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NEW METHOD FOR MEASURING RANDOM THRESHOLDS OF LONG FATIGUE CRACK PROPAGATION
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作者 赵永翔 杨冰 +2 位作者 梁红琴 邬平波 曾京 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2005年第6期761-766,共6页
A so-called 'local probabilistic Paris relation method' was presented for measuring the random thresholds of long fatigue crack propagation. A check was made to the conventional method, in which the thresholds... A so-called 'local probabilistic Paris relation method' was presented for measuring the random thresholds of long fatigue crack propagation. A check was made to the conventional method, in which the thresholds were measured statistically and directly by the test data. It was revealed that this method was not reasonable because the test data have seldom a unified level of crack growth rates. Differently,in the presented method the Paris-Erdogan equation was applied to model the local test data around the thresholds. Local probabilistic relations with both the survival probability and the confidence were established on a lognormal distribution of the stress density factors. And then, the probabilistic thresholds were derived from the probabilistic factors with a given critical level of growth rate. An analysis on the test data of LZ50 axle steel for the Chinese railway vehicles verifies that the present method is feasible and available. 展开更多
关键词 long fatigue crack random threshold local probabilistic Paris relation LZ50 steel
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Remaining useful life estimation based on Wiener degradation processes with random failure threshold 被引量:18
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作者 TANG Sheng-jin YU Chuan-qiang +3 位作者 FENG Yong-bao XIE Jian GAO Qin-he SI Xiao-sheng 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第9期2230-2241,共12页
Remaining useful life(RUL) estimation based on condition monitoring data is central to condition based maintenance(CBM). In the current methods about the Wiener process based RUL estimation, the randomness of the fail... Remaining useful life(RUL) estimation based on condition monitoring data is central to condition based maintenance(CBM). In the current methods about the Wiener process based RUL estimation, the randomness of the failure threshold has not been studied thoroughly. In this work, by using the truncated normal distribution to model random failure threshold(RFT), an analytical and closed-form RUL distribution based on the current observed data was derived considering the posterior distribution of the drift parameter. Then, the Bayesian method was used to update the prior estimation of failure threshold. To solve the uncertainty of the censored in situ data of failure threshold, the expectation maximization(EM) algorithm is used to calculate the posteriori estimation of failure threshold. Numerical examples show that considering the randomness of the failure threshold and updating the prior information of RFT could improve the accuracy of real time RUL estimation. 展开更多
