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Renewable Energy-Based Solutions for Decentralized Electrification:Demand Assessment andMulti-Tier Framework Approach
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作者 Jacob Manyuon Deng Cyrus Wabuge Wekesa +1 位作者 Khan Jean De Dieu Hakizimana Joseph Nzabahimana 《Energy Engineering》 2025年第5期1839-1862,共24页
Energy access remains a critical challenge in rural South Sudan,with communities heavily relying on expensive and unfriendly environmental energy sources such as diesel generators and biomass.This study addresses the ... Energy access remains a critical challenge in rural South Sudan,with communities heavily relying on expensive and unfriendly environmental energy sources such as diesel generators and biomass.This study addresses the predicament by evaluating the feasibility of renewable energy-based decentralized electrification in the selected village ofDoleibHill,UpperNile,South Sudan.Using a demand assessment and theMulti-Tier Framework(MTF)approach,it categorizes households,public facilities,private sector,Non-GovernmentalOrganizations(NGOs)and business energy needs and designs an optimized hybrid energy system incorporating solar Photovoltaic(PV),wind turbines,batteries,and a generator.The proposed system,simulated in Hybrid Optimization Model Electric Renewable(HOMER)Pro,demonstrates strong economic viability,with a present worth of$292,145,an annual worth of$22,854,a return on investment(ROI)of 36.5%,and an internal rate of return(IRR)of 42.1%.The simple payback period is 2.31 years,and the discounted payback period is 2.62 years.The system achieves a levelized cost of energy(LCOE)of$0.276/kWh and significantly reduces dependence on diesel,producing 798,800 kWh annually fromwind energy.This research provides a replicable model for cost-effective,sustainable rural electrification,offering valuable insights for policymakers and energy planners seeking to expand electricity access in off-grid communities. 展开更多
关键词 Decentralized electrification demand assessment multi-tier framework South Sudan off-grid solutions payback period
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Enhancing Safety in Electric Vehicles:Multi-Tiered Fault Detection for Micro Short Circuits and Aging in Battery Modules
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作者 Yi-Feng Luo Jyuan-FongYen Wen-Cheng Su 《Computer Modeling in Engineering & Sciences》 2025年第3期3069-3087,共19页
This article proposes a multi-tiered fault detection system for series-connected lithium-ion battery modules.Improper use of batteries can lead to electrolyte decomposition,resulting in the formation of lithium dendri... This article proposes a multi-tiered fault detection system for series-connected lithium-ion battery modules.Improper use of batteries can lead to electrolyte decomposition,resulting in the formation of lithium dendrites.These dendrites may pierce the separator,leading to the failure of the insulation layer between electrodes and causing micro short circuits.When a micro short circuit occurs,the electrolyte typically undergoes exothermic reactions,leading to thermal runaway and posing a safety risk to users.Relying solely on temperature-based judgment mechanisms within the battery management system often results in delayed intervention.To address this issue,the article develops a multi-tiered fault detection algorithm for series-connected lithium-ion batteries.This algorithm can effectively diagnose micro short circuits,aging,and normal batteries using minimal battery data,thereby improving diagnostic accuracy and enhancing the flexibility of fault detection.Simulations and experiments conducted under various levels of micro short circuits validate the effectiveness of the algorithm,demonstrating its ability to distinguish between short-circuited,aged,and normal batteries under different conditions.This technology can be applied to electric vehicles and energy storage systems,enabling early warnings to ensure safety and prevent thermal runaway. 展开更多
