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Eksploatacja I Niezawodnosc-Maintenance and Reliability最新文献

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A Semi-Supervised Siamese Network for Complex Aircraft System Fault Detection with Limited Labeled Fault Samples 半监督Siamese网络在有限标记故障样本下的复杂飞机系统故障检测
3区 工程技术
Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-10-26 DOI: 10.17531/ein/174382
Xinyun Zhu, Jianzhong Sun, Hanchun Hu, Chunhua Li
{"title":"A Semi-Supervised Siamese Network for Complex Aircraft System Fault Detection with Limited Labeled Fault Samples","authors":"Xinyun Zhu, Jianzhong Sun, Hanchun Hu, Chunhua Li","doi":"10.17531/ein/174382","DOIUrl":"https://doi.org/10.17531/ein/174382","url":null,"abstract":"Aircraft onboard systems typically have limited labeled fault samples and large amounts of unlabeled data. To better utilize the information contained in limited labeled fault samples, a deep learning-based semi-supervised fault detection method is proposed, which leverages a small number of labeled fault samples to enhance its performance. A novel sample pairing strategy is introduced to improve algorithm performance by iteratively utilizing fault samples. A comprehensive loss function is employed to accurately reconstruct normal samples and effectively separate fault samples. The results of a case study using real data from a commercial aircraft fleet demonstrate the superiority of the proposed method over existing techniques, with improvements of approximately 16.7% in AP, 9.5% in AUC, and 19.2% in F1 score. Ablation studies confirm that performance can be further improved by incorporating additional labeled fault samples during training. Furthermore, the algorithm demonstrates good generalization ability.","PeriodicalId":50549,"journal":{"name":"Eksploatacja I Niezawodnosc-Maintenance and Reliability","volume":"155 4","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134909572","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of different roller end-flange constructions on the fatigue life of the cylindrical roller bearings: A novel flange deformation formula 不同滚子端缘结构对圆柱滚子轴承疲劳寿命的影响:一种新的法兰变形公式
3区 工程技术
Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-10-22 DOI: 10.17531/ein/174296
Ramazan BAYRAK, Ahmet Sagirli
{"title":"Effect of different roller end-flange constructions on the fatigue life of the cylindrical roller bearings: A novel flange deformation formula","authors":"Ramazan BAYRAK, Ahmet Sagirli","doi":"10.17531/ein/174296","DOIUrl":"https://doi.org/10.17531/ein/174296","url":null,"abstract":"This paper performs the fatigue life analysis of the radial Cylindrical Roller Bearings (CRBs) with consideration of various roller end-flange shapes such as toroidal-toroidal, spherical-toroidal, and spherical-conical. A novel formula for each flange contact deformation in cylindrical roller bearing with different roller end-flange geometry including toroidal geometry is developed. Inner ring misalignment angle and radial deflection results obtained from the present study are verified with numerical and experimental results from the literature. The results approach to that of literature when the flange is changed from toroidal geometry to conical geometry. Using formulas developed in the present study, the effect of various roller end-flange geometries on the bearing life is investigated for different external loadings. It is observed that the bearing life increases when the roller end and flange are changed to toroidal geometry.","PeriodicalId":50549,"journal":{"name":"Eksploatacja I Niezawodnosc-Maintenance and Reliability","volume":"82 5","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135462917","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation into the Flow of Gas-Solids during Dry Dust Collectors Exploitation, as Applied in Domestic Energy Facilities – Numerical Analyses 国内能源设施干式除尘器开发过程中气固流动的数值分析
3区 工程技术
Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-10-16 DOI: 10.17531/ein/174095
Albert Maćkowiak, Mariusz Kostrzewski, Artur Bugała, Norbert Chamier-Gliszczyński, Dorota Bugała, Jarosław Jajczyk, Waldemar Woźniak, Grzegorz Dombek, Karol Nowak
