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Casing life prediction using Borda and support vector machine methods 被引量:4
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作者 Xu Zhiqian Yan Xiangzhen Yang Xiujuan 《Petroleum Science》 SCIE CAS CSCD 2010年第3期416-421,共6页
Eight casing failure modes and 32 risk factors in oil and gas wells are given in this paper. According to the quantitative analysis of the influence degree and occurrence probability of risk factors, the Borda counts ... Eight casing failure modes and 32 risk factors in oil and gas wells are given in this paper. According to the quantitative analysis of the influence degree and occurrence probability of risk factors, the Borda counts for failure modes are obtained with the Borda method. The risk indexes of failure modes are derived from the Borda matrix. Based on the support vector machine (SVM), a casing life prediction model is established. In the prediction model, eight risk indexes are defined as input vectors and casing life is defined as the output vector. The ideal model parameters are determined with the training set from 19 wells with casing failure. The casing life prediction software is developed with the SVM model as a predictor. The residual life of 60 wells with casing failure is predicted with the software, and then compared with the actual casing life. The comparison results show that the casing life prediction software with the SVM model has high accuracy. 展开更多
关键词 Support vector machine method Borda method life prediction model failure modes RISKFACTORS
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Storage life prediction under pre-strained thermally-accelerated aging of HTPB coating using the change of crosslinking density 被引量:2
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作者 Yong-qiang Du Jian Zheng Gui-bo Yu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第4期1387-1394,共8页
In order to predict the storage life of a certain type of HTPB(hydroyl-terminated polybutadiene)coating at 25℃ and analyze the influence of pre-strain on the storage life,the accelerated aging tests of HTPB coating a... In order to predict the storage life of a certain type of HTPB(hydroyl-terminated polybutadiene)coating at 25℃ and analyze the influence of pre-strain on the storage life,the accelerated aging tests of HTPB coating at 40℃,50℃,60℃,70℃ with the pre-strain of 0%,3%,6%,9%,respectively were carried out.The variation regularity of the change of crosslinking density was analyzed and the aging model of HTPB coating under pre-strained thermally-accelerated aging was proposed.The storage life of HTPB coating at 25℃ was estimated by using the Berthelot equation as the end point of the aging life with a 30% decrease in maximum elongation.The results showed that the change of crosslinking density of HTPB coating increased with the increase of aging temperature and aging time,and decreased with the increase of pre-strain.Under 0% prestrain,the relationship between the change of crosslinking density of HTPB coating and the aging time can be described by the logarithmic model with the confidence probability greater than 99%.The stress relaxation phenomenon existed under 3%,6%and 9%pre-strained aging.The aging model considering chemical aging and pre-strain was established with the confidence probability greater than 90%.The storage life of HTPB coating was 15.2935 years at 25C under 0% prestrain,which was reduced by 13.9007%,75.6949% and 89.7859% under 3%,6% and 9% pre-strain,respectively.The existence of pre-strain has a serious impact on the storage life of HTPB coating,therefore,the pre-strain should be avoided as much as possible during the actual storage. 展开更多
关键词 HTPB coating Crosslinking density Aging model Storage life prediction Berthelot
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Vibration Fatigue Probabilistic Life Prediction Model and Method for Blade 被引量:1
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作者 Lou Guokang Wen Weidong +1 位作者 Wu Fuxian Zhang Hongjian 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2018年第3期494-506,共13页
Vibration fatigue is one of the main failure modes of blade.The vibration fatigue life of blade is scattered caused by manufacture error,material property dispersion and external excitation randomness.A new vibration ... Vibration fatigue is one of the main failure modes of blade.The vibration fatigue life of blade is scattered caused by manufacture error,material property dispersion and external excitation randomness.A new vibration fatigue probabilistic life prediction model(VFPLPM)and a prediction method are proposed in this paper.Firstly,as one-dimensional volumetric method(ODVM)only considers the principle calculation direction,a three-dimensional space vector volumetric method(TSVVM)is proposed to improve fatigue life prediction accuracy for actual threedimensional engineering structure.Secondly,based on the two volumetric methods(ODVM and TSVVM),the material C-P-S-N fatigue curve model(CFCM)and the maximum entropy quantile function model(MEQFM),VFPLPM is established to predict the vibration fatigue probabilistic life of blade.The VFPLPM is combined with maximum stress method(MSM),ODVM and TSVVM to estimate vibration fatigue probabilistic life of blade simulator by finite element simulation,and is verified by vibration fatigue test.The results show that all of the three methods can predict the vibration fatigue probabilistic life of blade simulator well.VFPLPM &TSVVM method has the highest computational accuracy for considering stress gradient effect not only in the principle calculation direction but also in other space vector directions. 展开更多
关键词 vibration fatigue probabilistic life prediction C-P-S-N fatigue curve volumetric method maximum entropy quantile function
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High cycle fatigue life prediction method for tail gearbox casing of a helicopter transmission system
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作者 刘星 chen ya-nong +1 位作者 ning xiang-rong xie jun-ling 《Journal of Chongqing University》 CAS 2017年第2期72-78,共7页
A method and procedure of high cycle fatigue life prediction for helicopter transmission system tail gearbox casing is presented, including fatigue test load, three parameters S-N curve, reduction factor and cumulativ... A method and procedure of high cycle fatigue life prediction for helicopter transmission system tail gearbox casing is presented, including fatigue test load, three parameters S-N curve, reduction factor and cumulative damage law. According to the fatigue test results, the design load spectrum and the three parameters S-N curve, a fatigue life prediction of the tail gearbox casing of a helicopter is performed as an example. 展开更多
