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浅谈FDA以风险为基础的药品生产检查方法及启示 被引量:15
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作者 杜晶晶 胡廷熹 《中国药事》 CAS 2007年第3期210-213,共4页
介绍美国食品与药品管理局(FDA)推行的以风险为基础的药品生产检查方法,并探讨其对我国实施GMP的启示。FDA以风险为基础的检查方法中引入了风险的概念和质量系统模型,从中我们可以认识到在GMP实施过程中应当引入一种以风险为基础的检查... 介绍美国食品与药品管理局(FDA)推行的以风险为基础的药品生产检查方法,并探讨其对我国实施GMP的启示。FDA以风险为基础的检查方法中引入了风险的概念和质量系统模型,从中我们可以认识到在GMP实施过程中应当引入一种以风险为基础的检查方法,整合质量系统,加强对生产过程的重视程度,注重企业管理层的领导支持。 展开更多
关键词 以风险为基础 质量系统 检查
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试论β系数风险评价模型在风险导向内部审计中的应用 被引量:9
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作者 秦毅 《审计研究》 CSSCI 北大核心 2011年第4期100-106,共7页
在风险导向内部审计模式下,如何对风险实施定量评估,并根据风险评估的结果确定审计计划是内部审计理论和实务界广泛探讨的课题。本文以商业银行内部审计为例,采用理论探讨和实证检验相结合的方法,构建了一个用于内部审计计划阶段的β系... 在风险导向内部审计模式下,如何对风险实施定量评估,并根据风险评估的结果确定审计计划是内部审计理论和实务界广泛探讨的课题。本文以商业银行内部审计为例,采用理论探讨和实证检验相结合的方法,构建了一个用于内部审计计划阶段的β系数风险评价模型。模型将审计对象集合根据需要划分成若干个审计单元,借鉴证券投资组合的风险计量理论,利用β系数对各审计单元的系统风险进行计量并排序,为确定审计项目立项优先顺序提供参考依据。通过对模型的总体思路和应用过程的阐述和示例,希望能为商业银行以及其他行业企业内部审计单元的风险评估与计量工作提供借鉴和启发。 展开更多
关键词 Β系数 风险导向 内部审计
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Risk-based security-constrained economic dispatch in power systems 被引量:8
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作者 Qin WANG Aimin YANG +1 位作者 Fushuan WEN Jihong LI 《Journal of Modern Power Systems and Clean Energy》 SCIE EI 2013年第2期142-149,共8页
Based on a new perspective in coordinating with the traditional"N-1"criteria and system risk,a real-time electricity market model is presented,in which the system risk is employed to model the system’s over... Based on a new perspective in coordinating with the traditional"N-1"criteria and system risk,a real-time electricity market model is presented,in which the system risk is employed to model the system’s overall security level.This new model is called the risk-based security-constrained economic dispatch(RB-SCED).Relative to the securityconstrained economic dispatch(SCED)used in the power industry today,the RB-SCED finds more secure and economic operating conditions.It does this by obtaining solutions that achieve a better balance between post-contingency flows on individual branches and the overall system risk.The method exploits the fact that,in a SCED solution,some postcontingency branch flows which exceed their limits impose little risk while other post-contingency branch flows which are within their limits impose significant risk.The RB-SCED softens constraints for the former and hardens constraints for the latter,thus achieving simultaneous improvement in both security and economy.In this work,the basic concept and the mathematical formulation of the RB-SCED model are systematically described.Experimental results on a 9-bus system and the ISO New England actual system have demonstrated the advantages of RB-SCED over SCED. 展开更多
关键词 Economic dispatch Security-constrained economic dispatch(SCED) risk-based securityconstrained economic dispatch(RB-SCED) CONTINGENCY Power system
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英国药品和健康产品局基于风险的 GCP 检查模式及对我国监管工作的启示 被引量:8
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作者 张蓉 李见明 《中国临床药理学杂志》 CAS CSCD 北大核心 2014年第8期746-749,共4页
药物临床试验质量管理规范(GCP)检查是国家药品监管部门对药物临床试验进行监管的主要手段。有效地利用有限的监管资源在最大程度上确保药物临床试验相关各方对GCP的依从性,是各国药品监管部门在GCP检查工作中共同面临的挑战。英国药品... 药物临床试验质量管理规范(GCP)检查是国家药品监管部门对药物临床试验进行监管的主要手段。有效地利用有限的监管资源在最大程度上确保药物临床试验相关各方对GCP的依从性,是各国药品监管部门在GCP检查工作中共同面临的挑战。英国药品和健康产品局在GCP检查方面进行了有益的尝试,实行基于风险的GCP检查模式。本文通过对英国GCP检查体系特别是基于风险GCP检查模式进行分析和探讨,对我国药物临床试验监管体系在检查范围的延展、信息共享平台的建立以及检查模式的改进方面提出建议。 展开更多
关键词 英国药品和健康产品局 基于风险 药物临床试验质量管理规范 检查
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石油化工企业设备完整性管理 被引量:7
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作者 石帅 胡军 夏向阳 《化工管理》 2021年第7期155-157,共3页
设备的长周期、可靠经济运行是石油化工企业发展的基础,通过开展完整性管理评级、完整性体系建设、完整性技术应用、完整性信息化建设等工作,对设备进行系统的、动态的、基于风险的全生命周期管理,为确保设备设施资产本质安全、提质增... 设备的长周期、可靠经济运行是石油化工企业发展的基础,通过开展完整性管理评级、完整性体系建设、完整性技术应用、完整性信息化建设等工作,对设备进行系统的、动态的、基于风险的全生命周期管理,为确保设备设施资产本质安全、提质增效、贡献价值提供了有力保障。 展开更多