关键词 condition based maintenance remaining useful life wiener process random failure threshold BAYESIAN EM algorithm
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Remaining useful life prediction of aero-engines based on random-coefficient regression model considering random failure threshold 被引量:2
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作者 WANG Fengfei TANG Shengjin +3 位作者 LI Liang SUN Xiaoyan YU Chuanqiang SI Xiaosheng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第2期530-542,共13页
Remaining useful life(RUL)prediction is one of the most crucial components in prognostics and health management(PHM)of aero-engines.This paper proposes an RUL prediction method of aero-engines considering the randomne... Remaining useful life(RUL)prediction is one of the most crucial components in prognostics and health management(PHM)of aero-engines.This paper proposes an RUL prediction method of aero-engines considering the randomness of failure threshold.Firstly,a random-coefficient regression(RCR)model is used to model the degradation process of aeroengines.Then,the RUL distribution based on fixed failure threshold is derived.The prior parameters of the degradation model are calculated by a two-step maximum likelihood estimation(MLE)method and the random coefficient is updated in real time under the Bayesian framework.The failure threshold in this paper is defined by the actual degradation process of aeroengines.After that,a expectation maximization(EM)algorithm is proposed to estimate the underlying failure threshold of aeroengines.In addition,the conditional probability is used to satisfy the limitation of failure threshold.Then,based on above results,an analytical expression of RUL distribution of aero-engines based on the RCR model considering random failure threshold(RFT)is derived in a closed-form.Finally,a case study of turbofan engine is used to demonstrate the effectiveness and superiority of the RUL prediction method and the parameters estimation method of failure threshold proposed. 展开更多
关键词 AERO-ENGINE remaining useful life(RUL) random failure threshold(RFT) random-coefficient regression(RCR) parameters estimation
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Error Threshold of Fully Random Eigen Model 被引量:1
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作者 李多芳 曹天光 +3 位作者 耿金鹏 乔丽华 顾建中 展永 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第1期170-173,共4页
Species evolution is essentially a random process of interaction between biological populations and their environ- ments. As a result, some physical parameters in evolution models are subject to statistical fluctuatio... Species evolution is essentially a random process of interaction between biological populations and their environ- ments. As a result, some physical parameters in evolution models are subject to statistical fluctuations. In this work, two important parameters in the Eigen