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Machine learning-enhanced Monte Carlo and subset simulations for advanced risk assessment in transportation infrastructure
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作者 Furquan AHMAD Pijush SAMUI S.S.MISHRA 《Journal of Mountain Science》 SCIE CSCD 2024年第2期690-717,共28页
The maintenance of safety and dependability in rail and road embankments is of utmost importance in order to facilitate the smooth operation of transportation networks.This study introduces a comprehensive methodology... The maintenance of safety and dependability in rail and road embankments is of utmost importance in order to facilitate the smooth operation of transportation networks.This study introduces a comprehensive methodology for soil slope stability evaluation,employing Monte Carlo Simulation(MCS)and Subset Simulation(SS)with the"UPSS 3.0 Add-in"in MS-Excel.Focused on an 11.693-meter embankment with a soil slope(inclination ratio of 2H:1V),the investigation considers earthquake coefficients(kh)and pore water pressure ratios(ru)following Indian zoning requirements.The chance of slope failure showed a considerable increase as the Coefficient of Variation(COV),seismic coefficients(kh),and pore water pressure ratios(ru)experienced an escalation.The SS approach showed exceptional efficacy in calculating odds of failure that are notably low.Within computational modeling,the study optimized the worst-case scenario using ANFIS-GA,ANFIS-GWO,ANFIS-PSO,and ANFIS-BBO models.The ANFIS-PSO model exhibits exceptional accuracy(training R2=0.9011,RMSE=0.0549;testing R2=0.8968,RMSE=0.0615),emerging as the most promising.This study highlights the significance of conducting thorough risk assessments and offers practical insights into evaluating and improving the stability of soil slopes in transportation infrastructure.These findings contribute to the enhancement of safety and reliability in real-world situations. 展开更多
关键词 Monte Carlo simulation subset simulation Machine Learning Seismic coefficient
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Reliability Research of Wireless Energy Transmitting Urethral Valve Based on FTA-AK-SS
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作者 YIN Mao LI Xiao 《Journal of Shanghai Jiaotong university(Science)》 2025年第4期815-824,共10页
Aimed at the problem of the low computational efficiency of the existing urethral-valve reliability analysis,an efficient reliability analysis method of the wireless energy-transmitting urethral-valve(WETUV)was propos... Aimed at the problem of the low computational efficiency of the existing urethral-valve reliability analysis,an efficient reliability analysis method of the wireless energy-transmitting urethral-valve(WETUV)was proposed.The method is called FTA-AK-SS,based on the active learning Kriging(AK)model,subset simulation(SS)algorithm,and fault tree analysis(FTA).According to the principle of FTA,we established the fault tree model of the WETUV to determine its minimum cut set and bottom events.Then we defined the random variables affecting its reliability.The U learning function was used to selectively add the sample points of random variables to update the initial Kriging surrogate model.At the same time,combined with the SS algorithm,the reliability and sensitivity analyses of the WETUV were realized.The result shows that compared with the traditional Monte Carlo simulation and FTA-Kriging-SS methods,the proposed method significantly improves the calculation efficiency of the WETUV under the premise of ensuring calculation accuracy.The reliability of the WETUV is greatly affected by the rubber pad’s aging,the receiver coil’s corrosion,and the position deviation.This study can provide a new way to realize a high-efficiency reliability calculation and analysis for urethral valves. 展开更多
关键词 urethral-valve RELIABILITY active learning Kriging(AK) fault tree analysis(FTA) subset simulation(ss)
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Random dynamic analysis of vertical train–bridge systems under small probability by surrogate model and subset simulation with splitting 被引量:11
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作者 Huoyue Xiang Ping Tang +1 位作者 Yuan Zhang Yongle Li 《Railway Engineering Science》 2020年第3期305-315,共11页