关键词 multi-tiered fault detection micro short circuits(MSC) battery management system(BMS) lithiumion batteries electric vehicles(EV) energy storage systems(ESS)
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An Application of a Multi-Tier Data Warehouse in Oil and Gas Drilling Information Management 被引量:2
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作者 张宁生 王志伟 《Petroleum Science》 SCIE CAS CSCD 2004年第4期1-5,共5页
Expenditure on wells constitute a significant part of the operational costs for a petroleum enterprise, where most of the cost results from drilling. This has prompted drilling departments to continuously look for wa... Expenditure on wells constitute a significant part of the operational costs for a petroleum enterprise, where most of the cost results from drilling. This has prompted drilling departments to continuously look for ways to reduce their drilling costs and be as efficient as possible. A system called the Drilling Comprehensive Information Management and Application System (DCIMAS) is developed and presented here, with an aim at collecting, storing and making full use of the valuable well data and information relating to all drilling activities and operations. The DCIMAS comprises three main parts, including a data collection and transmission system, a data warehouse (DW) management system, and an integrated platform of core applications. With the support of the application platform, the DW management system is introduced, whereby the operation data are captured at well sites and transmitted electronically to a data warehouse via transmission equipment and ETL (extract, transformation and load) tools. With the high quality of the data guaranteed, our central task is to make the best use of the operation data and information for drilling analysis and to provide further information to guide later production stages. Applications have been developed and integrated on a uniform platform to interface directly with different layers of the multi-tier DW. Now, engineers in every department spend less time on data handling and more time on applying technology in their real work with the system. 展开更多
关键词 drilling information management multi-tier data warehouse information processing application system
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Multi-Tier数据库应用程序及在Delphi中的实现 被引量:3
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作者 杨滨生 李伟 夏胜利 《昆明冶金高等专科学校学报》 CAS 2002年第4期22-27,共6页
介绍了多层数据库应用程序的基本原理及其在Delphi中的实现技术,并以其在学分制教务管理系统开发的程序为原型,通过实例讲述在Delphi中实现Multi-Tier技术的步骤和要点。
关键词 multi-tier 数据库应用程序 DELPHI 教务管理 学分制
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使用Multi-Tier技术架构Web应用系统
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作者 左博新 朱莉 +1 位作者 章丽平 付晶 《计算机与现代化》 2004年第9期44-46,共3页
Web系统目前被广泛应用于Internet/Intranet,随着网络的发展,传统的CGI/ISAPI标准结构已不能满足需要,本文介绍了Delphi的InternetExpress和DatabasePooling等Multi Tier技术,通过对CGI/ISAPI结构与InternetExpress结构的比较,介绍使用I... Web系统目前被广泛应用于Internet/Intranet,随着网络的发展,传统的CGI/ISAPI标准结构已不能满足需要,本文介绍了Delphi的InternetExpress和DatabasePooling等Multi Tier技术,通过对CGI/ISAPI结构与InternetExpress结构的比较,介绍使用InternetExpress技术结合MST(MicrosoftTransactionServer)构建基于Web的三层结构系统的架构过程。并以开发实例加以说明。 展开更多
