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Construction and application of a bearing fault diagnosis model based on improved GWO algorithm 基于改进型 GWO 算法的轴承故障诊断模型的构建与应用
Diagnostyka Pub Date : 2024-07-11 DOI: 10.29354/diag/189904
Lingbo Jiang
{"title":"Construction and application of a bearing fault diagnosis model based on improved GWO algorithm","authors":"Lingbo Jiang","doi":"10.29354/diag/189904","DOIUrl":"https://doi.org/10.29354/diag/189904","url":null,"abstract":"In mechanical equipment, if bearing components fail, it can cause serious equipment damage and even threaten human life safety. Therefore, equipment bearings fault diagnosis is of great meaning. In the study of bearing fault diagnosis, an improved gray wolf optimization algorithm is put forward to optimize the support vector machine model. The model improves the convergence factor of the algorithm, and then optimizes the penalty factor and KF parameters of the support vector machine to enhance the accuracy of fault classification. At the same time, in the problem of fault identification, the introduction of adaptive noise set empirical mode decomposition and the combination of permutation entropy are studied to minimize the impact of noise on the identification model. The experimental outcomes indicated that the algorithm proposed in the study had an average fitness value and a standard deviation fitness value of 0 in the benchmark test function and 94.55% accuracy in overall fault identification. The permutation entropy of the vibration signal in the normal state of the bearing was within the range of [0.13, 0.52], which has a more stable state compared to the fault state. The results show that the improved grey Wolf optimization algorithm is applied to the optimization of support vector machine, combined with the adaptive noise set empirical mode decomposition and permutation entropy, and the identification and classification results of bearing faults are successfully improved, making the proposed method feasible in bearing fault diagnosis, and providing a more effective scheme for fault diagnosis.","PeriodicalId":52164,"journal":{"name":"Diagnostyka","volume":"6 9","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141656221","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 identification and isolation of DC-DC boost converter using a sliding mode controller and adaptive threshold 使用滑动模式控制器和自适应阈值识别和隔离直流-直流升压转换器的故障
Diagnostyka Pub Date : 2024-07-10 DOI: 10.29354/diag/190318
Fatma Khater, Abderrezak Aibeche, S. Fellag, Mohamed Zinelabidine Doghmane, H. Akroum
{"title":"Failure identification and isolation of DC-DC boost converter using a sliding mode controller and adaptive threshold","authors":"Fatma Khater, Abderrezak Aibeche, S. Fellag, Mohamed Zinelabidine Doghmane, H. Akroum","doi":"10.29354/diag/190318","DOIUrl":"https://doi.org/10.29354/diag/190318","url":null,"abstract":"","PeriodicalId":52164,"journal":{"name":"Diagnostyka","volume":"17 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141661103","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
Enhancing the performance of solar boost converter using Gray Wolf optimizer 利用灰狼优化器提高太阳能升压转换器的性能
Diagnostyka Pub Date : 2024-07-10 DOI: 10.29354/diag/190809
B. Salih, A. N. Hamoody, Rasha A. Mohammed, Ali S. Salih
{"title":"Enhancing the performance of solar boost converter using Gray Wolf optimizer","authors":"B. Salih, A. N. Hamoody, Rasha A. Mohammed, Ali S. Salih","doi":"10.29354/diag/190809","DOIUrl":"https://doi.org/10.29354/diag/190809","url":null,"abstract":"One of the DC-DC conversion systems is boost converters which are used in commonly with solar systems to convert low DC voltage levels to higher ones. This is particularly useful in solar systems because the voltage generated by solar panels can vary widely depending on factors such as the amount of sunlight and the temperature of the panels. The duty cycle of the boost must be controlled to have the maximum output power. Using the Grey Wolf Optimizer to control the duty cycle of a boost converter is one of the ways to have this maximum power. The optimization problem can be stated as minimizing the voltage error of the boost converter output by optimizing the duty cycle. The objective function can be defined as the difference between the desired output voltage and the actual output voltage of the boost converter. The duty cycle can be optimized by adjusting the PWM signal's pulse width that controls the boost converter switch.","PeriodicalId":52164,"journal":{"name":"Diagnostyka","volume":"41 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141835650","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
