the 20th century,and a period of maturation from the 21st century to the present.During this process,the analytical framework has roughly transitioned from a focus on“age-development”to“social construction,”and then to“social structure.”In response to the current neglect of the shift from a child to a childhood perspective,China's child-friendly cities should harness the momentum of the Global Childhood Research Movement.They should pay attention to the spatial issues arising under“inter-generational relations and generational structure,”revitalize the educational and natural attributes of space,and propose urban development strategies focusing on multi-generational childhood and all-age-friendly city programs from a childhood perspective.This approach will help to realize the coordination between people(in their childhood stages)and place(urban space). 展开更多
关键词 child-friendly cities theoretical tracing evolutionary stages analytical framework childhood perspective all-age-friendly
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Toward Data-Driven Digital Therapeutics Analytics:Literature Review and Research Directions 被引量:3
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作者 Uichin Lee Gyuwon Jung +5 位作者 Eun-Yeol Ma Jin San Kim Heepyung Kim Jumabek Alikhanov Youngtae Noh Heeyoung Kim 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2023年第1期42-66,共25页
With the advent of digital therapeutics(DTx),the development of software as a medical device(SaMD)for mobile and wearable devices has gained significant attention in recent years.Existing DTx evaluations,such as rando... With the advent of digital therapeutics(DTx),the development of software as a medical device(SaMD)for mobile and wearable devices has gained significant attention in recent years.Existing DTx evaluations,such as randomized clinical trials,mostly focus on verifying the effectiveness of DTx products.To acquire a deeper understanding of DTx engagement and behavioral adherence,beyond efficacy,a large amount of contextual and interaction data from mobile and wearable devices during field deployment would be required for analysis.In this work,the overall flow of the data-driven DTx analytics is reviewed to help researchers and practitioners to explore DTx datasets,to investigate contextual patterns associated with DTx usage,and to establish the(causal)relationship between DTx engagement and behavioral adherence.This review of the key components of datadriven analytics provides novel research directions in the analysis of mobile sensor and interaction datasets,which helps to iteratively improve the receptivity of existing DTx. 展开更多
关键词 Causal inference data-driven analytics framework digital therapeutics(DTx) mobile and wearable data technical and behavioral engagement
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User Behavior Traffic Analysis Using a Simplified Memory-Prediction Framework 被引量:1
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作者 Rahmat Budiarto Ahmad A.Alqarni +3 位作者 Mohammed YAlzahrani Muhammad Fermi Pasha Mohamed FazilMohamed Firdhous Deris Stiawan 《Computers, Materials & Continua》 SCIE EI 2022年第2期2679-2698,共20页
As nearly half of the incidents in enterprise security have been triggered by insiders,it is important to deploy a more intelligent defense system to assist enterprises in pinpointing and resolving the incidents cause... As nearly half of the incidents in enterprise security have been triggered by insiders,it is important to deploy a more intelligent defense system to assist enterprises in pinpointing and resolving the incidents caused by insiders or malicious software(malware)in real-time.Failing to do so may cause a serious loss of reputation as well as business.At the same time,modern network traffic has dynamic patterns,high complexity,and large volumes that make it more difficult to detect malware early.The ability to learn tasks sequentially is crucial to the development of artificial intelligence.Existing neurogenetic computation models with deep-learning techniques are able to detect complex patterns;however,the models have limitations,including catastrophic forgetfulness,and require intensive computational resources.As defense systems using deep-learning models require more time to learn new traffic patterns,they cannot perform fully online(on-the-fly)learning.Hence,an intelligent attack/malware detection system with on-the-fly learning capability is required.For this paper,a memory-prediction framework was adopted,and a simplified single cell assembled sequential hierarchical memory(s.SCASHM)model instead of the hierarchical temporal memory(HTM)model is proposed to speed up learning convergence to achieve onthe-fly learning.The s.SCASHM consists of a Single Neuronal Cell(SNC)model and a simplified Sequential Hierarchical Superset(SHS)platform.The s.SCASHMis implemented as the prediction engine of a user behavior analysis tool to detect insider attacks/anomalies.The experimental results show that the proposed memory model can predict users’traffic behavior with accuracy level ranging from 72%to 83%while performing on-the-fly learning. 展开更多
关键词 Machine learning memory prediction framework insider attacks user behavior analytics
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