关键词 multi-tier WEB应用系统 CGI/ISAPI DELPHI Internet EXPRESS Database Pooling ISAPI
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Delphi中Multi-Tier结构的应用浅析
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作者 章丽平 朱莉 +2 位作者 左博新 付晶 汪艺 《计算机与现代化》 2004年第1期24-26,共3页
Multi Tier结构是目前分布式系统的主要应用结构,本文首先对传统的Two Tier结构数据库和Multi Tier结构数据库系统进行了比较,然后以三层数据库应用系统为例介绍Multi Tier结构应用的构建过程,并以一个实例加以说明。
关键词 DELPHI multi-tier结构 数据库系统 数据模块 应用程序
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Storage Assignment Optimization in a Multi-tier Shuttle Warehousing System 被引量:10
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作者 WANG Yanyan MOU Shandong WU Yaohua 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2016年第2期421-429,共9页
The current mathematical models for the storage assignment problem are generally established based on the traveling salesman problem(TSP),which has been widely applied in the conventional automated storage and retri... The current mathematical models for the storage assignment problem are generally established based on the traveling salesman problem(TSP),which has been widely applied in the conventional automated storage and retrieval system(AS/RS).However,the previous mathematical models in conventional AS/RS do not match multi-tier shuttle warehousing systems(MSWS) because the characteristics of parallel retrieval in multiple tiers and progressive vertical movement destroy the foundation of TSP.In this study,a two-stage open queuing network model in which shuttles and a lift are regarded as servers at different stages is proposed to analyze system performance in the terms of shuttle waiting period(SWP) and lift idle period(LIP) during transaction cycle time.A mean arrival time difference matrix for pairwise stock keeping units(SKUs) is presented to determine the mean waiting time and queue length to optimize the storage assignment problem on the basis of SKU correlation.The decomposition method is applied to analyze the interactions among outbound task time,SWP,and LIP.The ant colony clustering algorithm is designed to determine storage partitions using clustering items.In addition,goods are assigned for storage according to the rearranging permutation and the combination of storage partitions in a 2D plane.This combination is derived based on the analysis results of the queuing network model and on three basic principles.The storage assignment method and its entire optimization algorithm method as applied in a MSWS are verified through a practical engineering project conducted in the tobacco industry.The applying results show that the total SWP and LIP can be reduced effectively to improve the utilization rates of all devices and to increase the throughput of the distribution center. 展开更多
关键词 multi-tier shuttle warehousing system storage assignment optimization open queuing network ant colony clustering algorithm
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Seismic assessment of two multi-tiered pagodas damaged by the 2015 Nepal earthquake 被引量:2
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作者 Yohei Endo Toshikazu Hanazato 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2021年第2期453-469,共17页