The response of the train–bridge system has an obvious random behavior.A high traffic density and a long maintenance period of a track will result in a substantial increase in the number of trains running on a bridge... The response of the train–bridge system has an obvious random behavior.A high traffic density and a long maintenance period of a track will result in a substantial increase in the number of trains running on a bridge,and there is small likelihood that the maximum responses of the train and bridge happen in the total maintenance period of the track.Firstly,the coupling model of train–bridge systems is reviewed.Then,an ensemble method is presented,which can estimate the small probabilities of a dynamic system with stochastic excitations.The main idea of the ensemble method is to use the NARX(nonlinear autoregressive with exogenous input)model to replace the physical model and apply subset simulation with splitting to obtain the extreme distribution.Finally,the efficiency of the suggested method is compared with the direct Monte Carlo simulation method,and the probability exceedance of train responses under the vertical track irregularity is discussed.The results show that when the small probability of train responses under vertical track irregularity is estimated,the ensemble method can reduce both the calculation time of a single sample and the required number of samples. 展开更多
关键词 Train–bridge system Ensemble method Surrogate model Nonlinear autoregressive with exogenous input subset simulation with splitting Small probability
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Computer Simulation on Quasi-ellipsoidal Gear Transmission
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作者 李瑰贤 刘俐平 +1 位作者 李华敏 毕诸明 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1995年第4期42-45,共4页
Quasi-ellipsoidal gear transmission mechanism, which is the newest transmission mechanism used for robot flexible wrist at present, has simple structure, light weight,small dimension, high sensitivity and can accurate... Quasi-ellipsoidal gear transmission mechanism, which is the newest transmission mechanism used for robot flexible wrist at present, has simple structure, light weight,small dimension, high sensitivity and can accurately carry out the motion transmission in all-direction. It is a new type of transmission used for robot flexible wrist at present. Different from ordinary transmission mechanisms it is a spatial mesh with double DOF. Its design is complicated, and there are many approximate treatments in checking interference of flank and distribution of teeth. The purpose of this paper is to verify the reliability of the design by means of computer simulation. 展开更多
关键词 ss: Flexible WRIST quasi-ellipsoidal GEAR TRANSMIssION COMPUTER simulation
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A Molecular Dynamics Simulation for Periodic Boundary Condition in the Bending Process of Ag/Ni Composite Interfaces
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作者 罗旋 费维栋 +1 位作者 钱革非 李超 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1996年第4期69-72,共4页
A MolecularDynamicsSimulationforPeriodic BoundaryConditionintheBendingProcessofAg/NiCompositeInterfacesLUOXu... A MolecularDynamicsSimulationforPeriodic BoundaryConditionintheBendingProcessofAg/NiCompositeInterfacesLUOXuan;FEIWeidong;QIA... 展开更多
关键词 ss: PERIODIC BOUNDARY CONDITION MOLECULAR DYNAMICS simulation COMPOSITE interface
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Multiprocessing and Dataflow Processing Architecture of a Pixel Processor and Its VHDL Simulation Strategy
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作者 董社勤 陈爽 +1 位作者 鲁杰峰 高国安 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1996年第4期49-53,共5页
The design of a pixel processor of a real-time CIG (Computer Image Generation) system is summarized. The system has been brought into use. In order to adopt ASIC (Application-Specific integrated Circuit) technology in... The design of a pixel processor of a real-time CIG (Computer Image Generation) system is summarized. The system has been brought into use. In order to adopt ASIC (Application-Specific integrated Circuit) technology in the design of the new system, the VHDL (Very high speed integrated circuit Hardware Description Language) is used and a re-design and simulation strategy is planed. 展开更多
关键词 ss: Computer graghic hardware real-time image generation system CIG VHDL PIXEL PROCEssOR simulation
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Identification of Subset Autoregressive Model Using Simulaated Annealing
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作者 Zhu Xiangyang & Zhong Binglin Department of Mechanical Engineering, Southeast University, Nanjing 210096, P. R. China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1997年第3期43-50,共8页
This paper deals with identification of subset autoregressive time series model. A simulated annealing based on approach for deter min ing the optimal subset of regression terms included in the subset autogressive m... This paper deals with identification of subset autoregressive time series model. A simulated annealing based on approach for deter min ing the optimal subset of regression terms included in the subset autogressive model is introduced. Numerical examples are given to show the effectiveness of the proposed algorithm. 展开更多
关键词 subset autogressive model IDENTIFICATION Simulated annealing.