model, the fitness and mutation rate, are treated as Gaassian dis- tributed random variables simultaneously to examine the property of the error threshold. Numerical simulation results show that the error threshold in the fully random model appears as a crossover region instead of a phase transition point, and &s the fluctuation strength increases the crossover region becomes smoother and smoother. Furthermore, it is shown that the randomization of the mutation rate plays a dominant role in changing the error threshold in the fully random model, which is consistent with the existing experimental data. The implication of the threshold change due to the randomization for antiviral strategies is discussed. 展开更多
关键词 Error threshold of Fully random Eigen Model
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Efficient Global Threshold Vector Outlyingness Ratio Filter for the Removal of Random Valued Impulse Noise
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作者 J. Amudha R. Sudhakar 《Circuits and Systems》 2016年第6期692-700,共9页
This research paper proposes a filter to remove Random Valued Impulse Noise (RVIN) based on Global Threshold Vector Outlyingness Ratio (GTVOR) that is applicable for real time image processing. This filter works with ... This research paper proposes a filter to remove Random Valued Impulse Noise (RVIN) based on Global Threshold Vector Outlyingness Ratio (GTVOR) that is applicable for real time image processing. This filter works with the algorithm that breaks the images into various decomposition levels using Discrete Wavelet Transform (DWT) and searches for the noisy pixels using the outlyingness of the pixel. This algorithm has the capability of differentiating high frequency pixels and the “noisy pixel” using the threshold as well as window adjustments. The damage and the loss of information are prevented by means of interior mining. This global threshold based algorithm uses different thresholds for different quadrants of DWT and thus helps in recovery of noisy image even if it is 90% affected. Experimental results exhibit that this method outperforms other existing methods for accurate noise detection and removal, at the same time chain of connectivity is not lost. 展开更多
关键词 Image Restoration Noise Detection Noise Removal random Valued Impulse Noise Global threshold Vector Outlyingness Ratio
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鄂东北大别山区生态环境质量时空演变及归因分析
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作者 潘玉莲 陈大安 +2 位作者 秦苗 陈烨 张斌 《环境科学》 北大核心 2026年第2期916-929,共14页
揭示鄂东北大别山区生态环境质量(EEQ)时空演变规律及其驱动机制,是长江中游生态屏障建设的重要科学依据.研究集成多源遥感、气象及社会经济数据,构建“格局-驱动-阈值”三位一体分析框架,通过融合Theil-Sen Median趋势分析、MannKendal... 揭示鄂东北大别山区生态环境质量(EEQ)时空演变规律及其驱动机制,是长江中游生态屏障建设的重要科学依据.研究集成多源遥感、气象及社会经济数据,构建“格局-驱动-阈值”三位一体分析框架,通过融合Theil-Sen Median趋势分析、MannKendall检验与Hurst指数预测,系统解析2001~2021年EEQ时空分异特征.时空耦合分析表明:①2001~2021年间,研究区多年EEQ均值经历了从0.470上升至峰值0.514后又回落至0.497的波动变化,但整体呈现改善趋势,好转区域面积占比51.95%.②EEQ等级空间分异显著,良好和优秀一级主要分布在西北部、东北部和西南部地区,生态环境质量“较差”级别主要分布在中部和南部沿江平原地区.③研究区生态环境质量驱动因素探究的最佳空间尺度为7.5 km,EEQ在不同年份对不同因素的响应程度存在差异.2001~2021年间,土地利用强度、植被覆盖度、降水量、海拔、温度和建设用地面积占比是研究区EEQ空间分异的主导驱动因素,且土地利用强度的胁迫作用逐年增强,人口密度和人均GDP对EEQ影响较小.EEQ对土地利用强度、温度和建设用地面积占比呈负向非线性响应,与植被覆盖度、海拔和降水量之间呈正向非线性关系.④结合Sen趋势和Hurst指数得到未来区域EEQ改善区域面积占比为39.72%,恶化区域面积占比30.75%.研究成果可为动态优化生态保护红线、实施建设用地强度管控及构建气候适应性管理策略提供定量化决策支持,并为同类型山地生态系统可持续治理提供范式参考. 展开更多
