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Test Equipment Selection and Deployment of Materiel System Based on Grey Situation Decision
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作者 Xi-Xiang Chen Jing Qiu Guan-Jun Liu Yong Zhang 《Journal of Electronic Science and Technology of China》 2009年第4期331-335,共5页
The situation is constructed when the tests are considered as events and the spare test equipments are considered as strategies. The model of grey situation decision for the test equipment selection and deployment (T... The situation is constructed when the tests are considered as events and the spare test equipments are considered as strategies. The model of grey situation decision for the test equipment selection and deployment (TESD) is founded. Through analyzing each decision objectives, their relative weights are calculated via analytic hierarchy process (AHP). The grey situation effect matrix under each objective is computed so that the comprehensive effect measure matrix can be obtained when all of the objectives are traded off by their weights. Finally, the decision-maker can select the optimal situations by the value of the measures and such situations form the overall concept for TESD. The paper combines the AHP with grey situation decision to select and deploy the test equipments optimally. Our experimental results show that the proposed method is effective and efficient. 展开更多
关键词 Effect measure grey situation decision test equipment testability.
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Relationships between Features of EmergingAdulthood, Situated Decisions toward PhysicalActivity, and Physical Activity among CollegeStudents: The Moderating Role of ExerciseIntensity Tolerance 被引量:1
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作者 Jinghua Chen Zihe Wang +5 位作者 Fabian Herold Alyx Taylor Jin Kuang Ting Wang Arthur F.Kramer Liye Zou 《International Journal of Mental Health Promotion》 2023年第11期1209-1217,共9页
A significant portion of emerging adults do not achieve recommended levels of physical activity (PA). Previous studies observedassociations between features of emerging adulthood and PA levels, while the potential psy... A significant portion of emerging adults do not achieve recommended levels of physical activity (PA). Previous studies observedassociations between features of emerging adulthood and PA levels, while the potential psychological mechanisms that mightexplain this phenomenon are not fully understood. In this context, there is some evidence that situated decisions towardphysical activity (SDPA) and exercise-intensity tolerance might influence PA level. To provide empirical support for thisassumption, the current study investigated whether (i) features of emerging adulthood are linked to SDPA, which, in turn,might affect PA engagement;(ii) exercise-intensity tolerance moderate the relationship between SDPA and PA level;and (iii)SDPA is a mediator of the relationship between features of emerging adulthood and PA levels under the prerequisite thatexercise-intensity tolerance moderates the link between SDPA and PA engagement. In this study a group of 1,706 Chinesecollege students was recruited and asked to complete