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基于改进Fuzzy ART的自适应雷达信号分选
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作者 马志峰 张越 +1 位作者 董健 傅雄军 《北京理工大学学报》 EI CAS CSCD 北大核心 2024年第9期990-996,共7页
侦察接收机对获取的辐射源波形去交织以分离不同信号,称为信号分选,是电磁频谱战系统的核心技术.复杂电磁环境下脉冲流密度大、时域波形及诸域特征严重交叠,导致多数基于无监督模型的信号分选方法难以胜任.提出一种可自适应调整警戒阈... 侦察接收机对获取的辐射源波形去交织以分离不同信号,称为信号分选,是电磁频谱战系统的核心技术.复杂电磁环境下脉冲流密度大、时域波形及诸域特征严重交叠,导致多数基于无监督模型的信号分选方法难以胜任.提出一种可自适应调整警戒阈值的模糊自适应共振理论(AVT fuzzy ART)聚类算法,基于对属性差异敏感的曼哈顿距离自适应调整警戒阈值,依据在线累积数据得出的辐射源瞬态聚类概率对警戒阈值动态加权.仿真结果表明,该方法能在无历史先验信息的条件下胜任多类别辐射源信号去交错. 展开更多
关键词 电磁频谱战 雷达信号分选 模糊自适应共振 聚类
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Fuzzy mathematics and game theory based D2D multicast network construction 被引量:6
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作者 LI Zhuoming CHEN Xing +3 位作者 ZHANG Yu WANG Peng QIANG Wei LIU Ningqing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第1期13-21,共9页
Device to device(D2 D) multi-hop communication in multicast networks solves the contradiction between high speed requirements and limited bandwidth in regional data sharing communication services. However, most networ... Device to device(D2 D) multi-hop communication in multicast networks solves the contradiction between high speed requirements and limited bandwidth in regional data sharing communication services. However, most networking models demand a large control overhead in eNodeB. Moreover, the topology should be calculated again due to the mobility of terminals, which causes the long delay. In this work, we model multicast network construction in D2 D communication through a fuzzy mathematics and game theory based algorithm. In resource allocation, we assume that user equipment(UE) can detect the available frequency and the fuzzy mathematics is introduced to describe an uncertain relationship between the resource and UE distributedly, which diminishes the time delay. For forming structure, a distributed myopic best response dynamics formation algorithm derived from a novel concept from the coalitional game theory is proposed, in which every UE can self-organize into stable structure without the control from eNodeB to improve its utilities in terms of rate and bit error rate(BER) while accounting for a link maintenance cost, and adapt this topology to environmental changes such as mobility while converging to a Nash equilibrium fast. Simulation results show that the proposed architecture converges to a tree network quickly and presents significant gains in terms of average rate utility reaching up to 50% compared to the star topology where all of the UE is directly connected to eNodeB. 展开更多
关键词 DEVICE to DEVICE (D2D) communication MULTICAST network fuzzy LOGIC GAME theory TREE architecture
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Ecological suitability evaluation for urban growth boundary in red soil hilly areas based on fuzzy theory 被引量:6
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作者 焦胜 高青 +5 位作者 魏春雨 刘贝 李晓东 曾光明 袁中兴 梁婕 《Journal of Central South University》 SCIE EI CAS 2012年第5期1364-1369,共6页