A seismic assessment of two multi-tier pagodas by numerical analysis is presented herein.The Changu Narayan temple and the Kumbeshwar temple in Nepal are used as the case studies.Both pagodas are built of brick masonr... A seismic assessment of two multi-tier pagodas by numerical analysis is presented herein.The Changu Narayan temple and the Kumbeshwar temple in Nepal are used as the case studies.Both pagodas are built of brick masonry in earthen mortar,with timber columns and crossbeams.The Changu Narayan temple is a two-tier pagoda,and was seriously damaged during the 2015 Gorkha earthquake.The Kumbeshwar temple is a five-tier pagoda,and its top-tier collapsed due to the Gorkha earthquake.A seismic assessment was carried out using finite element(FE)analysis.The FE models were prepared,and dynamic identification tests and penetrometer tests were conducted.Pushover analysis and nonlinear dynamic analysis were performed as part of the seismic assessment.The main shock of the 2015 Gorkha earthquake was considered as the input accelerograms.The behavior between the two pagodas was compared with the collapse mechanisms and damage patterns observed in the actual structures.The comparison suggested common structural features of multi-tier pagodas.This study is dedicated to providing a better understanding of the seismic behavior of multi-tier pagoda-type structures and provides suggestions for their effective analysis. 展开更多
关键词 MASONRY multi-tier pagoda seismic assessment nonlinear dynamic analysis FEM analysis
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Delphi与Multi-tiered应用开发
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作者 李剑宇 周伟光 +1 位作者 唐利强 杨兴萍 《湘潭师范学院学报(自然科学版)》 2002年第3期41-44,共4页
概述了数据库应用技术的发展历程。介绍了三层应用的结构及优点。以开发工具Delphi为例阐述了三层应用的工作原理与开发。
关键词 分布式数据库系统 MIDAS multi-tiered APPLICATIONS DELPHI 三层应用结构 系统开发
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Performance Evaluation Approach for Multi-Tier Cloud Applications
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作者 Arshdeep Bahga Vijay K. Madisetti 《Journal of Software Engineering and Applications》 2013年第2期74-83,共10页
Complex multi-tier applications deployed in cloud computing environments can experience rapid changes in their workloads. To ensure market readiness of such applications, adequate resources need to be provisioned so t... Complex multi-tier applications deployed in cloud computing environments can experience rapid changes in their workloads. To ensure market readiness of such applications, adequate resources need to be provisioned so that the applications can meet the demands of specified workload levels and at the same time ensure that service level agreements are met. Multi-tier cloud applications can have complex deployment configurations with load balancers, web servers, application servers and database servers. Complex dependencies may exist between servers in various tiers. To support provisioning and capacity planning decisions, performance testing approaches with synthetic workloads are used. Accuracy of a performance testing approach is determined by how closely the generated synthetic workloads mimic the realistic workloads. Since multi-tier applications can have varied deployment configurations and characteristic workloads, there is a need for a generic performance testing methodology that allows accurately modeling the performance of applications. We propose a methodology for performance testing of complex multi-tier applications. The workloads of multi-tier cloud applications are captured in two different models-benchmark application and workload models. An architecture model captures the deployment configurations of multi-tier applications. We propose a rapid deployment prototyping methodology that can help in choosing the best and most cost effective deployments for multi-tier applications that meet the specified performance requirements. We also describe a system bottleneck detection approach based on experimental evaluation of multi-tier applications. 展开更多
