首页 > 最新文献

2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)最新文献

英文 中文
Estimation of Corrosion Fatigue-Safe Life of 7B06-T6 and 30CrMnSiA JointSpecimens 7B06-T6和30CrMnSiA接头试样腐蚀疲劳安全寿命估算
Yu-qin Zhu, Yan Su, Kun Zhou, Chengzhang Wang, Yuan Chen, J. Teng
The 7B04-T6 and 30CrMnSiA joints were pretensioned and exposed to hot and humid marine climate for corrosion test. They were taken back after different cycles of test and fatigue-loaded. Then the fatigue life values of six cycles were studied. The fatigue-safe life of the joints was estimated by using the one-sided tolerance factor method. The results show that the fatigue life of the joint specimen is greatly reduced by the interaction of the corrosive environment and fatigue load. Taking the confidence and reliability into consideration, the one-sided tolerance factor method makes it is possible to obtain an accurate estimated value of fatigue-safe life and thus plays a guiding role in the use of engineering application materials.
对7B04-T6和30CrMnSiA接头进行预张拉,并暴露在湿热的海洋气候中进行腐蚀试验。在不同的测试周期和疲劳加载后,它们被收回。然后研究了6次循环的疲劳寿命值。采用单侧公差系数法估算了接头的疲劳安全寿命。结果表明,腐蚀环境和疲劳载荷的共同作用大大降低了接头试样的疲劳寿命。单侧公差系数法兼顾了置信度和可靠性,可以获得准确的疲劳安全寿命估计值,对工程应用材料的使用具有指导作用。
{"title":"Estimation of Corrosion Fatigue-Safe Life of 7B06-T6 and 30CrMnSiA JointSpecimens","authors":"Yu-qin Zhu, Yan Su, Kun Zhou, Chengzhang Wang, Yuan Chen, J. Teng","doi":"10.1109/QR2MSE46217.2019.9021256","DOIUrl":"https://doi.org/10.1109/QR2MSE46217.2019.9021256","url":null,"abstract":"The 7B04-T6 and 30CrMnSiA joints were pretensioned and exposed to hot and humid marine climate for corrosion test. They were taken back after different cycles of test and fatigue-loaded. Then the fatigue life values of six cycles were studied. The fatigue-safe life of the joints was estimated by using the one-sided tolerance factor method. The results show that the fatigue life of the joint specimen is greatly reduced by the interaction of the corrosive environment and fatigue load. Taking the confidence and reliability into consideration, the one-sided tolerance factor method makes it is possible to obtain an accurate estimated value of fatigue-safe life and thus plays a guiding role in the use of engineering application materials.","PeriodicalId":233855,"journal":{"name":"2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133529641","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Failure Analysis and Prevention of the Brake Valve 制动阀失效分析及预防
Jing Yang, Zhimao Ming, Ying-ling Huang, Ning Chen
This paper starts with the material of the CRH brake valve, uses the fault tree method to analyze the failure reason of the stop valve, and uses the failure analysis method to analyze the failure of the stop valve to find out the cause of the failure of the stop valve. Finally, the reliability test is used to find the vulnerable parts of the shut-off valve, and the conclusions of the failure analysis are compared one by one, and a set of reliability evaluation methods for the shut-off valve is obtained.