a set of questionnaires assessing their SDPA, PA levels, exercise-intensitytolerance, and features associated with emerging adulthood, namely Self-exploration, Instability, and Possibility. Our resultsindicated that SDPA positively predicted PA levels and this relationship became stronger when exercise-intensity tolerance wasused as a moderator. Furthermore, it was observed that individuals with a higher level of Instability and a lower level ofPossibility during emerging adulthood exhibited a lower level of SDPA. Taken together, the results of our study providefurther insights on a potential psychological mechanism linking features of emerging adulthood and physical activity. 展开更多
关键词 Emerging adulthood situated decisions physical activity exercise-intensity tolerance moderated model
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Autonomous air combat maneuver decision using Bayesian inference and moving horizon optimization 被引量:60
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作者 HUANG Changqiang DONG Kangsheng +2 位作者 HUANG Hanqiao TANG Shangqin ZHANG Zhuoran 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第1期86-97,共12页
To reach a higher level of autonomy for unmanned combat aerial vehicle(UCAV) in air combat games, this paper builds an autonomous maneuver decision system. In this system,the air combat game is regarded as a Markov pr... To reach a higher level of autonomy for unmanned combat aerial vehicle(UCAV) in air combat games, this paper builds an autonomous maneuver decision system. In this system,the air combat game is regarded as a Markov process, so that the air combat situation can be effectively calculated via Bayesian inference theory. According to the situation assessment result,adaptively adjusts the weights of maneuver decision factors, which makes the objective function more reasonable and ensures the superiority situation for UCAV. As the air combat game is characterized by highly dynamic and a significant amount of uncertainty,to enhance the robustness and effectiveness of maneuver decision results, fuzzy logic is used to build the functions of four maneuver decision factors. Accuracy prediction of opponent aircraft is also essential to ensure making a good decision; therefore, a prediction model of opponent aircraft is designed based on the elementary maneuver method. Finally, the moving horizon optimization strategy is used to effectively model the whole air combat maneuver decision process. Various simulations are performed on typical scenario test and close-in dogfight, the results sufficiently demonstrate the superiority of the designed maneuver decision method. 展开更多
关键词 autonomous air combat maneuver decision Bayesian inference moving horizon optimization situation assessment fuzzy logic
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Role-based Bayesian decision framework for autonomous unmanned systems 被引量:2
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作者 PANG Weijian MA Xinyi +2 位作者 LIANG Xueming LIU Xiaogang DONG Erwa 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第6期1397-1408,共12页