关键词 遥感生态指数(RSEI) 生态环境质量(EEQ) 时空分异 随机森林(RF) 响应阈值
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基于WV-EWMA与具有随机失效阈值Wiener过程的滚动轴承剩余寿命预测
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作者 李军星 樊俊彪 樊嘉辉 《机械强度》 北大核心 2026年第2期31-39,共9页
【目的】针对轴承性能演化过程中平稳和退化2个阶段的特点,实现对滚动轴承剩余寿命的预测。【方法】首先,考虑到平稳阶段性能参数的随机分布有时是未知的这一情况,提出基于赋权方差-指数加权移动平均(Weighted Variance-Exponentially W... 【目的】针对轴承性能演化过程中平稳和退化2个阶段的特点,实现对滚动轴承剩余寿命的预测。【方法】首先,考虑到平稳阶段性能参数的随机分布有时是未知的这一情况,提出基于赋权方差-指数加权移动平均(Weighted Variance-Exponentially Weighted Moving Average,WV-EWMA)控制图的轴承健康状态监测与变点识别方法,以识别出初始退化时刻;其次,对于退化阶段,建立基于Wiener过程的退化表征模型,并考虑到轴承的个体差异性,假设失效阈值为随机变量,推导出轴承剩余寿命分布模型;再次,利用极大似然估计法和贝叶斯理论在线预测了滚动轴承的剩余寿命;最后,利用16004型滚动轴承试验进行了工程验证。【结果】结果表明,与传统方法相比,建立的方法对滚动轴承剩余寿命预测的精度至少提高了55.98%。 展开更多
关键词 滚动轴承 剩余寿命预测 WV-EWMA控制图 随机失效阈值 WIENER过程
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基于改进Random Walk算法的磁共振图像脑组织分割 被引量:1
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作者 吴德煌 刘伟 +3 位作者 赖凯 范亚 李传富 冯焕清 《数据采集与处理》 CSCD 北大核心 2011年第2期194-199,共6页
在Random Walk算法中,边的权重对算法分割性能有着重要的影响,针对原算法在计算权重时仅使用相邻像素灰度值变化信息的局限性,通过引入图像局部熵,使得权重函数同时反映相邻像素灰度变化信息和图像局部灰度离散度信息,增强算法对目标内... 在Random Walk算法中,边的权重对算法分割性能有着重要的影响,针对原算法在计算权重时仅使用相邻像素灰度值变化信息的局限性,通过引入图像局部熵,使得权重函数同时反映相邻像素灰度变化信息和图像局部灰度离散度信息,增强算法对目标内容和边界的识别能力。同时通过Fisher评价函数构造最佳分类阈值的选取法则,增强了算法的判别能力。实验表明改进后的算法对目标内容和边界的识别能力有较大提高,且对噪声具有更好的鲁棒性。 展开更多
关键词 图像分割 random Walk算法 局部熵 最佳阈值选取
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基于Random-Walk算法的DR图像分割方法 被引量:1
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作者 丰国栋 徐雪 周荷琴 《北京生物医学工程》 2009年第5期449-453,共5页
本文算法对原图像进行快速Mallat小波分解得到骨干图后,利用其高频子带梯度信息优化边的权重,并在概率阈值的准则下对争议区域做进一步划分,最后把最大到达概率所在类的标签赋予未标定顶点,并扩展到原图像,得到分割边界。用微软GrabCut... 本文算法对原图像进行快速Mallat小波分解得到骨干图后,利用其高频子带梯度信息优化边的权重,并在概率阈值的准则下对争议区域做进一步划分,最后把最大到达概率所在类的标签赋予未标定顶点,并扩展到原图像,得到分割边界。用微软GrabCut分割数据库图像和实际DR图像对该算法进行了验证,该算法能快速而有效地分割出特定的图像,适用于DR图像的分割,为进行组织增强和进一步提高DR图像质量打下基础。 展开更多
关键词 DR 图像分割 random—Walk算法 骨干图 概率阈值准则
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THRESHOLD VALUE FOR DIAGNOSIS OF CHAOTIC NATURE OF THE DATA OBTAINED IN NONLINEAR DYNAMIC ANALYSIS 被引量:1
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作者 马军海 陈予恕 刘曾荣 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1998年第6期513-520,共8页
In this paper surrogate data method of phase-randomized is proposed to identify the random or chaotic nature of the data obtained in dynamic analysis: The calculating results validate the phase-randomized method to be... In this paper surrogate data method of phase-randomized is proposed to identify the random or chaotic nature of the data obtained in dynamic analysis: The calculating results validate the phase-randomized method to be useful as it can increase the extent of accuracy of the results. And the calculating results show that threshold values of the random timeseries and nonlinear chaotic timeseries have marked difference. 展开更多