本文从CRH制动阀的材质入手,运用故障树法分析截止阀失效原因,运用失效分析法对截止阀失效进行分析,找出截止阀失效的原因。最后,通过可靠性试验找到了截止阀的易损件,并对失效分析的结论逐一进行比较,得出了一套截止阀的可靠性评估方法。
{"title":"Failure Analysis and Prevention of the Brake Valve","authors":"Jing Yang, Zhimao Ming, Ying-ling Huang, Ning Chen","doi":"10.1109/QR2MSE46217.2019.9021127","DOIUrl":"https://doi.org/10.1109/QR2MSE46217.2019.9021127","url":null,"abstract":"This paper starts with the material of the CRH brake valve, uses the fault tree method to analyze the failure reason of the stop valve, and uses the failure analysis method to analyze the failure of the stop valve to find out the cause of the failure of the stop valve. Finally, the reliability test is used to find the vulnerable parts of the shut-off valve, and the conclusions of the failure analysis are compared one by one, and a set of reliability evaluation methods for the shut-off valve is obtained.","PeriodicalId":233855,"journal":{"name":"2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131885039","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reliability Study on Integral Ring Key Assembly of Small Solid Rocket Motor 小型固体火箭发动机整体环键总成可靠性研究
Zhi-qiang Hu, Tao Yang, Bin-bin Zhang
In this paper, the reliability of integral ring key assembly of small solid rocket motor is analyzed by simulation and experiment. The integral ring key is a rectangular block composed of some special metal materials, which is directly contact with the motor housing during the assembly process. There are many problems of integral ring key the assembly process, such as large deformation, large friction and metal forming, so it is difficult to install. According to the technical requirements, the platform of assembly is designed. In order to provide different types of small solid rocket motors with integral ring key assembly, the pneumatic element, gas-liquid booster cylinder and ring key positioning structure are adopted to achieve integral ring key assembly. The ring key positioning device is equipped with a variety of positioning components, it can achieve different types of integral ring key assembly. Display dynamics method is used to simulate, within 36 seconds, the deformation and assembly process of certain type of integral ring key. The finite element stress and strain analysis of integral ring key connection structure is carried out in detail.
本文通过仿真和实验对小型固体火箭发动机整体环键总成的可靠性进行了分析。整体环键是由一些特殊金属材料组成的矩形块,在装配过程中与电机外壳直接接触。整体环键在装配过程中存在许多问题,如变形大、摩擦大、金属成型等,因此安装困难。根据技术要求,设计了装配平台。为了给不同型号的小型固体火箭发动机提供整体式环键总成,采用气动元件、气液助力缸和环键定位结构实现整体式环键总成。该环键定位装置装有多种定位元件,可实现不同类型的整体环键装配。采用显示动力学方法,在36秒内模拟了某型整体环键的变形和装配过程。对整体环键连接结构进行了详细的有限元应力应变分析。
{"title":"Reliability Study on Integral Ring Key Assembly of Small Solid Rocket Motor","authors":"Zhi-qiang Hu, Tao Yang, Bin-bin Zhang","doi":"10.1109/QR2MSE46217.2019.9021118","DOIUrl":"https://doi.org/10.1109/QR2MSE46217.2019.9021118","url":null,"abstract":"In this paper, the reliability of integral ring key assembly of small solid rocket motor is analyzed by simulation and experiment. The integral ring key is a rectangular block composed of some special metal materials, which is directly contact with the motor housing during the assembly process. There are many problems of integral ring key the assembly process, such as large deformation, large friction and metal forming, so it is difficult to install. According to the technical requirements, the platform of assembly is designed. In order to provide different types of small solid rocket motors with integral ring key assembly, the pneumatic element, gas-liquid booster cylinder and ring key positioning structure are adopted to achieve integral ring key assembly. The ring key positioning device is equipped with a variety of positioning components, it can achieve different types of integral ring key assembly. Display dynamics method is used to simulate, within 36 seconds, the deformation and assembly process of certain type of integral ring key. The finite element stress and strain analysis of integral ring key connection structure is carried out in detail.","PeriodicalId":233855,"journal":{"name":"2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117210472","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Software Safety Requirement Analysis Based on Improved AHP and Grey Clustering Model 基于改进AHP和灰色聚类模型的软件安全需求分析
Liang Xia, Jiang-ping Yang, Juan Yu, Zhiheng Sun
Aiming at the existing software safety requirements analysis, there are many subjective qualitative analysis with less objective quantitative analysis. First, the weapon equipment software safety requirement index system is constructed in this paper. Secondly, an analysis method based on improved Analytic Hierarchy Process (AHP) and grey clustering model are proposed. The model can solve the problem that the AHP index weight is not objective and the grey clustering model has similar clustering coefficients. Finally, the safety requirement analysis of a certain weapon equipment software system is taken as an example to evaluate the results. The results show that the method can effectively improve the accuracy and scientificity of the assessment.