The fuzziness exists in spatial distribution of geographic data of land suitability evaluation processes,which makes it difficult to quantify land boundaries by using traditional binary logic-based overlay model.Aimin... The fuzziness exists in spatial distribution of geographic data of land suitability evaluation processes,which makes it difficult to quantify land boundaries by using traditional binary logic-based overlay model.Aiming at this limitation,an ecological suitability evaluation analysis model was presented based on fuzzy theory and a research on urban growth boundary(UGB) of the Great-Hexi Leading District(GHLD) of Changsha was conducted.With the support of GIS,RS and MATLAB,slope,elevation,vegetation,soil productivity,soil permeability,water body and land use are selected as the input of model according to the characteristic properties of soil and terrain in red soil hilly areas.The running result of this model indicates that the ratios of highly suitable land,suitable land,moderately suitable land and unsuitable land in GHLD are 18.75%,10.31%,64.16%,6.78%,respectively.This result accords with spatial structure worked out by Space Development Strategy Planning of GHLD,Based on this result,several suggestions are made to guide UGB developments in future. 展开更多
关键词 land ecological suitability evaluation fuzzy theory urban growth boundary (UGB) GIS MATLAB
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An algorithm based on evidence theory and fuzzy entropy to defend against SSDF 被引量:3
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作者 YE Fang BAI Ping TIAN Yuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第2期243-251,共9页
In cognitive radio networks, spectrum sensing is one of the most important functions to identify available spectrum for improving the spectrum utilization. Due to the open characteristic of the wireless electromagneti... In cognitive radio networks, spectrum sensing is one of the most important functions to identify available spectrum for improving the spectrum utilization. Due to the open characteristic of the wireless electromagnetic environment, the wireless network is vulnerable to be attacked by malicious users(MUs), and spectrum sensing data falsification(SSDF) attack is one of the most harmful attacks on spectrum sensing performance. In this article,an algorithm based on the evidence theory and fuzzy entropy is proposed to resist SSDF attacks. In this algorithm, secondary users(SUs) obtain the corresponding degree of membership function and basic probability assignment function based on the local energy detection result. The new conflicting coefficient is calculated based on the evidence distance and classical conflicting coefficient, and the conflicting weight of the evidence is obtained.The fuzzy weight is calculated by the fuzzy entropy. The credibility weight is obtained by updating the credibility. On this basis, the probability assignment function of the evidence is corrected, and the final result is obtained by using the fusion formula. Simulation results show that the proposed algorithm has a higher detection probability and lower false alarm probability than other algorithms.It can effectively defend against SSDF attacks and improve the performance of spectrum sensing. 展开更多
关键词 COOPERATIVE SPECTRUM SENSING evidence theory fuzzy ENTROPY SPECTRUM SENSING data falsification(SSDF)
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Composition ship collision risk based on fuzzy theory 被引量:4
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作者 CHEN Shu Rashid Ahmad +1 位作者 Byung-Gil Lee Do Hyeun Kim 《Journal of Central South University》 SCIE EI CAS 2014年第11期4296-4302,共7页