关键词 chaotic timeseries surrogate-data threshold value random timeseries
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Reliability Analysis for the Competing Failure with Probabilistic Failure Threshold Value and Its Application to the k-out-of-n Systems 被引量:4
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作者 袁容 李海庆 +1 位作者 何俐萍 高会英 《Journal of Shanghai Jiaotong university(Science)》 EI 2015年第4期500-507,共8页
A method for reliability analysis of the competing failure with the probabilistic failure threshold value not the fixed threshold value is presented, which involves the random shocks and the degradation is independent... A method for reliability analysis of the competing failure with the probabilistic failure threshold value not the fixed threshold value is presented, which involves the random shocks and the degradation is independent and dependent respectively. Specifically, for the dependent condition, the effect due to the random shocks on the degradation is considered with a damage factor. In addition, the dependent competing failure model is applied to the reliability analysis of the k-out-of-n systems. Finally, two studied cases are presented to illustrate the proposed method, and the results show the proposed method is reasonable. 展开更多
关键词 competing failure random shocks DEGRADATION probabilistic failure threshold k-out-of-n systems
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Random lasing from dye-doped negative liquid crystals using ZnO nanoparticles as tunable scatters
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作者 李龙武 尚真真 邓罗根 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第9期37-41,共5页
This work demonstrates the realization of a lasing in scattering media,which contains dispersive solution of Zn O nanoparticles(NPs) and laser dye 4-dicyanomethylene-2-methyle-6-(p-dimethylaminostyryl)-4H-pyran(... This work demonstrates the realization of a lasing in scattering media,which contains dispersive solution of Zn O nanoparticles(NPs) and laser dye 4-dicyanomethylene-2-methyle-6-(p-dimethylaminostyryl)-4H-pyran(DCM) in negative liquid crystals(LCs) that was injected into a cell.The lasing intensity of the dye-doped negative LC laser can be tuned from low to high if the NPs concentration is increased.The tunability of the laser is attributable to the clusters-sensitive feature in effective refractive index of the negative LCs.Such a tunable negative liquid crystal laser can be used in the fabrication of new optical sources,optical communication,and liquid crystal laser displays. 展开更多
关键词 random laser negative liquid crystal laser threshold ZnO nanoparticles
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An Efficient Threshold Key-Insulated Signature Scheme
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作者 陈剑洪 龙宇 +2 位作者 陈克非 王永涛 李祥学 《Journal of Shanghai Jiaotong university(Science)》 EI 2011年第6期658-662,共5页