针对现有的软件安全需求分析,主观的定性分析较多,客观的定量分析较少。首先,构建了武器装备软件安全需求指标体系。其次,提出了一种基于改进层次分析法和灰色聚类模型的分析方法。该模型解决了AHP指标权重不客观和灰色聚类模型聚类系数相似的问题。最后,以某武器装备软件系统的安全需求分析为例,对分析结果进行了评价。结果表明,该方法能有效提高评价的准确性和科学性。
{"title":"Software Safety Requirement Analysis Based on Improved AHP and Grey Clustering Model","authors":"Liang Xia, Jiang-ping Yang, Juan Yu, Zhiheng Sun","doi":"10.1109/QR2MSE46217.2019.9021167","DOIUrl":"https://doi.org/10.1109/QR2MSE46217.2019.9021167","url":null,"abstract":"Aiming at the existing software safety requirements analysis, there are many subjective qualitative analysis with less objective quantitative analysis. First, the weapon equipment software safety requirement index system is constructed in this paper. Secondly, an analysis method based on improved Analytic Hierarchy Process (AHP) and grey clustering model are proposed. The model can solve the problem that the AHP index weight is not objective and the grey clustering model has similar clustering coefficients. Finally, the safety requirement analysis of a certain weapon equipment software system is taken as an example to evaluate the results. The results show that the method can effectively improve the accuracy and scientificity of the assessment.","PeriodicalId":233855,"journal":{"name":"2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123500847","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
QR2MSE 2019 Organizing Committee QR2MSE 2019组委会
H. Chair, D. H. Park, Hongzhong Huang, Byeng D. Youn, Weidong Zhu, Carlos Soares, D. Mazurkiewicz, Yanfeng Li
{"title":"QR2MSE 2019 Organizing Committee","authors":"H. Chair, D. H. Park, Hongzhong Huang, Byeng D. Youn, Weidong Zhu, Carlos Soares, D. Mazurkiewicz, Yanfeng Li","doi":"10.1109/qr2mse46217.2019.9021250","DOIUrl":"https://doi.org/10.1109/qr2mse46217.2019.9021250","url":null,"abstract":"","PeriodicalId":233855,"journal":{"name":"2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)","volume":"2002 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125768013","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Condition-Based Maintenance Strategy for Stochastic Degradation Systems Considering Spare Parts 考虑备件的随机退化系统状态维修策略
Naifei Ren, Yu Wang, Shuyuan Gan
Effective spare parts inventory management can not only ensure timely maintenance of equipment maintenance activities, but also reduce inventory capital occupation and improve the economic benefits of enterprises. In this paper, we present a condition-based maintenance strategy that considers spare parts issues for systems, with the goal of jointly optimizing conditional-based maintenance and spare parts management. Random systems are gradually degraded and continuously monitored. Spare parts supply using (S-1,S) type inventory strategy. According to the proposed strategy, the replacement of components is based on the actual degree of degradation, which is caused by the demand for spare parts. The Monte Carlo simulation method was used to simulate the proposed condition-based maintenance and spare parts replacement strategy. Therefore, the optimal solution is obtained by jointly optimizing the spare parts and condition-based maintenance of the components. Finally, a numerical example is delivered to show the proposed method.