Despite of modern navigation devices, there are problems in navigation of vessels in waterways due to the geographical structures, disturbances in water, dynamic nature, and heavily environmental influenced sea traffi... Despite of modern navigation devices, there are problems in navigation of vessels in waterways due to the geographical structures, disturbances in water, dynamic nature, and heavily environmental influenced sea traffic. Even though all vessels are equipped with modern navigation devices, the accidents are reported caused by various reasons and mainly by human factor according to investigation. We propose an effective and efficient composition collision risk calculation method for finding the collision probability and avoiding the collision between ships in possible collision situations. The proposed composition collision risk calculation method at ship's position using combination of fuzzy and fuzzy comprehensive evaluation methods. The algorithm is straightforward to implement and is shown to be effective in automatic ship handling for ships involved in complex navigation situations. Experiments are carried out with indigenous data and the results show the effectiveness of the proposed approach. 展开更多
关键词 automatic ship navigation collision risk fuzzy theory
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Non-probabilistic fuzzy reliability analysis of pile foundation stability by interval theory 被引量:1
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作者 曹文贵 张永杰 赵明华 《Journal of Central South University of Technology》 EI 2007年第6期864-869,共6页
Randomness and fuzziness are among the attributes of the influential factors for stability assessment of pile foundation. According to these two characteristics, the triangular fuzzy number analysis approach was intro... Randomness and fuzziness are among the attributes of the influential factors for stability assessment of pile foundation. According to these two characteristics, the triangular fuzzy number analysis approach was introduced to determine the probability-distributed function of mechanical parameters. Then the functional function of reliability analysis was constructed based on the study of bearing mechanism of pile foundation, and the way to calculate interval values of the functional function was developed by using improved interval-truncation approach and operation rules of interval numbers. Afterwards, the non-probabilistic fuzzy reliability analysis method was applied to assessing the pile foundation, from which a method was presented for non- probabilistic fuzzy reliability analysis of pile foundation stability by interval theory. Finally, the probability distribution curve of non- probabilistic fuzzy reliability indexes of practical pile foundation was concluded. Its failure possibility is 0.91%, which shows that the pile foundation is stable and reliable. 展开更多
关键词 pile foundation FUZZINESS interval theory interval-truncation approach non-probabilistic fuzzy reliability analysis
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Using genetic algorithm based fuzzy adaptive resonance theory for clustering analysis 被引量:3
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作者 LIU Bo WANG Yong WANG Hong-jian 《哈尔滨工程大学学报》 EI CAS CSCD 北大核心 2006年第B07期547-551,共5页
关键词 聚类分析 遗传算法 模糊自适应谐振理论 人工神经网络
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New judging model of fuzzy cluster optimal dividing based on rough sets theory