关键词 tail gearbox casing high cycle fatigue life prediction fatigue test
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Mold Wear During Die Forging Based on Variance Analysis and Prediction of Die Life 被引量:4
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作者 CAI Ligang LIU Haidong +2 位作者 PAN Junjie CHENG Qiang CHU Hongyan 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2020年第6期872-883,共12页
A process parameter optimization method for mold wear during die forging process is proposed and a mold life prediction method based on polynomial fitting is presented,by combining the variance analysis method in the ... A process parameter optimization method for mold wear during die forging process is proposed and a mold life prediction method based on polynomial fitting is presented,by combining the variance analysis method in the orthogonal test with the finite element simulation test in the forging process.The process parameters with the greatest influence on the mold wear during the die forging process and the optimal solution of the process parameters to minimize the wear depth of the mold are derived.The hot die forging process is taken as an example,and a mold wear correction model for hot forging processes is derived based on the Archard wear model.Finite element simulation analysis of die wear process in hot die forging based on deform software is performed to study the relationship between the wear depth of the mold working surface and the die forging process parameters during hot forging process.The optimized process parameters suitable for hot forging are derived by orthogonal experimental design and analysis of variance.The average wear amount of the mold during the die forging process is derived by calculating the wear depth of a plurality of key nodes on the mold surface.Mold life for the entire production process is predicted based on average mold wear depth and polynomial fitting. 展开更多
关键词 die forging process DEFORM analysis of variance mold wear die life prediction
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Investigating fatigue behavior of gear components with the acoustic emission technique 被引量:1
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作者 石鹏飞 黄杰 《Journal of Beijing Institute of Technology》 EI CAS 2014年第2期190-195,共6页
A novel method is presented to evaluate the complicated fatigue behavior of gears made of20Cr2Ni4 A.Fatigue tests are conducted in a high-frequency push-pull fatigue tester,and acoustic emission(AE)technique is used... A novel method is presented to evaluate the complicated fatigue behavior of gears made of20Cr2Ni4 A.Fatigue tests are conducted in a high-frequency push-pull fatigue tester,and acoustic emission(AE)technique is used to acquire metal fatigue signals.After analyzing large number of AE frequency spectrum,we find that:the crack extension can be expressed as the energy of specific frequency band,which is abbreviated as F-energy.To further validate the fatigue behavior,some correlation analysis is applied between F-energy and some AE parameters.Experimental results show that there is significant correlation among the Fenergy,root mean square(RMS),relative energy,and hits.The findings can be used to validate the effectiveness of the F-energy in predicting fatigue crack propagation and remaining life for parts in-service.F-energy,as a new AE parameter,is first put forward in the area of fatigue crack growth. 展开更多
关键词 acoustic emission fatigue crack growth multiple cracks life prediction damage accumulation
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Experimental Investigation on Contribution of CFRP Attachment to Durability of Reinforced Concrete Structure Subjected to Chloride Attack
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作者 陈凤山 赵国藩 潘德强 《Journal of Southwest Jiaotong University(English Edition)》 2006年第1期73-78,共6页
The function of externally-bonded carbon fiber reinforced polymer (CFRP) in preventing chloride from entering into concrete is verified by experiment. The results show that externally-bonded CFRP can be considered a... The function of externally-bonded carbon fiber reinforced polymer (CFRP) in preventing chloride from entering into concrete is verified by experiment. The results show that externally-bonded CFRP can be considered as a part of corrosion prevention system of strengthened concrete structures subjected to chloride ingress, and the contribution of CFRP should be considered in evaluation of durability of reinforced concrete structures with externally-bonded CFRP. With the effective shielding function of CFRP considered, an equation for residual lifetime prediction of concrete structures with externally-bonded CFRP is derived from Fick's dispersion law. CFRP has two functions for coastal concrete structures, including strengthening and increasing durability as part of corrosion prevention system. 展开更多
关键词 Carbon fiber reinforced polymer Chloride ion System of corrosion prevention evaluation Durability service life prediction
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An Experimental Study on Bogie Frame of a High Speed Electrical Locomotive
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作者 Zhang Limin(张立民) 《Journal of Southwest Jiaotong University(English Edition)》 2002年第2期167-174,共8页
For the dynamics of wheel/rail and car body, lightweighting of bogie frames is one of main concerns of designers. Lightweighting of the bogie frames may reduce the fatigue strength and life, especially in heavy haul a... For the dynamics of wheel/rail and car body, lightweighting of bogie frames is one of main concerns of designers. Lightweighting of the bogie frames may reduce the fatigue strength and life, especially in heavy haul and high-speed conditions. In this work, full-scale fatigue and fracture experiments are performed to meet the design requirements of bogie frame of a high-speed electrical locomotive. Multi-axial stress-states of some dangerous points are found both in service and numerical calculation. The Von-Mises equivalent stress criterion is used to evaluate the strength. Then crack initiation and propagation detected during the test are described. The reason why the crack growth rate may become slow in the weld structure of the bogie frame is explained using a residual stress concept. Miner's accumulative damage rule and P-S-N curve are used to predict the life of the bogie frame under fatigue and fracture tests. The experimental approach and theoretical analysis give satisfactory results and design information. 展开更多
关键词 structural fatigue bogie frame life prediction.
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