In the process of performing a task,autonomous unmanned systems face the problem of scene changing,which requires the ability of real-time decision-making under dynamically changing scenes.Therefore,taking the unmanne... In the process of performing a task,autonomous unmanned systems face the problem of scene changing,which requires the ability of real-time decision-making under dynamically changing scenes.Therefore,taking the unmanned system coordinative region control operation as an example,this paper combines knowledge representation with probabilistic decisionmaking and proposes a role-based Bayesian decision model for autonomous unmanned systems that integrates scene cognition and individual preferences.Firstly,according to utility value decision theory,the role-based utility value decision model is proposed to realize task coordination according to the preference of the role that individual is assigned.Then,multi-entity Bayesian network is introduced for situation assessment,by which scenes and their uncertainty related to the operation are semantically described,so that the unmanned systems can conduct situation awareness in a set of scenes with uncertainty.Finally,the effectiveness of the proposed method is verified in a virtual task scenario.This research has important reference value for realizing scene cognition,improving cooperative decision-making ability under dynamic scenes,and achieving swarm level autonomy of unmanned systems. 展开更多
关键词 autonomous unmanned systems multi-entity Bayesian network(MEBN) situation awareness decision modeling.
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Necessary Conditions and Situational Variables of Payments for Ecosystem Services
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作者 Pingan Xiang Weiqi Xiang Yu Lu 《Open Journal of Ecology》 2021年第1期1-23,共23页
Clarifying the necessary conditions for the emergence of payments for ecosystem services (PES) and the situational variables that affect PES is the basis for their interpretation, prediction, and selection. This artic... Clarifying the necessary conditions for the emergence of payments for ecosystem services (PES) and the situational variables that affect PES is the basis for their interpretation, prediction, and selection. This article proposes an analytical framework for the emergence of PES and argues that the key to determining whether PES can occur and whether a selected PES program is appropriate is to evaluate the net gain. When payers anticipate that a PES program will provide a satisfactory number of ES and a net gain over the opportunity cost and will cover all costs, it is assumed that the program will be implemented. When it is difficult to accurately evaluate the net gain of PES, the situational variables that affect the costs and benefits need to be examined. The group characteristics, ES characteristics, spatial and temporal contacts between the suppliers and demanders, correlation with private goods and additionality are important situational variables that affect the emergence and choice of PES. 展开更多
关键词 Payments for Ecosystem Services Necessary Conditions situational Variable decision Making
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Optimal Distribution of N-Team Interacting Decision Makers with Hierarchical Command Inputs That Are Predicated on Order Statistics