关键词 PERFORMANCE Modeling Synthetic WORKLOAD BENCHMARKING multi-tier APPLICATIONS CLOUD Computing
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基于Delphi的Multi-Tier C/S结构数据库应用程序的设计
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作者 肖正新 《东莞理工学院学报》 2005年第1期37-40,共4页
Delphi是当今开发C/S结构数据库应用系统的主流工具之一。基于Two-Tier C/S结构存在的问题.本文提出了Multi-Tier C/S结构的开发模式,并就Delphi的Multi-Tier C/S结构数据库应用程序设计原理、优越性进行深入探讨,最后简单介绍了Delphi... Delphi是当今开发C/S结构数据库应用系统的主流工具之一。基于Two-Tier C/S结构存在的问题.本文提出了Multi-Tier C/S结构的开发模式,并就Delphi的Multi-Tier C/S结构数据库应用程序设计原理、优越性进行深入探讨,最后简单介绍了Delphi的Multi-Tier C/S结构数据库应用程序创建方法。 展开更多
关键词 C/S结构 数据库应用程序 数据库应用系统 创建方法 设计原理 工具 开发模式 主流 优越性
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Research on resource allocation for multi-tier web applications in a virtualization environment
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作者 Shuguo YANG 《Frontiers of Computer Science》 SCIE EI CSCD 2011年第4期506-512,共7页
Resource allocation for multi-tier web appli- cations in virtualization environments is one of the most important problems in autonomous computing. On one hand, the more resources that are provisioned to a multi- tier... Resource allocation for multi-tier web appli- cations in virtualization environments is one of the most important problems in autonomous computing. On one hand, the more resources that are provisioned to a multi- tier web application, the easier it is to meet service level objectives (SLO). On the other hand, the virtual machine which hosts the multi-tier web application needs to be consolidated as much as possible in order to maintain high resource utilization. This paper presents an adaptive resource controller which consists of a feedback utiliza- tion controller and an auto-regressive and moving average model (ARMA)-based model estimator. It can meet application-level quality of service (QoS) goals while achieving high resource utilization. To evaluate the proposed controllers, simulations are performed on a testbed simulating a virtual data center using Xen virtual machines. Experimental results indicate that the control- lers can improve CPU utilization and make the best trade- off between resource utilization and performance for multi-tier web applications. 展开更多
关键词 CPU utilization resource allocation qualityof service multi-tier web applications
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More Requests,Less Cost:Uncertain Inter-Datacenter Traffic Transmission with Multi-Tier Pricing
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作者 Xiao-Dong Dong Sheng Chen +3 位作者 Lai-Ping Zhao Xiao-Bo Zhou Heng Qi Ke-Qiu Li 《Journal of Computer Science & Technology》 SCIE EI CSCD 2018年第6期1152-1163,共12页
With the multi-tier pricing scheme provided by most of the cloud service providers(CSPs),the cloud userstypically select a high enough transmission service level to ensure the quality of service(QoS),due to the severe... With the multi-tier pricing scheme provided by most of the cloud service providers(CSPs),the cloud userstypically select a high enough transmission service level to ensure the quality of service(QoS),due to the severe penalty ofmissing the transmission deadline.This leads to the so-called over-provisioning problem,which increases the transmissioncost of the cloud user.Given the fact that cloud users may not be aware of their traffic demand before accessing the network,the over-provisioning problem becomes more serious.In this paper,we investigate how to reduce the transmission cost