Diagnosis of voltage unbalance state in a system with power converter 带电源转换器系统的电压不平衡状态诊断
Diagnostyka Pub Date : 2024-07-10 DOI: 10.29354/diag/190567
Stanisław Oliszewski, M. Dybkowski
{"title":"Diagnosis of voltage unbalance state in a system with power converter","authors":"Stanisław Oliszewski, M. Dybkowski","doi":"10.29354/diag/190567","DOIUrl":"https://doi.org/10.29354/diag/190567","url":null,"abstract":"","PeriodicalId":52164,"journal":{"name":"Diagnostyka","volume":"79 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141662994","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
Diagnostics of production processes using selected Lean Manufacturing tools 使用选定的精益生产工具对生产流程进行诊断
Diagnostyka Pub Date : 2024-07-10 DOI: 10.29354/diag/190140
Sebastian Sobczuk, Jakub Liniewski, Anna Borucka
{"title":"Diagnostics of production processes using selected Lean Manufacturing tools","authors":"Sebastian Sobczuk, Jakub Liniewski, Anna Borucka","doi":"10.29354/diag/190140","DOIUrl":"https://doi.org/10.29354/diag/190140","url":null,"abstract":"Modern manufacturing companies should adapt to the needs and requirements of customers, and the products manufactured should meet the needs of customers. Meeting these requirements is the key to maintaining an appropriate position on the market. In production systems, an important element of the efficient functioning of the production process is production logistics, therefore the aim of this publication was to diagnose logistics and production processes and propose improvements in this area. For this purpose, selected tools of the Lean Manufacturing concept were used: the SMED (Single Minute Exchange of Die) method and Goldratt's Theory of Constraints. SWOT analysis was used to determine the strengths and weaknesses of the company","PeriodicalId":52164,"journal":{"name":"Diagnostyka","volume":"19 3‐4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141835462","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
Cfd-fsi analysis of textured journal bearing working with nano lubricant 使用纳米润滑剂的纹理轴颈轴承的 Cfd-fsi 分析
Diagnostyka Pub Date : 2024-05-23 DOI: 10.29354/diag/188391
Mohanad Ramadhan Hameed, Sarmad Ahmed Ali, Hamid Hussain Hadwan, Ahmed Ali Toman, Mushrek A. Mahdi
{"title":"Cfd-fsi analysis of textured journal bearing working with nano lubricant","authors":"Mohanad Ramadhan Hameed, Sarmad Ahmed Ali, Hamid Hussain Hadwan, Ahmed Ali Toman, Mushrek A. Mahdi","doi":"10.29354/diag/188391","DOIUrl":"https://doi.org/10.29354/diag/188391","url":null,"abstract":"","PeriodicalId":52164,"journal":{"name":"Diagnostyka","volume":"95 6","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141106140","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
Proposition of a structural health monitoring model for a concept of an innovative variable mass pendular tuned mass damper 为创新型可变质量垂向调谐质量阻尼器概念建立结构健康监测模型
Diagnostyka Pub Date : 2024-03-11 DOI: 10.29354/diag/185458
Amadeusz Paweł Radomski, Damian Jacek Sierociński, B. Chilinski
{"title":"Proposition of a structural health monitoring model for a concept of an innovative variable mass pendular tuned mass damper","authors":"Amadeusz Paweł Radomski, Damian Jacek Sierociński, B. Chilinski","doi":"10.29354/diag/185458","DOIUrl":"https://doi.org/10.29354/diag/185458","url":null,"abstract":"The article focuses on the proposal of a model of a skyscraper equipped with a semi-active pendular vibration eliminator utilizing the phenomenon of fluid transfer, which could be used in monitoring the condition of slender structures. The proposed model consists of two main elements: an upper member, representing the dynamic mass of a skyscraper in the form of a trolley, and a lower member - a pendulum attached to the trolley. To consider the fluid transfer, a variable mass factor represented by an inverse tangent function was included in the equation of motion. Simulation studies in a dimensionless time domain were performed to investigate the influence of mass distribution on changes in the system’s response. Three dynamic states of the system were considered, during which the system’s total mass remained constant. Diagnostic parameters enabling the detection of changes in the mass of the eliminator and stiffness of a damped structure have been proposed.","PeriodicalId":52164,"journal":{"name":"Diagnostyka","volume":"31 7","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140253325","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
Magnetic pollution produced by underground XLPE 220 kV Power Cable in Power Plant 发电厂地下 XLPE 220 千伏电力电缆产生的磁污染