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作者 Michael Olatunji Oladejo Uchenwa Linus Okafor +1 位作者 Darius Tienhua Chinyio Celestine Ozoemena Uwa 《Open Journal of Optimization》 2019年第1期1-14,共14页
The spectral analysis of simulated N-team of interacting decision makers with bounded rationality constraints of Oladejo, which assumes triangular probability density function of command inputs is hereby restructured ... The spectral analysis of simulated N-team of interacting decision makers with bounded rationality constraints of Oladejo, which assumes triangular probability density function of command inputs is hereby restructured and analysed, to have hierarchical command inputs that are predicated on order statistics distributions. The results give optimal distributions. 展开更多
关键词 decision MAKER COMMAND and Control Bounded RATIONALITY Constraints HIERARCHICAL CONDITIONAL Probability Density Function situation Report Computational Intelligence and Information Management
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An Emergency Decision Making Method Based on Prospect Theory for Different Emergency Situations 被引量:7
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作者 Zi-Xin Zhang Liang Wang Ying-Ming Wang 《International Journal of Disaster Risk Science》 SCIE CSCD 2018年第3期407-420,共14页
Emergency decision making(EDM) is an effective way to deal with emergency situations because of its prominent role in alleviating the losses of properties and lives caused by emergency events. It has drawn increasing ... Emergency decision making(EDM) is an effective way to deal with emergency situations because of its prominent role in alleviating the losses of properties and lives caused by emergency events. It has drawn increasing attention from both governments and academia, and become an important research topic in recent years. Studies show that decision makers are usually guided by bounded rationality under risk and uncertainty conditions. Their psychological behavior plays an important role in the decision making process, and EDM problems are usually characterized by high risk and uncertainty. Thus, decision makers' psychological behavior has been considered in existing EDM approaches based on prospect theory. An emergency event might evolve into different situations due to its dynamic evolution, which is one of the distinctive features of emergency events. This important issue has been discussed in existing EDM approaches, in which different emergency situations are dealt with by devising different solutions. However, existing EDM approaches do not consider decision makers' psychological behavior together with the different emergency situations and the different solutions. Motivated by such limitation, this study proposed a novel approach based on prospect theory considering emergency situations, which considers not only decision makers' psychological behavior, but also different emergency situations in the EDM process. Two examples and related comparison are provided to illustrate the feasibility and validity of this approach. 展开更多
关键词 EMERGENCY situationS EMERGENCY decision MAKING PROSPECT theory PSYCHOLOGICAL behavior