fromthe perspective of cloud users,especially when they are not aware of their traffic demand before the transmission deadline.The key idea is to split a long-term transmission request into several short ones.By selecting the most suitable transmissionservice level for each short-term request,a cost-efiqcient inter-datacenter transmission service level selection framework isobtained.We further formulate the transmission service level selection problem as a linear programming problem andresolve it in an on-line style with Lyapunov optimization.We evaluate the proposed approach with real traffic data.Theexperimental results show that our method can reduce the transmission cost by up to 65.04%. 展开更多
关键词 trafic uncertainty inter-datacenter transmission multi-tier pricing scheme
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Data Temperature Informed Streaming for Optimising Large-Scale Multi-Tiered Storage
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作者 Dominic Davies-Tagg Ashiq Anjum +3 位作者 Ali Zahir Lu Liu Muhammad Usman Yaseen Nick Antonopoulos 《Big Data Mining and Analytics》 EI CSCD 2024年第2期371-398,共28页
Data temperature is a response to the ever-growing amount of data.These data have to be stored,but they have been observed that only a small portion of the data are accessed more frequently at any one time.This leads ... Data temperature is a response to the ever-growing amount of data.These data have to be stored,but they have been observed that only a small portion of the data are accessed more frequently at any one time.This leads to the concept of hot and cold data.Cold data can be migrated away from high-performance nodes to free up performance for higher priority data.Existing studies classify hot and cold data primarily on the basis of data age and usage frequency.We present this as a limitation in the current implementation of data temperature.This is due to the fact that age automatically assumes that all new data have priority and that usage is purely reactive.We propose new variables and conditions that influence smarter decision-making on what are hot or cold data and allow greater user control over data location and their movement.We identify new metadata variables and user-defined variables to extend the current data temperature value.We further establish rules and conditions for limiting unnecessary movement of the data,which helps to prevent wasted input output(I/O)costs.We also propose a hybrid algorithm that combines existing variables and new variables and conditions into a single data temperature.The proposed system provides higher accuracy,increases performance,and gives greater user control for optimal positioning of data within multi-tiered storage solutions. 展开更多
关键词 data temperature hot and cold data multi-tiered storage metadata variable multi-temperature system
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从“保健康”到“促发展”:多层次医疗保障赋能家庭人力资本投资研究
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作者 李聪 陈浩楠 赵正堂 《人口与发展》 北大核心 2026年第1期106-114,共9页
多层次医疗保障作为一种有效的风险分担机制,不仅具有提供经济支持的作用,更是提升人力资本水平的重要抓手。基于2017、2019年中国家庭金融调查(CHFS)数据,系统考察多层次医疗保障对家庭人力资本投资的影响及其作用机制。研究结果表明,... 多层次医疗保障作为一种有效的风险分担机制,不仅具有提供经济支持的作用,更是提升人力资本水平的重要抓手。基于2017、2019年中国家庭金融调查(CHFS)数据,系统考察多层次医疗保障对家庭人力资本投资的影响及其作用机制。研究结果表明,多层次医疗保障能够显著促进家庭人力资本投资。机制检验发现,多层次医疗保障主要通过降低医疗负担和减少预防性储蓄作用于家庭人力资本投资。异质性分析显示,对高医疗负担家庭、高收入家庭及正规就业家庭而言,多层次医疗保障对人力资本投资的促进作用更为显著。研究对推动更多资金资源“投资于人”、服务于民生有重要意义。 展开更多
关键词 多层次医疗保障 人力资本投资 医疗负担 预防性储蓄
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“十五五”时期推进中国特色金融创新面临的挑战和实现路径