To tackle the key-exposure problem in signature settings,this paper introduces a new cryptographic primitive named threshold key-insulated signature(TKIS) and proposes a concrete TKIS scheme.For a TKIS system,at least... To tackle the key-exposure problem in signature settings,this paper introduces a new cryptographic primitive named threshold key-insulated signature(TKIS) and proposes a concrete TKIS scheme.For a TKIS system,at least k out of n helpers are needed to update a user's temporary private key.On the one hand,even if up to k 1 helpers are compromised in addition to the exposure of any of temporary private keys,security of the non-exposed periods is still assured.On the other hand,even if all the n helpers are compromised,we can still ensure the security of all periods as long as none of temporary private keys is exposed.Compared with traditional key-insulated signature(KIS) schemes,the proposed TKIS scheme not only greatly enhances the security of the system,but also provides flexibility and efficiency. 展开更多
关键词 threshold key-insulation SIGNATURE random oracle model
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一种新的气候容量定量评价方法
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作者 唐力生 张柳红 王华 《热带气象学报》 北大核心 2025年第3期297-309,共13页
为科学认识和评价气候容量,提出了一种新的气候容量定量评价方法,能够克服内梅罗指数法和偏离平均值法在气候容量评价中指标极大值贡献过大、等权重、偏离量极限值无定义等缺点,又能实现不同地区气候容量的统一评价。该方法利用正态分布... 为科学认识和评价气候容量,提出了一种新的气候容量定量评价方法,能够克服内梅罗指数法和偏离平均值法在气候容量评价中指标极大值贡献过大、等权重、偏离量极限值无定义等缺点,又能实现不同地区气候容量的统一评价。该方法利用正态分布的3σ准则确定气候指标临界值,定义了气候指标偏离量,构建气候指标偏离量标准化模型;采用熵权法确定气候容量指标权重,进而构建气候容量模型;对服从正态分布的气候容量,采用距离期望一个标准差分位法将其划分为差、一般、优3个等级进行评价。经验证,该方法具有计算量少、使用简单、便于理解、结果符合实际等优点,可为气候承载力评价提供新的思路和参考。 展开更多
关键词 气候指标 天然容量 气候容量 临界值 随机变量 正态分布
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电针治疗突发性耳聋疗效Meta分析 被引量:1
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作者 刘文静 姜瑾雯 +1 位作者 王海韵 王顺兰 《新中医》 2025年第1期104-109,共6页
目的:通过循证医学方法系统评价电针治疗突发性耳聋的临床疗效。方法:系统检索中国知网、万方、维普、Pubmed、Embase、Web of Science、Cochrane Library数据库中自建库至2024年10月7日以来电针治疗突发性耳聋的随机对照试验,由2名研... 目的:通过循证医学方法系统评价电针治疗突发性耳聋的临床疗效。方法:系统检索中国知网、万方、维普、Pubmed、Embase、Web of Science、Cochrane Library数据库中自建库至2024年10月7日以来电针治疗突发性耳聋的随机对照试验,由2名研究者参考Cochrane协作网提供的偏倚风险评估工具,采用RevMan 5.3软件进行Meta分析。结果:共纳入8篇文献,样本量为638例,试验组321例,对照组317例。Meta分析结果显示,试验组电针治疗突发性耳聋的总有效率(RR=1.23,95%CI[1.07,1.41],P=0.003)、治愈率(RR=1.73,95%CI[1.28,2.34],P=0.0004)、眩晕总有效率(RR=1.25,95%CI[0.99,1.57],P=0.06)均高于对照组;试验组平均听阈值低于对照组(MD=-6.29,95%CI[-9.01,-3.56],P<0.00001),差异均有统计学意义(P<0.05)。结论:电针治疗突发性耳聋可以提高突发性耳聋总有效率、治愈率、眩晕总有效率,改善平均听阈值。 展开更多
关键词 突发性耳聋 电针 随机对照试验 听阈值 Meta分析
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考虑随机变阈值的车轮相依竞争失效可靠性建模
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作者 齐金平 冯洪 +3 位作者 刘晓宇 刘一鸣 付录生 燕大强 《机械强度》 北大核心 2025年第11期150-158,共9页
由于车轮在正常运行中受磨损、冲击等多种因素的耦合作用会产生退化现象,而当前研究则是多考虑单一因素影响,并认为车轮失效的阈值为定值,因而无法准确反映车轮退化规律,为此提出一种考虑变阈值的相依竞争失效模型,分别采用非平稳Gamma... 由于车轮在正常运行中受磨损、冲击等多种因素的耦合作用会产生退化现象,而当前研究则是多考虑单一因素影响,并认为车轮失效的阈值为定值,因而无法准确反映车轮退化规律,为此提出一种考虑变阈值的相依竞争失效模型,分别采用非平稳Gamma过程和极端冲击描述车轮的自然退化和冲击过程,认为冲击导致的自然退化增量与冲击幅值具有相依性;令冲击失效阈值服从正态分布,表征自然退化对冲击失效阈值的随机性影响。基于某型动车组的车轮轮缘实测磨耗数据进行实例计算,并通过蒙特卡洛仿真方法进行对比研究,验证了所提建模方法的可行性和有效性,为车轮维修周期优化提供科学参考。 展开更多