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作者 Wang Yun Liu Qinghong +1 位作者 Mu Yong Shi Kaiquan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第2期392-397,共6页
To investigate the judging problem of optimal dividing matrix among several fuzzy dividing matrices in fuzzy dividing space, correspondingly, which is determined by the various choices of cluster samples in the totali... To investigate the judging problem of optimal dividing matrix among several fuzzy dividing matrices in fuzzy dividing space, correspondingly, which is determined by the various choices of cluster samples in the totality sample space, two algorithms are proposed on the basis of the data analysis method in rough sets theory: information system discrete algorithm (algorithm 1) and samples representatives judging algorithm (algorithm 2). On the principle of the farthest distance, algorithm 1 transforms continuous data into discrete form which could be transacted by rough sets theory. Taking the approximate precision as a criterion, algorithm 2 chooses the sample space with a good representative. Hence, the clustering sample set in inducing and computing optimal dividing matrix can be achieved. Several theorems are proposed to provide strict theoretic foundations for the execution of the algorithm model. An applied example based on the new algorithm model is given, whose result verifies the feasibility of this new algorithm model. 展开更多
关键词 Rough sets theory fuzzy optimal dividing matrix Representatives of samples fuzzy cluster analysis Information system approximate precision.
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Multi-hierarchical fuzzy judgment and nested dominance relation of rough set theory-based environmental risk evaluation for tailings reservoirs
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作者 田森 陈建宏 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第12期4797-4806,共10页
Environmental risk assessment of tailings reservoir assessment system is complex and has many index factors.In order to accurately judge surrounding environmental risks of tailings reservoirs and determinate the corre... Environmental risk assessment of tailings reservoir assessment system is complex and has many index factors.In order to accurately judge surrounding environmental risks of tailings reservoirs and determinate the corresponding prevention and control work,multi-hierarchical fuzzy judgment and nested dominance relation of rough set theory are implemented to evaluate them and find out the rules of this evaluation system with 14 representative cases.The methods of multi-hierarchical fuzzy evaluation can overall consider each influence factor of risk assessment system and their mutual impact,and the index weight based on the analytic hierarchy process is relatively reasonable.Rough set theory based on dominance relation reduces each index attribute from the top down,largely simplifies the complexity of the original evaluation system,and considers the preferential information in each index.Furthermore,grey correlation theory is applied to analysis of importance of each reducted condition attribute.The results demonstrate the feasibility of the proposed safety evaluation system and the application potential. 展开更多
关键词 environmental risk tailings reservoir fuzzy evaluation dominance relation rough set grey correlation theory