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Numerical Simulation of Al-Si Alloys Filling in EPC Processes
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作者 魏尊杰 安阁英 常庆明 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1995年第3期75-78,共4页
NumericalSimulationofAl-SiAlloysFillinginEPCProcessesWEIZunJie;ANGeying;CHANGQingming魏尊杰,安阁英,常庆明(Dept.ofMate... NumericalSimulationofAl-SiAlloysFillinginEPCProcessesWEIZunJie;ANGeying;CHANGQingming魏尊杰,安阁英,常庆明(Dept.ofMaterialEngineering,H... 展开更多
关键词 ss:Evaporative PATTERN CASTING numerical simulation FILLING process
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High Temperature Rapid Tempering Process of SS400 Steel With Thermomechanical Simulation Tester
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作者 XING Shu-qing CHEN Zheng-zong +1 位作者 MA Yong-lin LI Hui-qin 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2012年第2期43-49,共7页
The effect of refined precipitations and dispersed phases on the toughness of SS400 steel was investigated by rapid tempering with thermomechanical simulation tester, and the electromagnetic induction rapid tempering ... The effect of refined precipitations and dispersed phases on the toughness of SS400 steel was investigated by rapid tempering with thermomechanical simulation tester, and the electromagnetic induction rapid tempering process was simulated. The conventional tempering and rapid tempering process were proceeded respectively, and both samples were quenched in 10~ of agitated iced brine. The tempering temperatures were designed as 560, 620 and 680℃, respectively. Rapid tempering specimens were heated at a heating rate of 20 ℃/s, and all samples of these three tempering temperatures were maintained 30, 40 and 50 s with the Gleeble1500-D tester, respectively. The impact test at --40 ℃ were carried out on a Charpy impact machine (CBD-300) with a maximum measurement range of 300 J and the microstructures were analyzed in detail using optical microscope (OM) and scanning electron microscope (SEM). The experiment results show that the upper bainite, martensite and small amount of austenite were obtained in the rapidly quenched samples. In comparison to the conventional process, the matrix microstructure was changed from the larger size and bulk ferrite to the refined banding structure, and the cementites were obviously refined and precipitated inside the grains and along the grain boundaries. The cryogenic impact test implies that the maximum values of impact toughness with holding time of 30 or 50 s are achieved at tempering temperature of 620℃. Furthermore, a favorite value of impact toughness with holding time of 40 s is available. 展开更多
关键词 ss400 steel rapid tempering process thermomechanical simulation tester PRECIPITATION cryogenic impact toughness
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Reliability analysis of small failure probability based on subset simulation method
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作者 Hongtao WANG Ketema Mikiyas Solomon Tirfe Natnael Ayicheluhem 《Mechanical Engineering Science》 2022年第1期6-13,共8页