关键词 石油化工 完整性管理 基于风险
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A Framework for Cloud Validation in Pharma
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作者 Pravin Ullagaddi 《Journal of Computer and Communications》 2024年第9期103-118,共16页
The pharmaceutical industry’s increasing adoption of cloud-based technologies has introduced new challenges in computerized systems validation (CSV). This paper explores the evolving landscape of cloud validation in ... The pharmaceutical industry’s increasing adoption of cloud-based technologies has introduced new challenges in computerized systems validation (CSV). This paper explores the evolving landscape of cloud validation in pharmaceutical manufacturing, focusing on ensuring data integrity and regulatory compliance in the digital era. We examine the unique characteristics of cloud-based systems and their implications for traditional validation approaches. A comprehensive review of current regulatory frameworks, including FDA and EMA guidelines, provides context for discussing cloud-specific validation challenges. The paper introduces a risk-based approach to cloud CSV, detailing methodologies for assessing and mitigating risks associated with cloud adoption in pharmaceutical environments. Key considerations for maintaining data integrity in cloud systems are analyzed, particularly when applying ALCOA+ principles in distributed computing environments. The article presents strategies for adapting traditional Installation Qualification (IQ), Operational Qualification (OQ), and Performance Qualification (PQ) models to cloud-based systems, highlighting the importance of continuous validation in dynamic cloud environments. The paper also explores emerging trends, including integrating artificial intelligence and edge computing in pharmaceutical manufacturing and their implications for future validation strategies. This research contributes to the evolving body of knowledge on cloud validation in pharmaceuticals by proposing a framework that balances regulatory compliance with the agility offered by cloud technologies. The findings suggest that while cloud adoption presents unique challenges, a well-structured, risk-based approach to validation can ensure the integrity and compliance of cloud-based systems in pharmaceutical manufacturing. 展开更多
关键词 Computerized Systems Validation risk-based Approach Data Integrity Pharmaceutical Manufacturing Cloud Validation
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P2P Energy Trading Considering Prosumer Preference and System Risk
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作者 Xinyu He Ping Dong +3 位作者 Mingbo Liu Xuewei Huang Wenli Deng Ruijin He 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2024年第3期1179-1194,共16页
As an important means of mobilizing demand-side resources,peer-to-peer(P2P)energy trading has drawn more and more attention from scholars.This paper constructs a P2P energy trading framework considering prosumers’tra... As an important means of mobilizing demand-side resources,peer-to-peer(P2P)energy trading has drawn more and more attention from scholars.This paper constructs a P2P energy trading framework considering prosumers’trading partner preferences(TPPs)and system risk.At first,we build the P2P trading models of prosumers equipped with different distributed energy resources(DERs),and TPP models.Secondly,to solve the established energy trading problem,a fully distributed double-consensus alternating direction method of multipliers(DC-ADMM)is proposed,which can achieve transaction consensus when considering market players’TPPs.Then,a risk-based security constrained economic dispatch(RBSCED)model based on AC power flow is established for the first time,by which a distribution system operator(DSO)checks system security and obtains risk-based locational marginal prices(RLMPs).Moreover,double-regulated price signals related to RLMPs which contain grid utilization prices(GUPs)and DSO’s retail prices realize management of players’transactions.In the end,the proposed method is applied to an IEEE33 bus distribution system.Results show the proposed method effectively reduces system risk and ensures secure operation of system without direct management. 展开更多