有效的备件库存管理不仅可以保证设备维修活动的及时进行,而且可以减少库存资金占用,提高企业的经济效益。在本文中,我们提出了一种考虑系统备件问题的基于状态的维修策略,以共同优化基于状态的维修和备件管理。随机系统逐渐退化并持续监测。备件供应采用(S-1,S)型库存策略。根据提出的策略,部件的更换是基于实际的退化程度,这是由于对备件的需求造成的。采用蒙特卡罗仿真方法对提出的基于状态的维修和备件更换策略进行了仿真。因此,通过备件的优化和部件的状态维护,得到最优解。最后给出了一个数值算例。
{"title":"Condition-Based Maintenance Strategy for Stochastic Degradation Systems Considering Spare Parts","authors":"Naifei Ren, Yu Wang, Shuyuan Gan","doi":"10.1109/QR2MSE46217.2019.9021180","DOIUrl":"https://doi.org/10.1109/QR2MSE46217.2019.9021180","url":null,"abstract":"Effective spare parts inventory management can not only ensure timely maintenance of equipment maintenance activities, but also reduce inventory capital occupation and improve the economic benefits of enterprises. In this paper, we present a condition-based maintenance strategy that considers spare parts issues for systems, with the goal of jointly optimizing conditional-based maintenance and spare parts management. Random systems are gradually degraded and continuously monitored. Spare parts supply using (S-1,S) type inventory strategy. According to the proposed strategy, the replacement of components is based on the actual degree of degradation, which is caused by the demand for spare parts. The Monte Carlo simulation method was used to simulate the proposed condition-based maintenance and spare parts replacement strategy. Therefore, the optimal solution is obtained by jointly optimizing the spare parts and condition-based maintenance of the components. Finally, a numerical example is delivered to show the proposed method.","PeriodicalId":233855,"journal":{"name":"2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124737019","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Testability Design and Analysis of an Airborne Avionics System 机载航空电子系统的可测试性设计与分析
Jie Gong, Min-jing Yang
This paper is related of the avionics system development of a national application project, which involves a certain type of military trainer aircraft. According to the overall design requirements, this aircraft avionics system needs to fulfill the testability requirements. Based on the research and development process, this paper introduces the structure of the avionics system, and assigns the system indexes according to the system testability requirements and the system reliability model.Then it introduces how to reasonably design the detection circuit according to the allocation. By combining with FMECA, the BIT system architecture is completed in the system, and the testability results are analyzed.
本文涉及某型军用教练机的国家应用项目航电系统开发。根据总体设计要求,该飞机航电系统需要满足可测试性要求。在研究开发过程的基础上,介绍了航电系统的结构,并根据系统可测试性要求和系统可靠性模型对系统指标进行了分配。然后介绍了如何根据配置合理设计检测电路。结合FMECA,在系统中完成了BIT系统架构,并对测试结果进行了分析。
{"title":"Testability Design and Analysis of an Airborne Avionics System","authors":"Jie Gong, Min-jing Yang","doi":"10.1109/QR2MSE46217.2019.9021236","DOIUrl":"https://doi.org/10.1109/QR2MSE46217.2019.9021236","url":null,"abstract":"This paper is related of the avionics system development of a national application project, which involves a certain type of military trainer aircraft. According to the overall design requirements, this aircraft avionics system needs to fulfill the testability requirements. Based on the research and development process, this paper introduces the structure of the avionics system, and assigns the system indexes according to the system testability requirements and the system reliability model.Then it introduces how to reasonably design the detection circuit according to the allocation. By combining with FMECA, the BIT system architecture is completed in the system, and the testability results are analyzed.","PeriodicalId":233855,"journal":{"name":"2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)","volume":"74 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128514135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Bayesian Estimation of Residual Life for Weibull Distributed Components by Fusing Expert Knowledge 基于专家知识融合的威布尔分布构件剩余寿命贝叶斯估计
Qian Zhao, X. Jia, Z. Song, B. Guo
Residual life estimation is of crucial significance in reliability engineering. Traditional methods are limited when components are characterized as high reliability, long life and small sample size. However, in practical engineering, experts can provide valuable reliability information, which could obviously improve the estimation precision of residual life when compared with conventional approaches. In this paper, a Bayesian method of residual life estimation by utilizing expert knowledge is proposed. Firstly, the prior distribution from expert information is determined. After fusing field lifetime data, posterior distribution can be obtained. Finally, residual life is estimated by the proposed sample-based method and both the Bayes estimate and credible interval are obtained. The proposed method in this paper is validated by the simulation study and the results prove the proposed method is rather satisfactory and robust.