{"title":"Investigation into the Flow of Gas-Solids during Dry Dust Collectors Exploitation, as Applied in Domestic Energy Facilities – Numerical Analyses","authors":"Albert Maćkowiak, Mariusz Kostrzewski, Artur Bugała, Norbert Chamier-Gliszczyński, Dorota Bugała, Jarosław Jajczyk, Waldemar Woźniak, Grzegorz Dombek, Karol Nowak","doi":"10.17531/ein/174095","DOIUrl":"https://doi.org/10.17531/ein/174095","url":null,"abstract":"The paper presents the results related to the simulation of dust-separating tangential cyclones: single cyclones of various geometries, and an axial multi-cyclone with fixed geometries and components. Its goal was to apply low-cost analyses for cyclones in industrial realization. Therefore, the presented research was applied with simulation methodology as a problem of Computational Fluid Dynamics. The models were analyzed using SolidWorks Flow Simulation software. The presented dust collectors are real-life objects, applied in industrial facilities. For a multi-cyclone, the increase in the number of blades, from 5 to 8, together with the change in the angle of a blade’s pitch i.e., 30° and 45°, resulted in dust concentration along the internal walls from just 10% for 5 blades up to c.a. 37.5% for 6 blades, and c.a. 50% for 8 blades, whereas the dust concentration in the device’s central part equals c.a. 20% for the last option. The model validation draws attention to the potential applicability of the software in flow issues alongside common and more complex numerical environments.","PeriodicalId":50549,"journal":{"name":"Eksploatacja I Niezawodnosc-Maintenance and Reliability","volume":"45 11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136115408","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Generative modelling of vibration signals in machine maintenance 机器维修中振动信号的生成建模
3区 工程技术
Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-10-12 DOI: 10.17531/ein/173488
Andrzej Adam Puchalski, IWONA KOMORSKA
{"title":"Generative modelling of vibration signals in machine maintenance","authors":"Andrzej Adam Puchalski, IWONA KOMORSKA","doi":"10.17531/ein/173488","DOIUrl":"https://doi.org/10.17531/ein/173488","url":null,"abstract":"The exponential development of technologies for the acquisition, collection, and processing of data from real-world objects is creating new perspectives in the field of machine maintenance. The Industrial Internet of Things is the source of a huge collection of measurement data. The performance of classification or regression algorithms needs to take into account the random nature of the process being modelled and any incomplete observability, especially in terms of failure states. The article highlights the practical possibilities of using generative artificial intelligence and deep machine learning systems to create synthetic measurement observations in monitoring the vibrations of rotating machinery to improve unbalanced databases. Variational Autoencoder VAE generative models with latent variables in the form of high-level input features of time-frequency spectra were studied. The mapping and generation algorithm was optimised and its effectiveness was tested in the practical solution of the task of diagnosing the three operating states of a demonstration gearbox.","PeriodicalId":50549,"journal":{"name":"Eksploatacja I Niezawodnosc-Maintenance and Reliability","volume":"87 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135967824","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deformation measurement system for UAV components to improve their safe operation 无人机部件变形测量系统，提高其安全运行
3区 工程技术
Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-10-12 DOI: 10.17531/ein/172358
Zbigniew Czyż, Patryk Jakubczak, Piotr Podolak, Krzysztof Skiba, Paweł Karpiński, Magda Droździel-Jurkiewicz, Mirosław Wendeker
{"title":"Deformation measurement system for UAV components to improve their safe operation","authors":"Zbigniew Czyż, Patryk Jakubczak, Piotr Podolak, Krzysztof Skiba, Paweł Karpiński, Magda Droździel-Jurkiewicz, Mirosław Wendeker","doi":"10.17531/ein/172358","DOIUrl":"https://doi.org/10.17531/ein/172358","url":null,"abstract":"The paper presents the authors’ method and test rig for performing the deformation analysis of unmanned aircraft fuselages. To conduct the analysis, the DIC system was used, as well as a test rig designed and constructed by the authors, equipped with a dedicated control and load control system. The article presents a description of the research capabilities of the test rig developed for testing the deformation of unmanned aircraft fuselages. Due to the specific operating conditions of the designed fuselage, the test rig developed allows the simulation of loads corresponding to different flight conditions. In addition, it is possible to change the forces acting on the fuselage simultaneously for all servos or each of them separately. Finally, results showing the displacement of component control points for the considered fuselage versions are presented. The tests carried out using the developed test rig allowed the verification of the maximum deformations.","PeriodicalId":50549,"journal":{"name":"Eksploatacja I Niezawodnosc-Maintenance and Reliability","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135967952","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Research on resilience model of UAV swarm based on complex network dynamics 基于复杂网络动力学的无人机群弹性模型研究