关键词 Double-consensus ADMM grid utilization price price signal risk-based locational marginal price trading partner preference
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中美药品监管机构基于风险的药品检查工作对比分析
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作者 李源 周刚 《药学研究》 CAS 2024年第1期93-98,共6页
为持续探索完善我国基于风险启动药品注册核查的工作方法,本文对美国药品检查相关的机构和法规文件,以及批准前检查和监督检查的工作程序等进行了阐述,通过对比分析我国在实施基于风险的药品注册核查工作中存在的不足,并提出具体建议,... 为持续探索完善我国基于风险启动药品注册核查的工作方法,本文对美国药品检查相关的机构和法规文件,以及批准前检查和监督检查的工作程序等进行了阐述,通过对比分析我国在实施基于风险的药品注册核查工作中存在的不足,并提出具体建议,促进我国基于风险的药品注册核查更加科学和规范化。 展开更多
关键词 基于风险 药品检查 注册核查 对比分析
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石油化工企业安全距离确定方法综述 被引量:5
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作者 白永忠 党文义 武志峰 《安全、健康和环境》 2012年第1期4-9,共6页
对"专家判断"法、确定性分析方法、基于风险(Risk-based)的方法和风险指引(Risk-informed)方法等安全距离确定方法的发展运用、分析流程、关键要素、优缺点等进行探讨。建议关注确定性分析方法和风险方法研究。对确定性分析方... 对"专家判断"法、确定性分析方法、基于风险(Risk-based)的方法和风险指引(Risk-informed)方法等安全距离确定方法的发展运用、分析流程、关键要素、优缺点等进行探讨。建议关注确定性分析方法和风险方法研究。对确定性分析方法,建议加强石油化工企业可信事故场景和伤害标准的研究;对基于风险的方法,建议加大风险指引方法的研究,并制定合理的石油化工企业风险标准,以便采取更加科学合理的方法来制定石油化工企业的安全距离。 展开更多
关键词 石油化工 安全距离 专家判断法 确定性 分析方法 基于风险 风险指引
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基于风险为本理念的商业银行反洗钱工作研究 被引量:5
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作者 田爱丽 孙文 《西部金融》 2015年第11期76-78,共3页
风险为本的理念已被国际社会广泛采纳并成为反洗钱工作的重要基石。作为反洗钱工作重要阵地的商业银行,在风险为本理念下要对自身面临的洗钱威胁有全面的认识,并采取科学方法评估风险,合理配置反洗钱资源,切实提高反洗钱工作的效率和质... 风险为本的理念已被国际社会广泛采纳并成为反洗钱工作的重要基石。作为反洗钱工作重要阵地的商业银行,在风险为本理念下要对自身面临的洗钱威胁有全面的认识,并采取科学方法评估风险,合理配置反洗钱资源,切实提高反洗钱工作的效率和质量。本文从风险为本下商业银行反洗钱工作管理要求入手,结合银行面临的反洗钱工作实际问题,提出了商业银行风险为本理念下反洗钱工作的一些建设性意见。 展开更多
关键词 风险为本 反洗钱 商业银行
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基于风险分析的H7N9流感防控策略探讨 被引量:4
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作者 曹蓝 张海明 李魁彪 《中国动物检疫》 CAS 2015年第12期1-4,共4页
结合流感病毒的生物学特性,从时间分布、家禽生产和流通环节分布以及种间分布对H7N9流感的流行病学特点进行分析,得出冬春季节、活禽交易市场特别是活禽零售市场,以及鸡、污水、饮水、砧板分别是H7N9流感发生和存在的高风险时段、高风... 结合流感病毒的生物学特性,从时间分布、家禽生产和流通环节分布以及种间分布对H7N9流感的流行病学特点进行分析,得出冬春季节、活禽交易市场特别是活禽零售市场,以及鸡、污水、饮水、砧板分别是H7N9流感发生和存在的高风险时段、高风险环节以及高风险种类。建议在今后的H7N9流感防控过程中采取基于风险分析的监测和防控,切实降低人感染H7N9流感的风险。 展开更多
关键词 H7N9流感 流行特点 基于风险 防控策略
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基于风险的局方介入程度判定方法初探初探
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作者 丁晓宇 李剑峰 《航空维修与工程》 2023年第7期118-122,共5页
为了满足ICAO附件19基于风险的安全监管要求,欧洲航空安全局(EASA)在2019年发布的Regulation(EU)2019/897修订了Part 21部,增加了介入程度(Level of Involvement,LOI)相关要求。中国民用航空局(CAAC)2022年8月发布《型号合格审定程序》(... 为了满足ICAO附件19基于风险的安全监管要求,欧洲航空安全局(EASA)在2019年发布的Regulation(EU)2019/897修订了Part 21部,增加了介入程度(Level of Involvement,LOI)相关要求。中国民用航空局(CAAC)2022年8月发布《型号合格审定程序》(AP-21-AA-2022-11),提出基于风险确定局方审查介入程度的方法。本文通过研究《型号合格审定程序》和EASA Part 21部等相关要求,梳理基于风险的局方介入程度方法的概念、目的和基本方法,为国内设计单位和局方开展相关适航审定工作提供一定的指导。 展开更多
关键词 适航 基于风险 介入程度
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FDA和EMA基于风险启动药品检查情形概述及对我国的启示
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作者 蔺娟 乔利涛 周刚 《中国食品药品监管》 2023年第11期60-67,共8页
我国正处于《药品注册管理办法》实施的初始阶段,制定全面、完善的药品注册核查体系和机制,有助于规范基于风险启动注册核查的程序,提升我国注册核查启动情形制定的科学性和完整性,推进基于风险的审评、核查并联的进程,提高注册审评审... 我国正处于《药品注册管理办法》实施的初始阶段,制定全面、完善的药品注册核查体系和机制,有助于规范基于风险启动注册核查的程序,提升我国注册核查启动情形制定的科学性和完整性,推进基于风险的审评、核查并联的进程,提高注册审评审批的工作效率。本文详细介绍了FDA和EMA有关基于风险启动批准前检查的情形及风险考虑因素,并结合我国现阶段基于风险启动药品注册核查的工作实际,提出完善注册核查启动工作的建议,以期为进一步完善我国基于风险启动注册核查情形的选择和程序提供参考。 展开更多
关键词 药品 注册核查 基于风险 启动情形 FDA EMA
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Development of index system for inherently safer process design using an integrated approach 被引量:3
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作者 Junjie Feng Bin Zhang +3 位作者 Wei Xu Bing Sun Fan Zhang Jie Jiang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2019年第11期2725-2733,共9页