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基于Fuzzy-DEMATEL的埃塞俄比亚纺织服装业可持续发展关键影响因素分析 被引量:1
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作者 谢懿琳 童文莲 +1 位作者 吴雄英 丁雪梅 《丝绸》 CAS CSCD 北大核心 2024年第11期97-104,共8页
为探讨埃塞俄比亚纺织服装业可持续发展影响因素之间的作用关系并确定关键影响因素,本文结合文献研究和10位投资或服务于埃塞俄比亚纺织服装业的资深专家半结构化访谈的数据,借助扎根理论的研究方法,总结并归纳埃塞俄比亚纺织服装业可... 为探讨埃塞俄比亚纺织服装业可持续发展影响因素之间的作用关系并确定关键影响因素,本文结合文献研究和10位投资或服务于埃塞俄比亚纺织服装业的资深专家半结构化访谈的数据,借助扎根理论的研究方法,总结并归纳埃塞俄比亚纺织服装业可持续发展的影响因素;采用Fuzzy-DEMATEL法,分析该领域内12位专家和学者(不包含10位受访者)对各因素之间相互影响程度的评价,定量识别埃塞俄比亚纺织服装业可持续发展的关键影响因素。研究结果表明:埃塞俄比亚纺织服装业的可持续发展在企业、产业、政府三个维度上受到15个影响因素的制约,其中劳动生产率、基础设施建设、内生动力、政策和制度支持及政府自身建设为五项关键影响因素。相应地,该产业的可持续关键发展策略是优化生产管理、提升员工技能、加大投资关键基础建设、促进技术创新和知识转移、建立健全政策和监管机制、提升政府官员的专业能力和服务水平。通过Fuzzy-DEMATEL方法系统解析了影响因素对埃塞俄比亚纺织服装业可持续发展的复杂作用关系,为促进该国纺织服装业的进一步发展指明了方向。 展开更多
关键词 埃塞俄比亚 纺织服装业 可持续发展 fuzzy-DEMATEL 扎根理论 半结构化访谈
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Application of fuzzy theory on earthquake damage rate estimation of buildings
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作者 邵扬威 吴玉祥 +2 位作者 高士峰 黄麒然 张宽勇 《Journal of Central South University》 SCIE EI CAS 2014年第6期2454-2459,共6页
Variations between earthquakes result in many factors that influence post-earthquake building damage(e.g.,ground motion parameters,building structure,site information,and quality of construction).Consequently,it is ne... Variations between earthquakes result in many factors that influence post-earthquake building damage(e.g.,ground motion parameters,building structure,site information,and quality of construction).Consequently,it is necessary to develop an appropriate building damage-rate estimation model.The building damage survey data were recorded and constructed into files by the Architecture and Building Research Institute(ABRI),Taiwan for the 1999 Chi-Chi earthquake in the Nantou region as a basis for developing a building damage rate estimation model by applying fuzzy theory to express the fragility curves of buildings as a membership function.Empirical verification was performed using post-earthquake building damage data in the Taichung city that suffered relatively severe damage.Results indicate that fuzzy theory can be applied to predict building damage rates and that the estimated results are similar to actual disaster figures.Prediction of disaster damage using building damage rates can provide a reference for immediate disaster response during earthquakes and for regular disaster prevention and rescue planning. 展开更多
关键词 fuzzy theory membership function fragility curve earthquake damage rate
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A Fuzzy Cluster and Retinex Theory-based Variation Model for Inhomogenous Image Segmentation
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作者 SUN Meng-xuan LUO Qun-nv +1 位作者 MIN Li-hua FENG Can 《火力与指挥控制》 CSCD 北大核心 2021年第10期39-46,53,共9页
A variational inhomogeneous image segmentation model based on fuzzy membership functions and Retinex theory is proposed by introducing the fuzzy membership function.The existence of the solution of the proposed model ... A variational inhomogeneous image segmentation model based on fuzzy membership functions and Retinex theory is proposed by introducing the fuzzy membership function.The existence of the solution of the proposed model is proved theoretically.A valid algorithm is designed to make numerical solution of the model under the framework of alternating minimization.The last experimental results show that the model can make segmentation of the real image with intensity inhomogeneity effectively. 展开更多
