Academic literature on the topic 'Four-stage gearboxes'

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Journal articles on the topic "Four-stage gearboxes"

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Merainani, Boualem, Chemseddine Rahmoune, Djamel Benazzouz, and Belkacem Ould-Bouamama. "A novel gearbox fault feature extraction and classification using Hilbert empirical wavelet transform, singular value decomposition, and SOM neural network." Journal of Vibration and Control 24, no. 12 (2017): 2512–31. http://dx.doi.org/10.1177/1077546316688991.

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There are growing demands for condition monitoring and fault diagnosis of rotating machinery to lower unscheduled breakdown. Gearboxes are one of the fundamental components of rotating machinery; their faults identification and classification always draw a lot of attention. However, non-stationary vibration signals and low energy of weak faults makes this task challenging in many cases. Thus, a new fault diagnosis method which combines the Hilbert empirical wavelet transform (HEWT), singular value decomposition (SVD), and self-organizing feature map (SOM) neural network is proposed in this pap
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Amin Al Hajj, Mohamad, Giuseppe Quaglia, and Ingo Schulz. "Condition-Based Monitoring on High-Precision Gearbox for Robotic Applications." Shock and Vibration 2022 (April 25, 2022): 1–15. http://dx.doi.org/10.1155/2022/6653723.

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This work presents a theoretical and experimental study regarding defect detection in a robotic gearbox using vibration signals in both cyclostationary and noncyclostationary conditions. The existing work focuses on inferring the health of the robot during operation with little regard toward the defective element of the components. This article illustrates the detection of specific element damage of a robotic gearbox during a robotic cycle based on domain knowledge and presents a novel data-driven method for asset health. This starts by studying the robotic gearbox, specifically its kinematics
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Amin Al Hajj, Mohamad, Giuseppe Quaglia, and Ingo Schulz. "Condition-Based Monitoring on High-Precision Gearbox for Robotic Applications." Shock and Vibration 2022 (April 25, 2022): 1–15. http://dx.doi.org/10.1155/2022/6653723.

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This work presents a theoretical and experimental study regarding defect detection in a robotic gearbox using vibration signals in both cyclostationary and noncyclostationary conditions. The existing work focuses on inferring the health of the robot during operation with little regard toward the defective element of the components. This article illustrates the detection of specific element damage of a robotic gearbox during a robotic cycle based on domain knowledge and presents a novel data-driven method for asset health. This starts by studying the robotic gearbox, specifically its kinematics
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Gutierrez Santiago, Unai, Aemilius A. W. van Vondelen, Alfredo Fernández Sisón, Henk Polinder, and Jan-Willem van Wingerden. "Identification of operational deflection shapes of a wind turbine gearbox using fiber-optic strain sensors on a serial production end-of-line test bench." Wind Energy Science 10, no. 1 (2025): 207–25. https://doi.org/10.5194/wes-10-207-2025.

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Abstract. Wind energy has witnessed a staggering development race, resulting in higher torque density demands for the drivetrain in general and the gearbox in particular. Accurate knowledge of the input torque and suitable models are essential to ensure reliability, but neither of them is currently available in commercial wind turbines. The present study explores how a subspace identification algorithm can be applied to fiber-optic strain sensors on a four-stage gearbox to obtain operational deflection shapes. An innovative measurement setup with 129 fiber-optic strain sensors has been install
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Liu, Xiaojun, Ziwen Wu, Yiping Yuan, Wenlei Sun, and Jianxiong Gao. "Reliability Modeling of Wind Turbine Gearbox System Considering Failure Correlation Under Shock–Degradation." Sensors 25, no. 14 (2025): 4425. https://doi.org/10.3390/s25144425.

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To address traditional methods’ limitations in neglecting the interaction between random shock loads and progressive degradation, as well as failure correlations, this study proposes a dynamic reliability framework integrating Gamma processes, homogeneous Poisson processes (HPP), and mixed Copula functions. The framework develops a wind turbine gearbox reliability model under shock–degradation coupling while quantifying failure correlations. Gamma processes characterize continuous degradation, with parameters estimated from P-S-N curves. Based on stress–strength interference theory, random sho
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Chen, Yuan, Rupeng Zhu, Guanghu Jin, Yeping Xiong, Jie Gao, and Meijun Liao. "A New Mathematical Modeling Method for Four-Stage Helicopter Main Gearbox and Dynamic Response Optimization." Complexity 2019 (February 26, 2019): 1–13. http://dx.doi.org/10.1155/2019/5274712.

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A new mathematical modeling method, namely, the finite element method and the lumped mass method (LMM-FEM) mixed modeling, is applied to establish the overall multinode dynamic model of a four-stage helicopter main gearbox. The design of structural parameters of the shaft is the critical link in the four-stage gearbox; it affects the response of multiple input and output branches; however, only the meshing pairs were frequently shown in the dynamic model in previous research. Therefore, each shaft is also treated as a single node and the shaft parameters are coupled into the dynamic equations
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Nithin, Somehalli Kapanigowda, Krishna Hemanth, Vasanth Shamanth, and Thammaiah Ananthapadmanabha. "Internal combustion engine gearbox bearing fault prediction using J48 and random forest classifier." International Journal of Electrical and Computer Engineering (IJECE) 13, no. 4 (2023): 4467–76. https://doi.org/10.11591/ijece.v13i4.pp4467-4476.