With a growing population, an increasing number of petrochemical facilities are built with larger capacity and more complexity, which pose a great risk to assets, community and environment. The value of inherently saf... With a growing population, an increasing number of petrochemical facilities are built with larger capacity and more complexity, which pose a great risk to assets, community and environment. The value of inherently safer design is recognized with time by all stakeholders, and an effective tool is needed to evaluate and compare inherent safety of alternative technologies. This study developed a safety index to evaluate existing technologies for their safety levels and guide inherently safer design. The Integrated Risk-based Safety Index(IRSI) was developed based on a comprehensive review of petrochemical processes, incident cases from Sinopec and US Chemical Safety Board, and existing safety index systems. The IRSI included all major hazards, including fire, explosion,toxic release, dust explosion, physical explosion, and runaway. Also, the integrated life cycle approach considered chemical hazards, equipment failure rates and safety measures in this risk-based index. Advanced modeling techniques, PHAST simulation and Neural Network, were used in the development of three novel sub-indices in the projects, fire, explosion and toxic release. The index system could be easily incorporated into a user friendly tool for the ease of application. A case study of hydrogen dioxide was conducted using the IRSI, which showed its capability for evaluating the safety level of process facilities. 展开更多
关键词 Inherently SAFETY CHEMICAL process SAFETY INTEGRATED risk-based SAFETY INDEX PHAST HYDROGEN dioxide
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Development of Bayesian Network Models for Risk-Based Ship Design 被引量:3
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作者 Dimitris Konovessis Wenkui Cai Dracos Vassalos 《Journal of Marine Science and Application》 2013年第2期140-151,共12页
In the past fifteen years, the attention of ship safety treatment as an objective rather than a constraint has started to sweep through the whole maritime industry. The risk-based ship design (RBD) methodology, advo... In the past fifteen years, the attention of ship safety treatment as an objective rather than a constraint has started to sweep through the whole maritime industry. The risk-based ship design (RBD) methodology, advocating systematic integration of risk assessment within the conventional design process has started to takeoff. Despite this wide recognition and increasing popularity, important factors that could potentially undermine the quality of the results come from both quantitative and qualitative aspects during the risk assessment process. This paper details a promising solution by developing a formalized methodology for risk assessment through effective storing and processing of historical data combined with data generated through first-principle approaches. This method should help to generate appropriate risk models in the selected platform (Bayesian networks) which can be employed for decision making at design stare. 展开更多
关键词 risk-based ship design risk assessment data mining Bayesian networks ship safety
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Study of Volatility Stochastic Processes in the Context of Solvency Forecasting for Sri Lankan Life Insurers
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作者 Ashika Mendis 《Open Journal of Statistics》 2021年第1期77-98,共22页