关键词 动车组车轮 相依竞争失效 随机变失效阈值 可靠性分析 极端冲击 非平稳Gamma过程
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斜拉索疲劳动力可靠性及随机跨阈解析研究综述
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作者 张振浩 袁方 毛艺程 《工程建设》 2025年第12期1-10,共10页
大跨度斜拉桥斜拉索因长期承受随机动力荷载与不利环境的耦合作用,易发生疲劳损伤失效。斜拉索疲劳可靠性分析能够为优化斜拉索的可靠性设计与服役期运营维护提供科学依据。结合近年来的研究进展,系统梳理了随机跨阈解析、疲劳累积损伤... 大跨度斜拉桥斜拉索因长期承受随机动力荷载与不利环境的耦合作用,易发生疲劳损伤失效。斜拉索疲劳可靠性分析能够为优化斜拉索的可靠性设计与服役期运营维护提供科学依据。结合近年来的研究进展,系统梳理了随机跨阈解析、疲劳累积损伤与斜拉索可靠性评估研究现状,融合随机过程跨阈解析理论,构建斜拉索疲劳可靠性评估新视角。本文结果可为建立更精确的斜拉索疲劳可靠性评估体系提供理论参考与技术路径。 展开更多
关键词 斜拉索 疲劳损伤 随机过程 跨阈概率解析 可靠性评估
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基于误差引导阈值调整机制的点云配准方法
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作者 刘国良 阮怡鑫 +4 位作者 郑永帅 张二虎 黄准 杨朝栋 袁野 《航空制造技术》 北大核心 2025年第21期14-22,共9页
针对传统迭代最近点(Iterative closest point,ICP)算法容易在低重叠场景和噪声干扰下失效的问题,本文提出了一种基于误差引导阈值调整机制的改进ICP点云配准方法,旨在提升点云配准的精度与鲁棒性。在粗配准阶段,结合快速点特征直方图... 针对传统迭代最近点(Iterative closest point,ICP)算法容易在低重叠场景和噪声干扰下失效的问题,本文提出了一种基于误差引导阈值调整机制的改进ICP点云配准方法,旨在提升点云配准的精度与鲁棒性。在粗配准阶段,结合快速点特征直方图与随机采样一致性算法,通过随机采样并引入三角形相似性约束,选择特征显著的对应点对,初步估计点云间的位姿变换。在精配准阶段,提出的误差引导阈值调节机制根据每次迭代中的匹配误差动态调整距离阈值,确保源点云中每一个点仅与目标点云中阈值范围内的最近点进行匹配,有效剔除无效对应关系。该方法在多个公开点云数据集上进行了验证,包括复杂几何结构模型及大规模场景,试验结果表明本文提出的方法显著提高了点云配准精度,即使在低重叠率和具有噪声的场景中仍然表现良好。 展开更多
关键词 点云配准 迭代最近点算法 三角形相似性约束 随机采样一致性算法 误差引导阈值调节
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考虑失效阈值随机性的交流接触器预测性维修决策方法 被引量:1
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作者 刘旋 项石虎 李奎 《仪器仪表学报》 北大核心 2025年第3期250-260,共11页
交流接触器广泛用于控制系统,高效的维修策略是保障系统安全可靠运行的前提。由于交流接触器的三相触头不可避免地存在差异性,各相触头的失效阈值具有随机性,而现有维修决策方法没有考虑失效阈值随机性问题,不适用于交流接触器。为解决... 交流接触器广泛用于控制系统,高效的维修策略是保障系统安全可靠运行的前提。由于交流接触器的三相触头不可避免地存在差异性,各相触头的失效阈值具有随机性,而现有维修决策方法没有考虑失效阈值随机性问题,不适用于交流接触器。为解决该问题,用累积燃弧焦耳积分表征交流接触器各相触头的性能状态,建立了综合考虑三相触头的失效阈值随机性、竞争失效和退化相关性特点的性能退化模型;提出了一种基于极大似然估计和条件概率公式的退化模型参数估计、三相触头失效阈值分布和剩余寿命分布的更新方法;提出了一种考虑交流接触器失效阈值随机性和维修策略更新的预测性维修策略,该预测性维修策略以最小化期望费用率为优化目标,在每个预测性维修策略更新时刻适应性地优化交流接触器三相触头的预防性更换阈值。最后,通过案例分析验证了所提维修策略的有效性,结果表明在预测性维修策略下,交流接触器的期望费用率可以近似划分为波动阶段、平稳阶段和上升阶段,并且与现有维修策略相比实际费用率降低了约10%,表明该策略能够对交流接触器更加高效地利用,经济效果更好。 展开更多
关键词 交流接触器 失效阈值随机性 竞争失效 策略更新 预测性维修策略
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基于PPCs-VT特征选择的轴承故障诊断方法研究 被引量:1
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作者 张潇荷 文振华 +1 位作者 刘继伦 张家兴 《郑州航空工业管理学院学报》 2025年第3期88-96,共9页
特征参数是反映轴承健康状态的关键指标,也是进行精准故障诊断的基础。提出了一种融合皮尔逊相关系数(Pearson correlation coefficient,PPCs)与方差阈值(Variance Threshold,VT)的特征选择算法,能够剔除冗余特征并精准评估特征间的差... 特征参数是反映轴承健康状态的关键指标,也是进行精准故障诊断的基础。提出了一种融合皮尔逊相关系数(Pearson correlation coefficient,PPCs)与方差阈值(Variance Threshold,VT)的特征选择算法,能够剔除冗余特征并精准评估特征间的差异性。首先通过计算特征间的相关系数的绝对值之和以及每个特征的方差并进行降序排列,根据两个序列的分配权重来对各个特征计算综合得分,筛选出既无冗余又具有显著区分能力的特征,然后结合随机森林(Random Forest,RF)等常用的模式识别方法进行故障诊断识别。最后通过动力传动系统轴承故障台架所获取的实验数据以及凯斯西储大学轴承数据集对所用方法进行验证,并和单一特征选择方法进行了对比;结果表明所用方法在特征选择能力上表现出更强的优势,显著提升了故障诊断的效率。 展开更多
关键词 皮尔逊相关系数 方差阈值 随机森林 轴承故障诊断
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