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作者 胡海峰 刘斯诺 《经济问题》 北大核心 2026年第3期1-10,共10页
金融创新是推动金融高质量发展的内生动力,也是建设金融强国的重要支撑。“十四五”时期,我国金融创新沿金融要素、金融机构、金融业务、金融工具以及金融制度五个维度系统推进。要素维度,资金、技术、数据、人才与土地的市场化配置机... 金融创新是推动金融高质量发展的内生动力,也是建设金融强国的重要支撑。“十四五”时期,我国金融创新沿金融要素、金融机构、金融业务、金融工具以及金融制度五个维度系统推进。要素维度,资金、技术、数据、人才与土地的市场化配置机制进一步完善;机构维度,形成“资本更厚、治理更严、结构更优、开放更强”的供给主体,打造“数字更深、科创更通、期限更长、普惠更稳”的产品体系;业务维度,供应链金融、数字人民币、普惠“三农”、养老健康等场景持续拓展,业务融合与智能风控加速形成数据闭环;工具维度,结构性货币政策与政策性开发性金融工具协同发力,碳减排支持工具、科创债、可持续挂钩债等品种定向滴灌重点领域;制度维度,监管架构重塑与多层次资本市场改革并进。与此同时,金融创新仍受五方面约束:监管范式与创新节奏错位,机构数字化能力分层,绿色与普惠定价机制失衡,资本市场的资源配置与风险分担功能有待强化,跨境金融标准与规则衔接不畅。面向“十五五”,须坚持在市场化、法治化轨道上推进创新,在数据、技术、基础设施一体化框架下夯实数字金融底座,在“五篇大文章”统筹中塑造差异化与特色化金融供给,在注册制常态化与长期资本培育上做深资本市场功能,并在制度型开放与多央行协作中完善跨境规则与基础设施互联互通,构建安全、高效、可持续的现代金融创新体系。 展开更多
关键词 金融创新 “十五五”时期 长期资本培育 多层次资本市场体系
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德国儿童医疗保障体系的经验与启示
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作者 田雨阳 陈渔 +3 位作者 李祉儇 方刚 李伟 丁锦希 《中国医疗保险》 2026年第2期120-125,共6页
目的:介绍德国儿童医疗保障体系,为我国多层次儿童医疗保障体系的完善提供建议。方法:运用文献分析法,对德国多层次儿童医疗保障体系的制度基础、保障范围及衔接机制进行梳理,并对其实施效果进行评价。结果:德国以法定健康保险与私人健... 目的:介绍德国儿童医疗保障体系,为我国多层次儿童医疗保障体系的完善提供建议。方法:运用文献分析法,对德国多层次儿童医疗保障体系的制度基础、保障范围及衔接机制进行梳理,并对其实施效果进行评价。结果:德国以法定健康保险与私人健康保险共同构建儿童基本医疗保障体系,政府通过设立专职政府部门与特殊医疗机构提供补充性保障,社会慈善力量则进一步延伸服务范围,形成覆盖全面、衔接有序的多层次保障格局。该体系在提高医保覆盖率、降低儿童医疗经济负担等方面取得了显著成效。结论:建议我国医保政策向儿童倾斜、推动商业保险产品创新,并进一步强化政府在制度统筹与托底保障中的主导作用。 展开更多
关键词 德国 儿童医疗保障 多层次保障体系 启示
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双深度多层穿梭车仓储系统倒货策略与作业调度方法
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作者 周丰旭 刘飞 范国良 《机电工程》 北大核心 2026年第2期370-381,共12页
双深度多层穿梭车仓储系统普遍存在倒货作业,导致出入库作业时间增加,系统作业效率降低。随着货位占用率的上升,倒货作业调度的难度和复杂度持续增加。针对这一问题,提出了一种双深度多层穿梭车仓储系统倒货策略与作业调度方法。首先,... 双深度多层穿梭车仓储系统普遍存在倒货作业,导致出入库作业时间增加,系统作业效率降低。随着货位占用率的上升,倒货作业调度的难度和复杂度持续增加。针对这一问题,提出了一种双深度多层穿梭车仓储系统倒货策略与作业调度方法。首先,分析了倒货作业过程,提出了随机点倒货策略、最近点倒货策略和固定点倒货策略三种倒货作业策略,建立了倒货作业时间模型和任务调度出库作业时间模型;然后,以出库作业时间最小为目标,建立了出库作业调度优化模型;接着,设计了双种群遗传算法对模型进行了求解,引入了变邻域搜索及双种群重组和协作优化策略,增加了算法寻优能力,提升了算法搜索性能;最后,采用案例分析了倒货策略和作业调度方法的有效性,开展了算法对比分析以验证算法的优越性。研究结果表明:调度任务规模从35提高到100时,算法优化效率从13.28%提升到24.26%,双种群遗传算法的优化效率更高,能够有效缩短出库作业时间。集成倒货策略的调度优化方法能够准确评估倒货作业时间,进而提升双深度多层穿梭车仓储系统作业效率。 展开更多
关键词 双深度多层穿梭车仓储系统 倒货作业 变邻域搜索 遗传算法 随机点倒货策略 最近点倒货策略 固定点倒货策略
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基于个性化联邦强化学习的多园区综合能源系统低碳经济调度
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作者 张东升 黄媛 +3 位作者 许潇 刘俊勇 孙增杰 樊茂森 《电网技术》 北大核心 2026年第1期81-91,I0052-I0055,共15页
多园区综合能源系统协同优化在提升多能耦合互补、降低碳排放与运行成本的过程中,亟需应对多主体异构、隐私保护与实时决策等问题。为此,该文提出一套兼顾园区个性化决策与隐私保护的低碳经济调度模型,通过离线训练与在线决策的方式,满... 多园区综合能源系统协同优化在提升多能耦合互补、降低碳排放与运行成本的过程中,亟需应对多主体异构、隐私保护与实时决策等问题。为此,该文提出一套兼顾园区个性化决策与隐私保护的低碳经济调度模型,通过离线训练与在线决策的方式,满足实时决策需求。首先,在单园区层面,采用改进的深度确定性策略梯度(deep deterministic policy gradient,DDPG)强化学习方法,构建综合考虑电-热负荷、分时电价和阶梯式碳交易的调度模型,并在DDPG的神经网络中增加嵌入向量增强智能体感知和适应该园区运行特性的能力。其次,为满足数据隐私保护需求并应对多主体异构挑战,搭建多园区综合能源系统的个性化联邦框架进行协同训练,此时单园区DDPG模型仅向聚合中心传递除嵌入向量以外的模型参数,避免园区间直接交换运行数据。最后,基于多场景多算法进行仿真实验,结果表明各园区仅利用局部模型信息即可实现全局优化,实现了系统低碳经济调度。 展开更多
关键词 多园区综合能源系统 个性化联邦 隐私保护 多主体异构 阶梯式碳交易
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政策演进与市场回应:多层次医疗保障体系下商业健康保险研究述评
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作者 周钰晗 《中国医疗保险》 2026年第2期112-119,共8页
本文系统梳理了2009年以来我国多层次医疗保障体系与商业健康保险发展的研究成果,并围绕其理论构建、政策演进、市场定位与发展困境等方面展开述评。当前,学术界已就多层次体系的必要性、结构失衡现状及商业健康保险的关键补充作用形成... 本文系统梳理了2009年以来我国多层次医疗保障体系与商业健康保险发展的研究成果,并围绕其理论构建、政策演进、市场定位与发展困境等方面展开述评。当前,学术界已就多层次体系的必要性、结构失衡现状及商业健康保险的关键补充作用形成共识,但同时也在社商关系、政府与市场边界等路径选择上存在分歧。商业健康保险面临着产品同质化、数据壁垒、生态可持续性等多重约束,其发展亟须宏观制度定型、中观机制协同与微观产品创新。本文认为,未来研究应加强对政策效果的实证评估、重点群体保障机制的设计以及本土化理论体系的构建,以推动多层次医疗保障体系的系统优化与协同发展。 展开更多
关键词 多层次医疗保障体系 商业健康保险 社商关系 惠民保 健康中国
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