3区 工程技术
Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-10-12 DOI: 10.17531/ein/173125
Kunlun Wei, Tao Zhang, Chuanfu Zhang
{"title":"Research on resilience model of UAV swarm based on complex network dynamics","authors":"Kunlun Wei, Tao Zhang, Chuanfu Zhang","doi":"10.17531/ein/173125","DOIUrl":"https://doi.org/10.17531/ein/173125","url":null,"abstract":"The resilience of UAV swarms mainly revolves around ensuring stable and uninterrupted operations. Malicious attacks can implement the adverse impacts of potential threats through swarm communication links. In this context, the SIS (Susceptible → Infected → Susceptible) method is suitable for describing the information transmission within UAV swarms. An enhanced resilience model of the UAV swarm is proposed in this study, which incorporates the factors of self-dynamics, dynamics of topology, dynamics of information transmission, and SIS into the complex network model. The model proposed in this paper has the capability to effectively capture changes in the network topology as well as the dynamics of the system. The average number of susceptible drones is utilized as the metric to evaluate the resilience of the swarm. Furthermore, an experiment is conducted where a UAV swarm successfully carries out a surveillance mission. The proposed model not only enables the support of mission planning but also facilitates the design enhancements of UAV swarms.","PeriodicalId":50549,"journal":{"name":"Eksploatacja I Niezawodnosc-Maintenance and Reliability","volume":"72 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135968835","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An integrated approach to estimate storage reliability with masked data from series system 基于串联系统屏蔽数据的存储可靠性综合估计方法
3区 工程技术
Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-10-01 DOI: 10.17531/ein/172922
Yongjin Zhang, Ming Zhao
{"title":"An integrated approach to estimate storage reliability with masked data from series system","authors":"Yongjin Zhang, Ming Zhao","doi":"10.17531/ein/172922","DOIUrl":"https://doi.org/10.17531/ein/172922","url":null,"abstract":"Storage reliability is of importance for the products that largely stay in storage in their total life-cycle such as warning systems for harmful radiation detection, etc. Usually, the field-testing data can be available, but the failure causes for a series system cannot be always known because of the masked information. In this paper, the storage reliability model with possibly initial failures is studied on the statistical analysis method when the masked data are considered. To optimize the use of the masked survival data from storage systems, a technique based on the least squares (LS) method with an EM-like algorithm, is proposed for the series system. The parametric estimation procedure based on the LS method is developed by applying the algorithm to update the testing data, and then the LS estimation for the initial reliability and failure rate of the components constituting the series system are investigated. The results should be useful for accurately evaluating the production reliability, identifying the production quality, and planning a storage environment.","PeriodicalId":50549,"journal":{"name":"Eksploatacja I Niezawodnosc-Maintenance and Reliability","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135407581","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Assessment of a Carbon Fiber Prosthetic Running Blade for Enhanced Reliability 碳纤维假体运行叶片可靠性评估
3区 工程技术
Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-09-25 DOI: 10.17531/ein/172668
Md Irfanul Haque Siddiqui, Ibrahim Abdullah Alnaser, Khalid Alluhydan