关键词 image segmentation intensity inhomogeneity fuzzy membership Retinex theory alter-nating minimization
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Fuzzy Risk Assessment Model of Power Transformer Based on Borda Number Theory
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作者 WANG You-yuan YUAN Yuan LI Jian DU Lin ZHOU Jing-jing 《高电压技术》 EI CAS CSCD 北大核心 2008年第12期2668-2673,共6页
The power transformer is the key equipment of transforming voltage and exchanging power in the power system.It's safe and reliable operation directly influences the safe level of the power system.To study the risk... The power transformer is the key equipment of transforming voltage and exchanging power in the power system.It's safe and reliable operation directly influences the safe level of the power system.To study the risk assessment of power transformer which is very significant to improve the reliability of the power system,a fuzzy comprehensive risk assessment model of power transformer based on Borda number theory is proposed in this paper.At first,the fault types and risk factors of the power transformer are analyzed.Secondly,the basic framework of the fuzzy comprehensive evaluation is applied to quantify the risk factors.And then,Borda number theory is employed to analyze influence degree and occurrence probability of power transformer.At last,the various risk factors impact index and fuzzy comprehensive evaluation index of power transformer can be easily obtained.Applying this model,the relative importance degree of the risk factors can be horizontally compared according to the numerical index,the engineering staff can directly get the parameters of the transformer risk level and get a good description of the visual expression through using 5 score and similar visual language. 展开更多
关键词 模糊风险评估模型 Borda数理论 电力变压器 故障树结构
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基于后悔理论的多粒度直觉模糊三支决策模型 被引量:1
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作者 庞文莉 于潇 +3 位作者 郑宇 陈辉 薛占熬 辛现伟 《数据采集与处理》 北大核心 2025年第2期501-516,共16页
传统基于函数或关系的三支决策模型在应对复杂多粒度决策问题求解时,容易忽略现实中信息的多粒度特性和决策者认知能力的局限性。基于此,本文提出了一种基于后悔理论的多粒度直觉模糊三支决策模型。首先,为处理直觉模糊数的复杂计算问题... 传统基于函数或关系的三支决策模型在应对复杂多粒度决策问题求解时,容易忽略现实中信息的多粒度特性和决策者认知能力的局限性。基于此,本文提出了一种基于后悔理论的多粒度直觉模糊三支决策模型。首先,为处理直觉模糊数的复杂计算问题,将θ算子与直觉模糊粗糙集相融合,提出了一种多粒度直觉模糊粗糙集上、下近似算子,并给出相应的三支决策规则。其次,为将决策者的认知特性融合到决策过程中,结合后悔理论构建了乐观和悲观策略下的多粒度三支排序方法。最后通过国际中文教育“中文+职业”人才胜任力评估的群决策实例验证了所提模型的有效性,为直觉模糊环境下融合决策者风险偏好的不确定性决策问题提供了一种新方法。 展开更多
关键词 多粒度 直觉模糊集 三支决策 后悔理论 三支排序
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基于模糊信号检测论的民航安检人员危险感知能力分析
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作者 王燕青 乔家伟 +1 位作者 任金金 王晓峰 《科学技术与工程》 北大核心 2025年第16期6970-6976,共7页
为提高民航安检人员的安检绩效,探究不同因素下安检人员危险感知能力与安检绩效的关系。基于模糊信号检测论,以辨别力和判断标准作为衡量安检人员危险感知能力的指标,采用2(经验:新手、老手)×2(时间压力:无时间限制、有时间限制)&#... 为提高民航安检人员的安检绩效,探究不同因素下安检人员危险感知能力与安检绩效的关系。基于模糊信号检测论,以辨别力和判断标准作为衡量安检人员危险感知能力的指标,采用2(经验:新手、老手)×2(时间压力:无时间限制、有时间限制)×2(违禁品出现概率:高、低)混合实验设计,分析经验、时间压力、违禁品概率对安检人员危险感知能力的影响。结果表明:经验和时间限制对安检绩效有显著影响,而违禁品出现的概率对安检绩效的影响不显著;经验对安检人员的模糊辨别力和模糊判断标准均有显著影响,老手组危险感知能力的总体水平大于新手组;时间限制会降低安检人员的模糊辨别力和低违禁品概率下的模糊判断标准,但会提高高违禁品概率下的模糊判断标准。重视安检技能培训、设定合理搜索时间与传送带速度可有效提高安检人员的危险感知能力,保障航空安全。 展开更多