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A decision loop for situation risk assessment under uncertainty: A case study of a gas facility
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作者 Antar Simohammed Rachid Smail 《Petroleum》 CSCD 2021年第3期343-348,共6页
This paper presents a decision-making support system for situation risk assessment associated with critical alarms conditions in a gas facility.The system provides a human operator with advice on the confirmation and ... This paper presents a decision-making support system for situation risk assessment associated with critical alarms conditions in a gas facility.The system provides a human operator with advice on the confirmation and classification of occurred alarm.The input of the system comprises uncertain and incomplete information.In the light of uncertain and incomplete information,different uncertainties laws have been associated with the probabilistic assessment of the system loops which combine data of several sources to reach the ultimate classification.The implemented model used Observe-OrientDecide-Act loop(OODA)combined with Bayesian networks.Results show that the system can classify the alarms system. 展开更多
关键词 OODA loop Bayesian networks decision making situation risk assessment UNCERTAINTY Information Alarms system EMERGENCY
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脑卒中患者复发风险感知与行为决策情境理论模型的初步构建
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作者 林蓓蕾 靳雨佳 +5 位作者 梅永霞 张伟宏 张振香 王文娜 薛利红 安保霞 《军事护理》 CSCD 北大核心 2024年第6期1-5,共5页
目的构建脑卒中患者复发风险感知与行为决策情境理论模型,为脑卒中行为管理提供新的指导框架。方法遵循护理学科理论模型发展过程,综合采用文献研究、质性研究及理论分析,初步构建脑卒中复发风险感知与行为决策情境理论模型,包括概念、... 目的构建脑卒中患者复发风险感知与行为决策情境理论模型,为脑卒中行为管理提供新的指导框架。方法遵循护理学科理论模型发展过程,综合采用文献研究、质性研究及理论分析,初步构建脑卒中复发风险感知与行为决策情境理论模型,包括概念、命题(概念间假设关系)及模型边界(适用范围)。结果脑卒中复发风险感知与行为决策模型包含复发风险感知、行为决策、自我效能、社会支持、情感反应(担忧)和健康行为等6个核心变量,一条核心路径为“复发风险感知→行为决策→健康行为”,三条桥梁路径为“复发风险感知社会支持→行为决策→健康行为”“复发风险感知→自我效能→行为决策→健康行为”和“复发风险感知复发担忧→行为决策→健康行为”。结论脑卒中复发风险感知与行为决策模型或可丰富脑卒中健康行为管理相关理论研究,进而为开展脑卒中患者健康管理及复发防控实践工作提供新的视角。 展开更多
关键词 脑卒中 复发风险感知 行为决策 情境理论 模型
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面向学科建设的高校图书馆决策情报服务分析
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作者 李梅 《科技资讯》 2024年第1期200-203,共4页
随着时代的发展,新时期高校图书馆有着新的发展目标,需要在“双一流”的背景下,做好针对学科建设的决策情报服务工作,有效提高学校中的学科管理质量,使高校具有较高的竞争力。不过从参考的部分高校图书馆的决策情报服务工作看,多方因素... 随着时代的发展,新时期高校图书馆有着新的发展目标,需要在“双一流”的背景下,做好针对学科建设的决策情报服务工作,有效提高学校中的学科管理质量,使高校具有较高的竞争力。不过从参考的部分高校图书馆的决策情报服务工作看,多方因素干扰下,决策情报服务容易受到影响,如何有效落实决策情报服务工作,也成为当前高校图书馆运行中需要考虑的问题。为此,分析决策情报服务的价值、现状,最后提出对应的处理策略,以期满足高校的发展需要。 展开更多
关键词 学科建设 高校图书馆 决策情报服务 现状 价值
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基于DEMATEL-AISM的起重驾驶员态势感知与行为响应模型
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作者 晋良海 刘皓 +2 位作者 武帮杰 石辉 何诗语 《中国安全科学学报》 CAS CSCD 北大核心 2024年第9期1-8,共8页
为深入挖掘起重驾驶员态势感知信息-行为的因果关系,结合ENDSLEY态势感知模型与决策实验室分析(DEMATEL)-对抗解释结构模型(AISM)方法,构建起重驾驶员态势感知与行为响应模型。首先,以起重作业任务为研究对象,使用态势感知理论分析驾驶... 为深入挖掘起重驾驶员态势感知信息-行为的因果关系,结合ENDSLEY态势感知模型与决策实验室分析(DEMATEL)-对抗解释结构模型(AISM)方法,构建起重驾驶员态势感知与行为响应模型。首先,以起重作业任务为研究对象,使用态势感知理论分析驾驶员行为响应过程,获取信息要素;其次,基于DEMATEL法,量化研究要素间的相互关系,得到综合影响矩阵,进而分析要素的属性及特征值,确定模型的关键要素;最后,采用AISM获得原因-结果属性稳定的层级结构,据此构建起重驾驶员态势感知与行为响应信息模型。结果表明:得到包含轨迹预测与规划、避碰等关键要素的22个要素及影响关系构成的5层信息模型;而且,模型明确了信息要素属性特征、影响关系及影响程度,较好地解释了驾驶员态势感知及行为响应过程。 展开更多