In the engineering.to ensure the quality and safety,it is necessary to carry out reliability analysis on it.When conducting reliability analysis in engineering.a 1arge rumber of small1 failure probability problems wil... In the engineering.to ensure the quality and safety,it is necessary to carry out reliability analysis on it.When conducting reliability analysis in engineering.a 1arge rumber of small1 failure probability problems will be encountered.For such problems,the traditional Monte Carlo method needs a 1ot of samples,and the calculation efficiency is extremely 1ow,while the subset sinmulation method can efficiently estimate the relLability index of the small failure probability problem with litle samples.Therefore,this paper takes the application of the subset simulation method in the reliability analysis of the small failure probability structure as the object,constructs the reliability analysis method of the single failure mode of the system and applies the method to a mathematical example and a single-story gate.Through the rigid frame example,it can be seen that this method is beneficial to improve the calculation efficiency and accuracy. 展开更多
关键词 subset simulation small faiure probabiliy failure mode reliability analysis
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Assessment of piloting behavior impact on landing risk of transport aircraft
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作者 Zhiyue XIONG Shuguang ZHANG +2 位作者 Mingkai WANG Peng TANG Mengmeng WANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第9期178-192,共15页
The human factors and their interaction with other factors play an important role in the flight safety of transport aircraft.In this paper,a paradigm of risk assessment for transport aircraft interacting with piloting... The human factors and their interaction with other factors play an important role in the flight safety of transport aircraft.In this paper,a paradigm of risk assessment for transport aircraft interacting with piloting behaviors is proposed,with focus on landing which is the most accident-prone flight stage in aviation safety statistics.Model-based flight simulation serves as our data source for landing risk analysis under uncertainties.A digital pilot in the loop that reflects the human piloting behaviors is employed to facilitate simulation efficiency.Eight types of unsafe events in landing are identified from statistics.On this basis,the landing safety boundary is extracted via stochastic simulation to divide safety and hazardous flight status domains,which con-tributes to flight status management and risk warning.The simulation results indicate that appro-priate piloting behavior,which is active response and fast target acquisition with minimum overshoot and fluctuation,shows benefit to landing safety.The subset simulation technique is employed to further refine the boundary with less computational workload.Furthermore,the effect of airspeed,windspeed,and other factors on landing risk is also discussed.The proposed risk assess-ment method would help optimize operation procedure and develop targeted pilot training program. 展开更多
关键词 Landing risk assessment Risk parameterization Human factors Piloting behavior model Landing safety boundary subset simulation
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Optimization of the Number and Location of Boreholes for Gassy Soil Site Investigation Considering the Statistical Uncertainty
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作者 Shaolin Ding Quanhong Li 《World Journal of Engineering and Technology》 2024年第4期895-913,共19页