关键词 安检人员 危险感知能力 模糊信号检测论 模糊辨别力 模糊判断标准
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富水砂土隧道注浆加固效果评价研究:以郑州地铁7号线砂土隧道为例
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作者 钟宏伟 秦鹏飞 +1 位作者 卢再光 张颖 《西北地质》 北大核心 2025年第1期315-322,共8页
在地质环境日趋复杂和恶劣的工程背景下,注浆加固的质量要求越来越高,建立科学合理的注浆效果评价体系,具有重要的理论意义和研究价值。针对注浆量核算法、检查孔分析法、P-Q-t曲线法及地球物理探测法等工程中应用较广泛的注浆效果检测... 在地质环境日趋复杂和恶劣的工程背景下,注浆加固的质量要求越来越高,建立科学合理的注浆效果评价体系,具有重要的理论意义和研究价值。针对注浆量核算法、检查孔分析法、P-Q-t曲线法及地球物理探测法等工程中应用较广泛的注浆效果检测方法,通过抽取一、二级影响因素确立层次评价体系,并结合专家意见与实际工况构建了注浆效果评价数学模型。然后基于模糊数学的基本原理,将权向量作为评价因素的权重进行量化,通过矩阵运算实现了模糊现象的数学表达,完成了砂土隧道注浆效果的准确评价。最后结合郑州地铁7号线砂土隧道,通过模糊评价综合分析,认为注浆效果等级达到良好等级(B)。隧道实际开挖期间,未出现任何形式的水文、地质干扰,表明评价方法科学高效,可为其他工程施工提供指导或参考。 展开更多
关键词 隧道注浆 检查孔分析 地球物理探测 模糊理论 效果评价
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基于突变理论的模糊推理系统风险评价模型
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作者 杨昌其 姜美岑 林灵 《科学技术与工程》 北大核心 2025年第22期9586-9594,共9页
在ASIS系统上采集2017—2023年共计86917起不正常事件数据作为研究对象,并在此基础上构建不正常事件指标体系。为了确保航空运行安全,构建准确、可靠的风险评价模型来对不正常事件进行深入分析,从而实现有效的风险管理。首先,在模糊推... 在ASIS系统上采集2017—2023年共计86917起不正常事件数据作为研究对象,并在此基础上构建不正常事件指标体系。为了确保航空运行安全,构建准确、可靠的风险评价模型来对不正常事件进行深入分析,从而实现有效的风险管理。首先,在模糊推理系统中引入突变理论的原理,能够使其更好地应对复杂问题,提高评价的准确性。然后,构建突变理论的模糊推理系统风险评价模型对航空运行不正常事件进行风险评价。其次,选用56个有详细背景信息记录的不正常事件进行实例分析,并与云模型进行对比分析,从而验证模型的可行性和精确性。最后,对相关指标进行模糊控制,为航空运行安全管理工作提供指导。 展开更多
关键词 风险评价 不正常事件 突变理论 模糊推理系统 风险指标
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基于心流理论与感性工学的文创产品设计研究
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作者 王鹏 张军 《包装工程》 北大核心 2025年第10期246-255,共10页
目的以心流理论为导向,感性工学为辅助构建了设计模型,为激发用户积极体验提供有效尝试,力图解决文创产品中用户体验欠佳的问题。方法依照心流理论模型中技能水平与挑战难度相平衡的准则,挖掘文创产品中用户与文化、外观体验间的平衡关... 目的以心流理论为导向,感性工学为辅助构建了设计模型,为激发用户积极体验提供有效尝试,力图解决文创产品中用户体验欠佳的问题。方法依照心流理论模型中技能水平与挑战难度相平衡的准则,挖掘文创产品中用户与文化、外观体验间的平衡关系。首先,通过问卷调查了解目标用户在文化熟悉水平上的差异,据此进行用户分流与文化层次的匹配。接着,分别从感知、认知、情感方面对用户的语意词汇进行了划分,并借由感性工学实验使词汇与设计要素建立联系。最后,根据用户技能水平的不同,于文化和外观上选取相对应的文化元素和语意词汇进行匹配设计。结果本文所尝试构建的设计模型,以成都锦里文创茶具设计为例进行实践,并经由模糊综合评价验证了该设计模型的可行性。结论探寻文创产品中获取心流这种积极体验的路径方法,有效提升了消费者的用户体验,且该方法可运用在文创产品开发领域,能为文创产品设计、优化提供新思路。 展开更多
关键词 心流理论 感性工学 文创产品 用户体验 模糊综合评价法
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不确定环境下再制造可重入柔性车间调度优化研究
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作者 张帅 王军 张文宇 《计算机集成制造系统》 北大核心 2025年第7期2529-2542,共14页
针对再制造过程中加工时间和成本的不确定性问题,引入双模糊理论进行二维模糊化处理,同时考虑了再制造操作可重入和机器柔性的特点,构建了再制造可重入柔性车间调度优化模型。在此基础上,提出了一种基于强化学习的改进型NSGA-Ⅱ算法(RLN... 针对再制造过程中加工时间和成本的不确定性问题,引入双模糊理论进行二维模糊化处理,同时考虑了再制造操作可重入和机器柔性的特点,构建了再制造可重入柔性车间调度优化模型。在此基础上,提出了一种基于强化学习的改进型NSGA-Ⅱ算法(RLNSGA-Ⅱ),集成了强化学习技术对种群交叉率进行动态优化以提升种群多样性。此外,还提出了一种新的二维编码方案以提高算法效率,嵌入了混合种群初始化策略以提高初始种群质量,采用了局部搜索策略以增强局部搜索能力。最后,通过仿真实验验证了该算法的有效性和优越性。 展开更多
关键词 再制造 双模糊理论 可重入柔性车间调度 NSGA-Ⅱ算法 强化学习
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基于GT-FAHP-FCE的岭南醒狮非遗游戏设计研究
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作者 李本建 郭可馨 宋燕芳 《包装工程》 北大核心 2025年第10期406-416,435,共12页
目的以岭南醒狮为研究对象,探究青年群体对非遗文化游戏化的设计需求,为非遗类游戏设计提供质性和量化相结合的模式参考。方法前期运用扎根理论(GT)的研究方法,抓取用户评论作为原始资料来进行三级编码,提取岭南醒狮非遗游戏设计的核心... 目的以岭南醒狮为研究对象,探究青年群体对非遗文化游戏化的设计需求,为非遗类游戏设计提供质性和量化相结合的模式参考。方法前期运用扎根理论(GT)的研究方法,抓取用户评论作为原始资料来进行三级编码,提取岭南醒狮非遗游戏设计的核心范畴。将上述范畴作为模糊层次分析法(FAHP)的评价指标体系,根据用户多轮评价计算指标权重,围绕指标重要度进行醒狮非遗游戏设计。最后通过模糊综合评价法(FCE)对游戏方案进行评价,以此验证上述指标。结果扎根理论能够有效降低模糊层次分析法中指标评价的主观因素影响,提供更加科学合理的理论指导,模糊综合评价法为设计方案的评价和优化提供保障。结论研究表明,用户更加注重游戏中醒狮文化的表达,但也对视觉造型和交互方式的创新提出了更高的要求。GT-FAHP-FCE方法的结合,使设计更加贴近用户需求,为非遗类游戏设计提供新的模式参考。 展开更多
关键词 岭南醒狮 非遗游戏设计 扎根理论(GT) 模糊层次分析法(FAHP)
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