Diagnostyka Pub Date : 2023-12-21 DOI: 10.29354/diag/177323
Ilies Rezzag Bara, Ayad Ahmed Nour El Islam, Wafa Krika, Omar Fezazi, Benyekhlef Larouci
{"title":"Magnetic pollution produced by underground XLPE 220 kV Power Cable in Power Plant","authors":"Ilies Rezzag Bara, Ayad Ahmed Nour El Islam, Wafa Krika, Omar Fezazi, Benyekhlef Larouci","doi":"10.29354/diag/177323","DOIUrl":"https://doi.org/10.29354/diag/177323","url":null,"abstract":"The expansion of the electrical network necessitates the construction of new power plants and the extension of overhead and underground power transmission and distribution systems. However, underground power cables, such as XPLE 220 kV, can cause significant electromagnetic pollution, particularly in urban areas. This paper focuses on the evaluation and prediction of such magnetic emissions using analytical, numerical simulation (the finite element analysis), and experimental measurement. The paper aim is to minimize the magnetic emissions through the adjustment of the horizontal and vertical distances (x, y) of cables, serving as a technical solution. Additionally, the study investigated the impact of faults with varying magnitude and frequency, considering different loads and conditions. The simulation results indicate that several factors contribute to the escalation of magnetic pollution. These factors include a close proximity between cables, faults, and high current intensities.... However, as the distance between cables increases both horizontally and vertically, the strength of the magnetic field decreases, leading to a reduction in magnetic pollution. A comparison was carried out to assess the magnetic emissions of the underground cable, revealing a notable resemblance between the measured and calculated values. Ultimately, the validated simulation model serves as a valuable tool for evaluating, predicting, and mitigating electromagnetic pollution under different fault conditions and positions.","PeriodicalId":52164,"journal":{"name":"Diagnostyka","volume":"46 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138949042","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
Consideration of shear, rotational inertia and compressive force during transverse vibrations of structural beam elements 考虑结构梁构件横向振动时的剪力、转动惯量和压缩力
Diagnostyka Pub Date : 2023-12-19 DOI: 10.29354/diag/176073
Victor Orobey, Oleksii Nemchuk, O. Lymarenko, V. Piterska, O. Sherstiuk, Pavlo Semenov
{"title":"Consideration of shear, rotational inertia and compressive force during transverse vibrations of structural beam elements","authors":"Victor Orobey, Oleksii Nemchuk, O. Lymarenko, V. Piterska, O. Sherstiuk, Pavlo Semenov","doi":"10.29354/diag/176073","DOIUrl":"https://doi.org/10.29354/diag/176073","url":null,"abstract":"The procedure for taking into account shear and rotational inertia in the case of transverse vibrations of beam elements of material handling vehicles with different conditions of fastening (support) is considered. The dynamic model of the rod element is supplemented with compressive forces with a fixed line of action and monitors the angle of rotation of the rod. The Fourier method of separation of variables in the harmonic vibrations of beams is applied. This made it possible to obtain a differential equation, kinematic and static parameters in the amplitude state. The resulting differential equation is integrated, the fundamental functions are normalized, and the complete solution is presented in matrix form with initial parameters. Four cases of fundamental functions are revealed. For beam elements with different support conditions, the vibration frequency has been refined. With hinged support, the first 5 frequencies of this work coincide with the frequencies obtained by another approach.","PeriodicalId":52164,"journal":{"name":"Diagnostyka","volume":" 39","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138960782","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
Stand testing of springs for drum break systems 鼓式破碎系统弹簧的台架测试
Diagnostyka Pub Date : 2023-12-19 DOI: 10.29354/diag/177242
Drożyner Przemyslaw, Brodecki Adam, Szymczak Tadeusz
{"title":"Stand testing of springs for drum break systems","authors":"Drożyner Przemyslaw, Brodecki Adam, Szymczak Tadeusz","doi":"10.29354/diag/177242","DOIUrl":"https://doi.org/10.29354/diag/177242","url":null,"abstract":"","PeriodicalId":52164,"journal":{"name":"Diagnostyka","volume":"107 41","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138959214","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
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