The research addresses the prevalence of gassy soil, containing methane (CH4), within the soil particles of southeast coastal areas of China, such as the Quaternary deposit in the Hangzhou Bay area. This soil exhibits... The research addresses the prevalence of gassy soil, containing methane (CH4), within the soil particles of southeast coastal areas of China, such as the Quaternary deposit in the Hangzhou Bay area. This soil exhibits spatial variability in the distribution of gas pressure, posing a potential threat of engineering disasters, including fire outbreaks and blasting, during the construction of underground projects. Consequently, it is crucial to assess the risk state of gas pressure, involving accurate identification and reduction of associated uncertainty, through site investigation. This is indispensable prior to the commencement of underground projects. However, during the site investigation stage, the random field parameters that quantify the spatial variability distribution of gas pressure (e.g., mean value, standard deviations, and scale of fluctuation) are unknown, introducing corresponding statistical uncertainty. Therefore, the most significant consideration for planning site investigation from an engineering perspective involves determining the risk state of gas pressure while considering the statistical uncertainty of these random field parameters. This consideration heavily relies on the engineering experience gained from current site investigation practices. To address this challenge, the study introduces a probabilistic site investigation optimization method designed for planning the site investigation scheme for gassy soils, including determining the number and locations of boreholes. The method is based on the expected state-identification probability, representing the probability of identifying the risk state of gas pressure, and takes into account the statistical uncertainty of random field parameters. The proposed method aims to determine an optimal investigation scheme before conducting the site investigation, leveraging prior knowledge. This optimal scheme is identified using Subset Simulation Optimization (SSO) in the space of candidate site investigations, maximizing the value of the expected state-identification probability at the minimal value point. Finally, the paper illustrates the proposed approach through a case study. 展开更多
关键词 Gassy Soils Site Investigation subset simulation Optimization (ssO) Uncertainty
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基于非线性概率模型与稀疏多项式混沌展开的结构失效概率分析
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作者 王佐才 范弦扬 +1 位作者 袁子青 辛宇 《东南大学学报(自然科学版)》 北大核心 2025年第4期955-964,共10页
提出了基于非线性概率模型与稀疏多项式混沌展开(sparse polynomial chaos expansion,SPCE)的结构失效概率计算新方法。首先,基于非线性概率模型参数识别结果与正交匹配追踪算法建立结构响应的SPCE代理模型。其次,利用SPCE代理模型代替... 提出了基于非线性概率模型与稀疏多项式混沌展开(sparse polynomial chaos expansion,SPCE)的结构失效概率计算新方法。首先,基于非线性概率模型参数识别结果与正交匹配追踪算法建立结构响应的SPCE代理模型。其次,利用SPCE代理模型代替子集模拟中的有限元模拟,通过极限状态函数获得失效概率。最后,以钢筋混凝土桥墩为数值算例,对比了不同代理模型的计算效率,计算了不同地震荷载下失效概率,探究了条件失效概率、事件样本数及测量噪声的影响。开展缩尺桥墩振动台试验验证了所提方法可行性。结果表明:所提方法能快速、准确获得动力荷载作用下的结构失效概率,在0.8g和0.9g荷载工况下,该方法计算的失效概率与蒙特卡罗模拟方法相比误差为1.18%和0.63%,而计算效率是后者的15.2倍和12.6倍,且在10%噪声水平下仍保持高精度,抗噪性良好。 展开更多
关键词 非线性概率模型 正交匹配追踪算法 稀疏多项式混沌展开 子集模拟 失效概率
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基于子集模拟优化的冲击波形控制方法
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作者 李凡 李洪双 《振动与冲击》 北大核心 2025年第6期82-89,136,共9页
地面冲击试验是航空航天设备投入使用前必不可少的阶段,因此冲击波形发生器对冲击载荷复现是至关重要的环节之一。针对冲击波形重复精度低和可控性差的问题,提出一种面向多孔式冲击波形发生器的波形控制方法。根据阻尼孔的流动特性和活... 地面冲击试验是航空航天设备投入使用前必不可少的阶段,因此冲击波形发生器对冲击载荷复现是至关重要的环节之一。针对冲击波形重复精度低和可控性差的问题,提出一种面向多孔式冲击波形发生器的波形控制方法。根据阻尼孔的流动特性和活塞的受力状态,建立试验系统的冲击响应计算模型及其离散计算形式。考虑子集模拟优化算法面对高维复杂优化问题时具有收敛快、不易陷入局部最优解的优势,使用该算法寻求各排阻尼孔数量的最优离散组合,并与遗传算法进行对比。结果表明:对于不同试验要求,优化后加速度波形曲线均满足试验标准规定的容差,优于遗传算法。 展开更多
关键词 冲击波形发生器 阻尼孔 加速度波形 子集模拟优化 遗传算法
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基于多阶段监测数据的基坑侧移及地表沉降预测 被引量:1
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作者 陈烨 彭赵 +3 位作者 秦文正 于航 潘孙珏徐 虞梦菲 《浙江工业大学学报》 北大核心 2025年第3期266-271,共6页