关键词 决策实验室分析(DEMATEL) 对抗解释结构模型(AISM) 起重驾驶员 态势感知 行为响应
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面向大型数据集的高效决策树参数剪枝算法 被引量:3
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作者 谢兆贤 邹兴敏 张文静 《计算机工程》 CSCD 北大核心 2024年第1期156-165,共10页
决策树在数据分类上具有较好的效果,但容易产生过拟合的现象,解决方案是对决策树进行剪枝处理,然而传统剪枝算法普遍存在预剪枝容易欠拟合、后剪枝时间消耗多、网络搜索剪枝仅适用于小型数据集等问题。为了解决以上问题,提出一种高效的... 决策树在数据分类上具有较好的效果,但容易产生过拟合的现象,解决方案是对决策树进行剪枝处理,然而传统剪枝算法普遍存在预剪枝容易欠拟合、后剪枝时间消耗多、网络搜索剪枝仅适用于小型数据集等问题。为了解决以上问题,提出一种高效的决策树参数剪枝算法。根据网络安全态势感知模型,建立剪枝决策树态势感知系统架构,分析网络数据流。在生成决策树的过程中,利用枚举与二分搜索算法找出决策树最大深度,采用深度优先搜索算法找到节点最小分裂数和最大特征数,最终结合这3个最优参数自上而下完成剪枝。实验结果表明,所提算法在大型数据集上的过拟合风险较小,训练集与测试集准确率都在95%以上,同时相比于后剪枝算法中表现较好的悲观错误剪枝算法快了近20倍。 展开更多
关键词 决策树 剪枝 过拟合 安全态势感知 泛化性
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超大型城市虚拟电厂的数字孪生框架设计及实践 被引量:1
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作者 周翔 贺兴 +4 位作者 陈赟 罗潇 王佳裕 艾芊 韩烨宸 《电网技术》 EI CSCD 北大核心 2024年第7期2681-2690,共10页
超大型城市能源系统汇集了多种分布式能源资源(distributed energy resources,DER),包括具备不确定性的新能源发电单元(如光伏、风机),具备可调性的柔性用能单元(如空调、蓄冷)以及兼具充放功能的能源产消者(如电动汽车、储能),虚拟电厂... 超大型城市能源系统汇集了多种分布式能源资源(distributed energy resources,DER),包括具备不确定性的新能源发电单元(如光伏、风机),具备可调性的柔性用能单元(如空调、蓄冷)以及兼具充放功能的能源产消者(如电动汽车、储能),虚拟电厂(virtual power plant,VPP)已成为重塑上述DER生态关系并对其进行协同管控的有效途径。该文梳理了当前城市级VPP建设的目标与现状,明确了超大型城市VPP工程所面临的挑战,即对于由海量DER所诱发的多主体多目标高不确定性场景缺乏系统性的建模、仿真、推演、分析、决策与校核手段。为应对上述挑战,该文结合城市电网数字化整体架构与建设进程,提出了超大型城市VPP数字孪生技术框架,继而得以对城市能源系统的态势轨迹进行系统性地推演与分析;进一步,聚焦智能决策目标,探究了框架下的技术路径、关键技术、理论工具等。该框架已经助力临港新片区VPP工程示范落地,为城市级VPP建设提供参考。最后,展望了超大型城市下数字孪生VPP的研究方向与应用前景。 展开更多
关键词 虚拟电厂 分布式能源资源 数字孪生 态势感知 智能决策
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面向复杂决策的OODA环:智能赋能与认知增强
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作者 白成超 张琦 +2 位作者 谢旭东 颜鹏 郭继峰 《指挥与控制学报》 CSCD 北大核心 2024年第3期284-297,共14页
传统OODA环理论存在认知粒度低、单向循环、单一入口等缺点,无法满足未来以智能化、网络化、体系化为特征的多域联合作战需求,尚不具备在以跨域协同、体系聚优等为代表的复杂决策环境中应用的能力。通过梳理分析OODA环理论发展历程及演... 传统OODA环理论存在认知粒度低、单向循环、单一入口等缺点,无法满足未来以智能化、网络化、体系化为特征的多域联合作战需求,尚不具备在以跨域协同、体系聚优等为代表的复杂决策环境中应用的能力。通过梳理分析OODA环理论发展历程及演进路线,确定了面向复杂决策的OODA环理论的重点是突出认知环节与决策环节在整个OODA环中的作用;通过分析智能技术的赋能方式,构建了智能态势认知与智能复杂决策框架,并将这两个框架嵌入认知粒度提高的OODA环,形成面向复杂决策的智能CT-OODA环理论;基于Cynefin理论说明了复杂决策问题的环境分类方法,阐述了在不同复杂程度决策环境下智能CT-OODA环的运行方式,以及如何通过OODA的决策循环实现决策环境改变的动力学;提出了面向复杂决策的智能OODA及其具体结构和运行方式,并且提出了分类复杂决策环境的方法,为未来人机融合态势认知与复杂决策提供参考。 展开更多
关键词 复杂决策 OODA 态势认知 智能决策
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区域船舶防污染应急联防体成本分担模型研究
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作者 刘学强 李道科 郑菊艳 《船舶工程》 CSCD 北大核心 2024年第11期140-143,174,共5页
为研究区域船舶防污染应急联防体科学、合理的成本分担比例,有助于联防体的可持续发展,建立联防体成员单位的船舶类型、污染量、泊位系数、船舶艘次和管理因素等风险因素指标,并将5个风险因素融入灰色局势决策分析方法中构建应急联防体... 为研究区域船舶防污染应急联防体科学、合理的成本分担比例,有助于联防体的可持续发展,建立联防体成员单位的船舶类型、污染量、泊位系数、船舶艘次和管理因素等风险因素指标,并将5个风险因素融入灰色局势决策分析方法中构建应急联防体成本分担模型。实例验证结果表明,联防体成员单位对于成本分担比例认可度较高,构建成本分担模型具有一定的科学性、合理性。研究成果可为区域船舶防污染应急联防体成本分担提供参考依据。 展开更多
关键词 船舶防污染 应急联防体 成本分担 灰色局势决策
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森林景观恢复土地适宜性评价
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作者 陈明叶 刘玉峰 +3 位作者 刘晓光 徐兆翮 曾立雄 肖文发 《森林与环境学报》 CSCD 北大核心 2024年第2期217-224,共8页