The main business of Life Insurers is Long Term contractual obligations with a typical lifetime of 20 - 40 years. Therefore, the Solvency metric is defined by the adequacy of capital to service the cash flow requireme... The main business of Life Insurers is Long Term contractual obligations with a typical lifetime of 20 - 40 years. Therefore, the Solvency metric is defined by the adequacy of capital to service the cash flow requirements arising from the said obligations. The main component inducing volatility in Capital is market sensitive Assets, such as Bonds and Equity. Bond and Equity prices in Sri Lanka are highly sensitive to macro-economic elements such as investor sentiment, political stability, policy environment, economic growth, fiscal stimulus, utility environment and in the case of Equity, societal sentiment on certain companies and industries. Therefore, if an entity is to accurately forecast the impact on solvency through asset valuation, the impact of macro-economic variables on asset pricing must be modelled mathematically. This paper explores mathematical, actuarial and statistical concepts such as Brownian motion, Markov Processes, Derivation and Integration as well as Probability theorems such as the Probability Density Function in determining the optimum mathematical model which depicts the accurate relationship between macro-economic variables and asset pricing. 展开更多
关键词 risk Management Insurance Sector Sri Lanka risk-based Capital Brownian Motion risk Charges Capital Forecasting Stochastic Processes Volatility Models
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An Updated Review of Event Attribution Approaches 被引量:2
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作者 Cheng QIAN Yangbo YE +1 位作者 Yang CHEN Panmao ZHAI 《Journal of Meteorological Research》 SCIE CSCD 2022年第2期227-238,共12页
There have been considerable high-impact extreme events occurring around the world in the context of climate change.Event attribution studies,which seek to quantitatively answer whether and to what extent anthropogeni... There have been considerable high-impact extreme events occurring around the world in the context of climate change.Event attribution studies,which seek to quantitatively answer whether and to what extent anthropogenic climate change has altered the characteristics-predominantly the probability and magnitude-of particular events,have been gaining increasing interest within the research community.This paper reviews the latest approaches used in event attribution studies through a new classification into three major categories according to how the event attribution question is framed-namely,the risk-based approach,the storyline approach,and the combined approach.Four approaches in the risk-based framing category and three in the storyline framing category are also reviewed in detail.The advantages and disadvantages of each approach are discussed.Particular attention is paid to the ability,suitability,and applicability of these approaches in attributing extreme events in China,a typical monsoonal region where climate models may not perform well.Most of these approaches are applicable in China,and some are more suitable for analyzing temperature events.There is no right or wrong among these approaches,but different approaches have different framings.The uncertainties in attribution results come from several aspects,including different categories of framing,different conditions in climate model approaches,different models,different definitions of the event,and different observational data used.Clarification of these aspects can help to understand the differences in attribution results from different studies. 展开更多
关键词 event attribution extreme events anthropogenic climate change risk-based approach storyline approach combined approach
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风险为本原则与银行反洗钱资源配置研究 被引量:3
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作者 陈垣桥 王连猛 边博旻 《金融监管研究》 CSSCI 北大核心 2021年第7期1-18,共18页
反洗钱在社会、政治、经济、金融等领域中发挥着重要作用。虽然国际社会已形成一套以“风险为本”为核心原则的反洗钱框架,但对于包括商业银行在内的很多反洗钱主体而言,真正要做到以风险为本仍任重道远。本文依据风险为本的原则,研究... 反洗钱在社会、政治、经济、金融等领域中发挥着重要作用。虽然国际社会已形成一套以“风险为本”为核心原则的反洗钱框架,但对于包括商业银行在内的很多反洗钱主体而言,真正要做到以风险为本仍任重道远。本文依据风险为本的原则,研究了银行反洗钱资源配置策略。通过创新性地利用带“中途退出”和“止步”的多维M/M/c/N排队系统来模拟银行反洗钱工作体系,构建了银行反洗钱资源配置的最优化模型,进而推导出一种以风险为本的精细化反洗钱资源配置策略,旨在帮助银行实现对有限反洗钱资源的合理配置。理论研究后的实证分析,验证了本文模型的优越性。本文期望通过分析外部洗钱风险状况、银行反洗钱资源禀赋与资源配置成本等因素对以风险为本的反洗钱资源配置产生的影响,为银行反洗钱工作提供启示与借鉴。 展开更多
关键词 风险为本 商业银行 反洗钱 资源配置 排队系统 最优化模型