准确的基坑变形预测是保证基坑开挖工程安全施工的基础。基坑变形预测常采用有限元模型进行模拟,预测结果的准确性受土体参数取值的影响较大,合理可靠的土体参数是准确预测基坑变形的前提。采用一种基于结构可靠度方法的贝叶斯更新方法... 准确的基坑变形预测是保证基坑开挖工程安全施工的基础。基坑变形预测常采用有限元模型进行模拟,预测结果的准确性受土体参数取值的影响较大,合理可靠的土体参数是准确预测基坑变形的前提。采用一种基于结构可靠度方法的贝叶斯更新方法,结合现有阶段的侧移和沉降监测数据,随着开挖阶段的进行,动态更新土性参数的概率密度函数,用于预测后续开挖阶段的侧移和地表沉降。通过中国台北某基坑开挖工程案例证明:该方法可以有效降低土性参数估计的不确定性,合理更新土体参数概率分布;利用更新后的土体参数分布预测后续阶段的基坑变形,和现场观测数据较为吻合,验证了所提方法的有效性。 展开更多
关键词 基坑 侧移 沉降 监测数据 子集模拟
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PCA-SS-LSSVM在循环冷却水结垢预测中的应用 被引量:2
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作者 董超 胡艳珍 李晨光 《化工自动化及仪表》 CAS 2017年第11期1056-1060,共5页
采用主成分分析-分散搜索算法-最小二乘向量机(PCA-SS-LSSVM)算法对某石化企业近几年的生产数据进行建模预测。经过实验仿真表明:该算法能及时准确地预测粘附速率。
关键词 PCA-ss-LssVM算法 循环冷却水 结垢 动态建模 动态仿真
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ZigBee网络路由协议SS-Cluster的设计实现 被引量:1
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作者 邓胡滨 李健 《计算机工程与设计》 CSCD 北大核心 2014年第7期2289-2294,共6页
为了解决AODVjr等协议在节点数不多的ZigBee网络中存在资源开销高、效率低以及ZigBee网络在小范围应用场合缺乏相应协议支持的问题,提出并设计了SS-Cluster(small-scale cluster)路由协议。基于树形ZigBee网络拓扑,结合"分簇设计思... 为了解决AODVjr等协议在节点数不多的ZigBee网络中存在资源开销高、效率低以及ZigBee网络在小范围应用场合缺乏相应协议支持的问题,提出并设计了SS-Cluster(small-scale cluster)路由协议。基于树形ZigBee网络拓扑,结合"分簇设计思想",通过引入全新设计的两种簇类邻居表和路由缓冲表为SS-Cluster提供数据结构支持,设计了不同于其它路由协议的运行机制并详细阐述了实现算法。通过与两个典型路由协议LEACH和AODVjr在Omnet++平台上的仿真综合比较,比较结果验证了该协议的性能。 展开更多
关键词 ZIGBEE网络 ss-Cluster协议 分簇路由协议 AODVj r协议 OMNET++仿真
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一种新的失效概率函数高效求解方法
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作者 汪昊 李璐祎 +1 位作者 刘俊超 袁修开 《西北工业大学学报》 北大核心 2025年第5期869-877,共9页
失效概率函数的求解在基于可靠性的优化设计中具有重要意义。然而,如何高效且准确地求解失效概率函数依旧面临巨大的挑战。相对于传统的双层蒙特卡洛模拟(DMCS)方法,单层概率重分析(PRA)方法虽然能够解除求解失效概率函数的计算量对输... 失效概率函数的求解在基于可靠性的优化设计中具有重要意义。然而,如何高效且准确地求解失效概率函数依旧面临巨大的挑战。相对于传统的双层蒙特卡洛模拟(DMCS)方法,单层概率重分析(PRA)方法虽然能够解除求解失效概率函数的计算量对输入变量分布参数的依赖性,但对于小失效概率问题,计算代价依然难以被工程实际所接受。因此,为了进一步提高失效概率函数的求解效率,从抽样方法入手,将子集模拟重要抽样(SS-IS)与PRA方法相结合,提出了一种基于SS-IS的PRA(SS-IS-PRA)方法。该方法能够将最终的小失效概率函数求解转化为一系列较大条件失效概率函数的乘积,并借助于PRA的优越性采用一组输入-输出样本同时估计所有的条件失效概率函数。另外,考虑到不同分布参数下的设计点不同,还提出了一种新的基于混合重要抽样的重要抽样密度函数构造策略。通过2个算例验证了SS-IS-PRA方法的有效性和高效性。 展开更多
关键词 结构可靠性分析 失效概率函数 概率重分析 子集模拟 重要抽样
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基于子集模拟法的破冰船结构可靠性分析
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作者 陶楷文 刘斌 《中国舰船研究》 北大核心 2025年第4期143-151,共9页
[目的]船体结构总纵强度的小失效概率分析是一个复杂、高维和计算耗时长的问题,难以采用传统可靠性分析方法精确计算。为解决复杂结构可靠性分析中小失效概率难以精确计算的问题,建立一套求解结构小失效概率的精确计算流程。[方法]该流... [目的]船体结构总纵强度的小失效概率分析是一个复杂、高维和计算耗时长的问题,难以采用传统可靠性分析方法精确计算。为解决复杂结构可靠性分析中小失效概率难以精确计算的问题,建立一套求解结构小失效概率的精确计算流程。[方法]该流程通过采用子集模拟法以减少总体样本需求,为覆盖样本空间的全部情况,每个子集内样本通过马尔科夫链蒙特卡罗法(MCMC)抽样生成,结合随机有限元法对样本进行精确计算,得到精确样本响应值,以此提高失效概率的计算精度。同时,引入Kriging动态代理模型,显著减少子集内样本调用有限元计算次数。[结果]将该流程运用于一个破冰船船体结构可靠性分析,精确计算全寿期船体结构失效概率为9.58×10^(-6)。[结论]提出的基于子集模拟法的结构可靠性分析流程可以精确计算小失效概率。 展开更多
关键词 可靠性分析 子集模拟法 马尔科夫链蒙特卡罗法 代理模型 破冰船 小失效概率
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考虑不确定性的武器多体系统快速鲁棒性设计
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作者 马远卓 李晨旭 +3 位作者 汪有钰 张智勇 丁阿乃 李洪双 《中国机械工程》 北大核心 2025年第3期398-406,共9页
考虑不确定性参数的武器多体系统鲁棒性设计存在多体系统动力学建模、分析和鲁棒性设计优化求解效率较低的难题。为此,基于概率论数理统计方法进行武器多体系统不确定性建模和表征,包括随机参数快速识别和表征以及载荷随机过程的高效模... 考虑不确定性参数的武器多体系统鲁棒性设计存在多体系统动力学建模、分析和鲁棒性设计优化求解效率较低的难题。为此,基于概率论数理统计方法进行武器多体系统不确定性建模和表征,包括随机参数快速识别和表征以及载荷随机过程的高效模拟。以某舰载火炮为例,利用多体系统传递矩阵法进行炮口振动品质的快速求解,并与ADAMS仿真结果对比。基于PCE-Kriging(PCK)代理模型、多目标子集模拟优化方法和单循环鲁棒性求解策略,将原始双循环鲁棒性设计优化问题转化为单循环优化问题并进行高效求解。基于不确定性输入、某舰炮的多体系统传递矩阵法动力学模型及相应的PCK代理模型,分别采用双循环及单循环鲁棒性设计优化方法进行该舰炮模型的鲁棒性设计,对比优化结果验证了所提快速鲁棒性设计方法的性能。 展开更多
关键词 多体系统动力学 多体系统传递矩阵法 子集模拟优化 鲁棒性设计优化
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