剩余寿命估算在可靠性工程中具有重要意义。当元件具有高可靠性、长寿命和小样本量的特点时,传统方法受到限制。而在实际工程中,专家提供的可靠度信息与传统方法相比,可以明显提高剩余寿命的估计精度。本文提出了一种利用专家知识进行剩余寿命估计的贝叶斯方法。首先,确定专家信息的先验分布。对现场寿命数据进行融合后得到后验分布。最后,采用基于样本的方法对剩余寿命进行估计,得到贝叶斯估计和可信区间。通过仿真研究验证了所提方法的有效性,结果表明所提方法具有较好的鲁棒性。
{"title":"Bayesian Estimation of Residual Life for Weibull Distributed Components by Fusing Expert Knowledge","authors":"Qian Zhao, X. Jia, Z. Song, B. Guo","doi":"10.1109/QR2MSE46217.2019.9021172","DOIUrl":"https://doi.org/10.1109/QR2MSE46217.2019.9021172","url":null,"abstract":"Residual life estimation is of crucial significance in reliability engineering. Traditional methods are limited when components are characterized as high reliability, long life and small sample size. However, in practical engineering, experts can provide valuable reliability information, which could obviously improve the estimation precision of residual life when compared with conventional approaches. In this paper, a Bayesian method of residual life estimation by utilizing expert knowledge is proposed. Firstly, the prior distribution from expert information is determined. After fusing field lifetime data, posterior distribution can be obtained. Finally, residual life is estimated by the proposed sample-based method and both the Bayes estimate and credible interval are obtained. The proposed method in this paper is validated by the simulation study and the results prove the proposed method is rather satisfactory and robust.","PeriodicalId":233855,"journal":{"name":"2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128573991","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Equipment Maintenance Decision Model Based on Degradation Data and Failure Data 基于退化数据和故障数据的设备维修决策模型
Zezhou Wang, Yun-xiang Chen, Zhongyi Cai, Huachun Xiang, Zheng Chang
The degradation of data and failure data is used to make the maintenance decision of equipment in this paper. Firstly, the Wiener process is used to build the degradation model which is according to the degradation data of the equipment. Then, the random distribution coefficient of failure threshold is estimated by the failure data of the equipment, and we also derive the analytical expression of the remaining useful lifetime (RUL) distribution of the equipment. Finally, the maintenance decision model is established according to the renewal-reward theory and RUL prediction data which can achieve optimal maintenance strategy of equipment. The simulation example shows that the method in this paper can prolong the run time cost of equipment and effectively reduce the life cycle which has broad application prospects.
本文利用退化数据和故障数据对设备进行维修决策。首先,根据设备的退化数据,采用维纳过程建立退化模型;然后,根据设备的故障数据估计出故障阈值的随机分布系数,并推导出设备剩余使用寿命(RUL)分布的解析表达式。最后,根据更新奖励理论和RUL预测数据建立维修决策模型,实现设备的最优维修策略。仿真实例表明,该方法可以延长设备的运行时间成本,有效缩短设备的生命周期,具有广阔的应用前景。
{"title":"Equipment Maintenance Decision Model Based on Degradation Data and Failure Data","authors":"Zezhou Wang, Yun-xiang Chen, Zhongyi Cai, Huachun Xiang, Zheng Chang","doi":"10.1109/QR2MSE46217.2019.9021194","DOIUrl":"https://doi.org/10.1109/QR2MSE46217.2019.9021194","url":null,"abstract":"The degradation of data and failure data is used to make the maintenance decision of equipment in this paper. Firstly, the Wiener process is used to build the degradation model which is according to the degradation data of the equipment. Then, the random distribution coefficient of failure threshold is estimated by the failure data of the equipment, and we also derive the analytical expression of the remaining useful lifetime (RUL) distribution of the equipment. Finally, the maintenance decision model is established according to the renewal-reward theory and RUL prediction data which can achieve optimal maintenance strategy of equipment. The simulation example shows that the method in this paper can prolong the run time cost of equipment and effectively reduce the life cycle which has broad application prospects.","PeriodicalId":233855,"journal":{"name":"2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)","volume":"57 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132057478","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Extended Convolutional Neural Network with Smaller Structure for Fault Diagnosis of Gearbox 齿轮箱故障诊断的小结构扩展卷积神经网络