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Review on Artificial Intelligence-aided Life Extension Assessment of Offshore Wind Support Structures 被引量:2
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作者 B.Yeter Y.Garbatov C.Guedes Soares 《Journal of Marine Science and Application》 CSCD 2022年第4期26-54,共29页
The primary objective of the present literature review is to provide a constructive and systematical discussion based on the relevant development,unsolved issues,gaps,and misconceptions in the literature regarding the... The primary objective of the present literature review is to provide a constructive and systematical discussion based on the relevant development,unsolved issues,gaps,and misconceptions in the literature regarding the fields of study that are building blocks of artificial intelligence-aided life extension assessment for offshore wind turbine support structures.The present review aims to set up the needed guidelines to develop a multi-disciplinary framework for life extension management and certification of the support structures for offshore wind turbines using artificial intelligence.The main focus of the literature review centres around the intelligent risk-based life extension management of offshore wind turbine support structures.In this regard,big data analytics,advanced signal processing techniques,supervised and unsupervised machine learning methods are discussed within the structural health monitoring and condition-based maintenance planning,the development of digital twins.Furthermore,the present review discusses the critical failure mechanisms affecting the structural condition,such as high-cycle fatigue,low-cycle fatigue,fracture,ultimate strength,and corrosion,considering deterministic and probabilistic approaches. 展开更多
关键词 Offshore wind Life extension Artificial intelligence FATIGUE Structural integrity Corrosion-related cracking risk-based maintenance
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Optimal Day-ahead Scheduling of Islanded Microgrid Considering Risk-based Reserve Decision 被引量:2
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作者 Zehuai Liu Siliang Liu +3 位作者 Qinhao Li Yongjun Zhang Wenyang Deng Lai Zhou 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2021年第5期1149-1160,共12页
Due to the lack of support from the main grid,the intermittency of renewable energy sources(RESs)and the fluctuation of load will derive uncertainties to the operation of islanded microgrids(IMGs).It is crucial to all... Due to the lack of support from the main grid,the intermittency of renewable energy sources(RESs)and the fluctuation of load will derive uncertainties to the operation of islanded microgrids(IMGs).It is crucial to allocate appropriate reserve capacity for the economic and reliable operation of IMGs.With the high penetration of RESs,it faces both economic and environmental challenges if we only use spinning reserve for reserve support.To solve these problems,a multi-type reserve scheme for IMGs is proposed according to different operation characteristics of generation,load,and storage.The operation risk due to reserve shortage is modeled by the conditional value-at-risk(CVaR)method.The correlation of input variables is considered for the forecasting error modeling of RES and load,and Latin hypercube sampling(LHS)is adopted to generate the random scenarios of the forecasting error,so as to avoid the dimension disaster caused by conventional large-scale scenario sampling approaches.Furthermore,an optimal day-ahead scheduling model of joint energy and reserve considering riskbased reserve decision is established to coordinate the security and economy of the operation of IMGs.Finally,the comparison of numerical results of different schemes demonstrate the rationality and effectiveness of the proposed scheme and model. 展开更多
关键词 Day-ahead scheduling risk-based reserve decision conditional value-at-risk(CVaR) renewable energy source(RES) islanded microgrids
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