{"title":"Assessment of a Carbon Fiber Prosthetic Running Blade for Enhanced Reliability","authors":"Md Irfanul Haque Siddiqui, Ibrahim Abdullah Alnaser, Khalid Alluhydan","doi":"10.17531/ein/172668","DOIUrl":"https://doi.org/10.17531/ein/172668","url":null,"abstract":"This study focuses on the development of a reliable prosthetic running blade primarily composed of carbon fiber. The reliable performance of novel prosthetic running blades has been evaluated by mechanical testing and finite element numerical modeling. The experimental analysis confirmed that these blades exhibit superior suitability for high-impact activities, demonstrating reliable load-bearing capacity and effective shock absorption properties. The tensile testing exhibited a linear elastic behavior of the composite material up to a strain of 0.075 mm/mm. Further, it was found that stress concentration areas and fracture points within the blade structure. Furthermore, numerical results revealed a maximum deflection of 29.60 mm that the blade can achieve. The kinetic energy loss during impact demonstrated an 8.5% decrease in blade kinetic energy, with the highest loss occurring at Vy = 30 m/s. Ultimately, this research aims to enhance the reliability, durability, and safety of prosthetic running blades, empowering athletes to reach new heights in sports.","PeriodicalId":50549,"journal":{"name":"Eksploatacja I Niezawodnosc-Maintenance and Reliability","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135815197","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluation of the maintenance system readiness using the semi-Markov model taking into account hidden factors 考虑隐藏因素的半马尔可夫模型对维修系统准备状态的评价
3区 工程技术
Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-09-24 DOI: 10.17531/ein/172857
Edward Kozłowski, Anna Borucka, Piotr Oleszczuk, Tomasz Jałowiec
{"title":"Evaluation of the maintenance system readiness using the semi-Markov model taking into account hidden factors","authors":"Edward Kozłowski, Anna Borucka, Piotr Oleszczuk, Tomasz Jałowiec","doi":"10.17531/ein/172857","DOIUrl":"https://doi.org/10.17531/ein/172857","url":null,"abstract":"Modelling the time that the system remains in a given state using classical distributions is not always possible. In many cases, empirical distributions are multimodal due to the influence of external, hidden factors and the selection of the best classical distributions may lead to erroneous results. In the article the method of diagnosis of influence of hidden factors into sojourn time of semi-Markov models was presented. In order to capture hidden factors, the authors proposed to model the distributions of the sojourn time with a mixture of distributions, which is a significant novelty in relation to the studies presented in the literature. Hidden factors directly affect the reliability of technical systems. Detecting the existence of these factors enables more accurate modeling of system readiness. Paying attention to irregularities caused by hidden factors makes it possible to reduce system maintenance costs. Such a system model provides complete information and enables a reliable assessment of the system readiness and maintenance.","PeriodicalId":50549,"journal":{"name":"Eksploatacja I Niezawodnosc-Maintenance and Reliability","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135925339","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Maintenance policy of degradation components based on the two-phase Wiener process 基于两相维纳过程的退化部件维修策略
3区 工程技术
Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-09-20 DOI: 10.17531/ein/172537
Minqiao Song, Yingzhi Zhang, Fang Yang, Xiaofeng Wang, Guiming Guo
{"title":"Maintenance policy of degradation components based on the two-phase Wiener process","authors":"Minqiao Song, Yingzhi Zhang, Fang Yang, Xiaofeng Wang, Guiming Guo","doi":"10.17531/ein/172537","DOIUrl":"https://doi.org/10.17531/ein/172537","url":null,"abstract":"This paper proposes a condition-based maintenance policy for the two-phase Wiener degradation process components. The main contribution of this article is to provide the time distribution of degradation failures for the two-phase Wiener process degradation component, as well as the modeling and solving methods for two-phase maintenance. The two-phase maintenance policy includes two-phase inspection and preventive replacement maintenance operations. The established optimization maintenance policy model aims to minimize long-term operation costs. The specific cost calculation equation and the solution method of the maintenance model are given. The feasibility of the maintenance policy model is verified using the two-phase degradation data of the Liquid Coupling Devices. The Particle swarm optimization algorithm can stably solve the described problem, and the results show that the two-phase maintenance policy can be more economical and improve components availability. After that, we also analyzed the impact of the cost parameters on the maintenance policy through sensitivity analysis.","PeriodicalId":50549,"journal":{"name":"Eksploatacja I Niezawodnosc-Maintenance and Reliability","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136306720","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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