为探究县域森林景观恢复机制,确定优先恢复区域与适宜恢复措施,以秭归县为研究对象,采用物元模型与多目标灰色局势决策模型,分别从景观和立地尺度开展森林景观恢复土地适宜性评价研究。在景观尺度,构建评价指标体系,确定森林景观恢复的... 为探究县域森林景观恢复机制,确定优先恢复区域与适宜恢复措施,以秭归县为研究对象,采用物元模型与多目标灰色局势决策模型,分别从景观和立地尺度开展森林景观恢复土地适宜性评价研究。在景观尺度,构建评价指标体系,确定森林景观恢复的优先恢复地块,制定重点恢复策略;在立地尺度,构建以提升区域水源涵养功能、生物量、生产力为核心的恢复措施,以实现生态系统服务在一定时空范围内达到最优配置。结果表明,秭归县适宜森林景观恢复地块总面积18674.06 hm^(2)。在3643.74 hm^(2)适宜新造林地块中,41.74%适宜恢复为针叶林,29.93%适宜恢复为针阔混交林,24.53%适宜恢复为阔叶林,3.80%适宜恢复为灌木林。15030.32 hm^(2)地块适宜提升森林质量,根据其林地类型,提出补植补造、促进林下植被生长、被动恢复、森林经营管理、单一树种改造、栽植混交林、封山育林等具体干预措施及其组合。物元模型与多目标灰色局势决策模型定量评估,结合研究区域土地利用现状、森林资源普查数据等基础数据,可有效确定优先恢复地块和恢复策略,为县域森林景观恢复提供定量评估方法。 展开更多
关键词 森林景观恢复 物元模型 多目标灰色局势决策模型 秭归县 森林质量提升
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临床伦理决策:原则、境遇与情感和谐共鸣
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作者 何睿灵 陈海燕 +1 位作者 邹丹丹 周罗晶 《医学与哲学》 北大核心 2024年第23期24-27,共4页
医学伦理原则在实践中扮演着关键角色,如“尊重”原则,为伦理决策指明了方向。然而,实际操作时需结合具体的境遇和情感因素。深入探讨了医学伦理原则在不同境遇下的应用情况,特别在面临伦理困境时,如何在伦理原则、具体境遇和情感道德... 医学伦理原则在实践中扮演着关键角色,如“尊重”原则,为伦理决策指明了方向。然而,实际操作时需结合具体的境遇和情感因素。深入探讨了医学伦理原则在不同境遇下的应用情况,特别在面临伦理困境时,如何在伦理原则、具体境遇和情感道德之间找到相互的平衡。研究旨在确保伦理决策在各种情境中可以实现理性和人文的和谐统一,为临床中可能遇到的伦理困境提供新思路,以提高我国医务人员的伦理决策能力,从而推动和谐医患关系与医疗高质量发展。 展开更多
关键词 伦理决策 伦理原则 境遇 情感
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基于改进随机森林的工业互联网安全态势评估方法
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作者 胡向东 万润楠 《电子学报》 EI CAS CSCD 北大核心 2024年第3期783-791,共9页
针对工业互联网安全态势评估存在数据特征提取困难和安全态势评估准确率低等难题,提出一种基于改进随机森林的工业互联网安全态势评估方法.基于随机采样技术平衡原始数据集以减小不平衡数据集对实验的影响;利用梯度提升决策树确定工业... 针对工业互联网安全态势评估存在数据特征提取困难和安全态势评估准确率低等难题,提出一种基于改进随机森林的工业互联网安全态势评估方法.基于随机采样技术平衡原始数据集以减小不平衡数据集对实验的影响;利用梯度提升决策树确定工业互联网流量数据中不同特征的权重系数,结合递归特征消除法提取其关键特征;构建基于改进随机森林的工业互联网多分类攻击检测模型,识别网络受到的攻击类别,并结合安全态势量化指标确定其风险程度.实验结果表明,本文算法的检测准确率和F1值分别达到89.19%和89.68%,相较于传统随机森林算法、支持向量机和K最近邻算法,其准确率和F1值分别至少提高2.91%和1.7%,平均分别提高8.38%和9.33%. 展开更多
关键词 工业互联网 态势评估 特征提取 梯度提升决策树 随机森林
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混合式教学法在“医院感染控制”教学中的应用
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作者 陈海燕 杨惠敏 梁建红 《教育教学论坛》 2024年第37期165-168,共4页
探讨基于临床情景的翻转课堂在“医院感染控制”教学中的实践与效果。将2018级2个教学班的护理本科生做研究对象。教学班1(n=102)为试验组,采取基于临床情景的翻转课堂教学法;教学班2(n=97)为对照组,采取传统课堂授课的形式。对两组学... 探讨基于临床情景的翻转课堂在“医院感染控制”教学中的实践与效果。将2018级2个教学班的护理本科生做研究对象。教学班1(n=102)为试验组,采取基于临床情景的翻转课堂教学法;教学班2(n=97)为对照组,采取传统课堂授课的形式。对两组学生的临床决策能力、自主学习能力在教学前后进行比较。在教学后,试验组学生的临床决策能力、自主学习能力各维度评分及总分均明显高于对照组(p<0.05)。基于临床情景的翻转课堂教学方法能有效提高学生的临床决策能力与自主学习能力,增强学生的学习兴趣,适合用于本科学生的教学。 展开更多
关键词 临床情景 翻转课堂 医院感染控制 临床决策能力 自主学习能力
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基于知识图谱的空管特情处置决策支持方法
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作者 彭珂 王华伟 +2 位作者 侯召国 曾啸寒 罗通 《系统工程与电子技术》 EI CSCD 北大核心 2024年第12期4116-4127,共12页
空中交通管制特情是民航运输过程中遭遇的紧急特殊情况,对其的处置原则是尽可能的精准和高效。若未能有效处置,将引发重大飞行事故。然而,传统的特情处置依赖于人工,难以满足精准和高效的要求。利用知识图谱技术对空中交通管制特情信息... 空中交通管制特情是民航运输过程中遭遇的紧急特殊情况,对其的处置原则是尽可能的精准和高效。若未能有效处置,将引发重大飞行事故。然而,传统的特情处置依赖于人工,难以满足精准和高效的要求。利用知识图谱技术对空中交通管制特情信息进行知识抽取、表示和管理,并用于辅助空中交通管制人员,方便其进行特情处置,可有效提升空中交通管制特情应急处置效率。因此,提出一种自顶向下的空中交通管制特情处置知识图谱构建方法。首先,自顶向下定义知识图谱的概念、关系及其知识架构,形成模式层。接着,考虑到空中交通管制特情案例记录文本训练量较小且领域性实体较多的特点,采用融合双向长短时记忆(bi-directional long short-term memory,BiLSTM)网络深度学习模型和规则知识的实体抽取模型双向转换编码器(bi-directional encoder representations from transformers,BERT)-BiLSTM-条件随机场(conditional radom fields,CRF)+正则表达式(regular expression,RE)抽取实体。在此基础上,利用BiLSTM+自注意力(self-attention,SA)模型对实体间关系进行抽取。之后,采用Jaccard相关系数进行知识融合。最后,利用Neo4j图数据库对构建的空中交通管制特情处置知识图谱进行可视化,并对其在民航空中交通管制特情处置决策支持中的应用前景进行分析,为空中交通管制部门的实际应用提供参考。 展开更多
关键词 知识图谱 特情处置 空中交通管制 深度学习 决策支持
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