Yuqi Lu, J. Mi, Yuhua Cheng, Lulu Liu, L. Bai, Kai Chen
Recent research on fault diagnosis mainly focuses on how to improve diagnostic accuracy. For a given accuracy level, a variety of convolutional neural network architectures have been developed and available to achieve the specific accuracy level. With equivalent fault diagnosis accuracy, smaller convolutional neural network structure offers at least three advantages: (1) it can be deployed on hardware with limited memory, such as FPGAs; (2) the training of smaller convolutional neural networks can be faster under the same processor performance; (3) smaller network structures require less communication across severs during distributed training. So, in this paper, an improved convolutional neural network is constructed, and the following strategies are used to reduce network parameters and further make the convolutional neural networks with smaller structures: (1) equivalent replacement of large-scale convolution layers by multiple small-sized convolution layers; (2) avoid using a fully connected layer, and replace with a global pooling layer. Meanwhile, to ensure the model’s fault diagnosis accuracy and training effectiveness, inspired by the network in network, a 1*1 convolutional layer is inserted into a traditional convolutional layer to improve feature expression, and the batch-normalization layer is used to increase the training effectiveness.
目前对故障诊断的研究主要集中在如何提高故障诊断的准确性。对于给定的精度水平,已经开发了各种卷积神经网络架构,并可用于实现特定的精度水平。在相同的故障诊断精度下,较小的卷积神经网络结构至少有三个优点:(1)它可以部署在内存有限的硬件上,如fpga;(2)在处理器性能相同的情况下,较小的卷积神经网络的训练速度更快;(3)更小的网络结构在分布式训练时需要更少的服务器间通信。因此,本文构建了一种改进的卷积神经网络,并采用以下策略来减少网络参数,进一步使卷积神经网络结构更小:(1)用多个小卷积层等效替换大卷积层;(2)避免使用全连接层,用全局池化层代替。同时,为了保证模型的故障诊断准确性和训练效果,受网络中的网络的启发,在传统的卷积层中插入1*1的卷积层来改进特征表达,并使用批处理归一化层来提高训练效果。
{"title":"An Extended Convolutional Neural Network with Smaller Structure for Fault Diagnosis of Gearbox","authors":"Yuqi Lu, J. Mi, Yuhua Cheng, Lulu Liu, L. Bai, Kai Chen","doi":"10.1109/QR2MSE46217.2019.9021156","DOIUrl":"https://doi.org/10.1109/QR2MSE46217.2019.9021156","url":null,"abstract":"Recent research on fault diagnosis mainly focuses on how to improve diagnostic accuracy. For a given accuracy level, a variety of convolutional neural network architectures have been developed and available to achieve the specific accuracy level. With equivalent fault diagnosis accuracy, smaller convolutional neural network structure offers at least three advantages: (1) it can be deployed on hardware with limited memory, such as FPGAs; (2) the training of smaller convolutional neural networks can be faster under the same processor performance; (3) smaller network structures require less communication across severs during distributed training. So, in this paper, an improved convolutional neural network is constructed, and the following strategies are used to reduce network parameters and further make the convolutional neural networks with smaller structures: (1) equivalent replacement of large-scale convolution layers by multiple small-sized convolution layers; (2) avoid using a fully connected layer, and replace with a global pooling layer. Meanwhile, to ensure the model’s fault diagnosis accuracy and training effectiveness, inspired by the network in network, a 1*1 convolutional layer is inserted into a traditional convolutional layer to improve feature expression, and the batch-normalization layer is used to increase the training effectiveness.","PeriodicalId":233855,"journal":{"name":"2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131338946","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1