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Defective bearings in four-stroke engines can compromise performance and efficiency. Early detection of bearing difficulties in 4-stroke engines is critical. Four-stroke gasoline engines that vibrate or make noise can be used to diagnose issues. Using time, frequency, and time-frequency domain approaches, the vibrational features of healthy and diseased tissues are examined. Problems are only detectable by vibration or sound. The fault is identified through statistical analysis of seismic and audio data using frequency and time-frequency analysis. Vibration must be minimized prior to examinati
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Somehalli Kapanigowda, Nithin, Hemanth Krishna, Shamanth Vasanth, and Ananthapadmanabha Thammaiah. "Internal combustion engine gearbox bearing fault prediction using J48 and random forest classifier." International Journal of Electrical and Computer Engineering (IJECE) 13, no. 4 (2023): 4467. http://dx.doi.org/10.11591/ijece.v13i4.pp4467-4476.

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<span lang="EN-US">Defective bearings in four-stroke engines can compromise performance and efficiency. Early detection of bearing difficulties in 4-stroke engines is critical. Four-stroke gasoline engines that vibrate or make noise can be used to diagnose issues. Using time, frequency, and time-frequency domain approaches, the vibrational features of healthy and diseased tissues are examined. Problems are only detectable by vibration or sound. The fault is identified through statistical analysis of seismic and audio data using frequency and time-frequency analysis. Vibration must be min
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Yang, Jie, Yanjiong Yue, Rupeng Zhu, Weifang Chen, and Miaomiao Li. "Dynamic Characteristics of Encased Differential Gear Train with Journal Bearing." Mathematical Problems in Engineering 2020 (April 20, 2020): 1–15. http://dx.doi.org/10.1155/2020/2436191.

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Taking the marine encased differential gear train as an example, the relationship between the journal bearing parameters and the meshing force of the transmission system is analyzed. In this paper, the dynamic model of the encased differential gear train with journal bearing is established considering the factors of time-varying meshing stiffness and comprehensive transmission error. In this dynamic model, four stiffnesses and four damping coefficients are applied to characterize the asymmetry and interaction of the oil film stiffness and damping of planet bearing. The system responses are cal
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Dao, Phong B. "On Cointegration Analysis for Condition Monitoring and Fault Detection of Wind Turbines Using SCADA Data." Energies 16, no. 5 (2023): 2352. http://dx.doi.org/10.3390/en16052352.

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Cointegration theory has been recently proposed for condition monitoring and fault detection of wind turbines. However, the existing cointegration-based methods and results presented in the literature are limited and not encouraging enough for the broader deployment of the technique. To close this research gap, this paper presents a new investigation on cointegration for wind turbine monitoring using a four-year SCADA data set acquired from a commercial wind turbine. A gearbox fault is used as a testing case to validate the analysis. A cointegration-based wind turbine monitoring model is estab
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Dissertations / Theses on the topic "Four-stage gearboxes"

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Бублик, А. В., Володимир Васильович Стрелец, Владимир Васильевич Стрелец та Volodymyr Vasylovych Strelets. "Четырехступенчатые зубчатые редукторы". Thesis, Сумский государственный университет, 2015. http://essuir.sumdu.edu.ua/handle/123456789/39890.

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Четырехступенчатый зубчатый редуктор - это механизм, состоящий из зубчатых передач, объединенных одним корпусом. Основная задача такого редуктора - в значительной мере уменьшить частоту вращения и увеличить вращающий момент на выходном валу механического привода. Зубчатые редукторы применяются практически во всех областях промышленности, а редукторный привод является одним из наиболее распространенных видов приводов современных механических систем.
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Book chapters on the topic "Four-stage gearboxes"

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Quang, Nguyen Huu, Nguyen Thanh Tu, Nguyen Hong Linh, et al. "Determining Optimum Gear Ratios for a Four-Stage Helical Gearbox for Getting Minimum Gearbox Cost." In Advances in Engineering Research and Application. Springer International Publishing, 2022. http://dx.doi.org/10.1007/978-3-030-92574-1_36.

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Conference papers on the topic "Four-stage gearboxes"

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Arafa, Hani A., and Mostafa Bedewy. "Quasi-Exact-Constraint Design of Wind Turbine Gearing." In ASME 2010 Power Conference. ASMEDC, 2010. http://dx.doi.org/10.1115/power2010-27012.

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In the past two decades the wind turbine industry has witnessed a considerable number of catastrophic accidents, many of which were due to gearbox failure. Ever increasing power ratings at decreased rotor speeds result in rotor torques of some million Nm. This imposes tooth loads and planet/pinion bearing loads on the order of a hundred tons within the first step-up stage. Such heavily loaded gearboxes, correctly (or rather innocently) designed according to the relevant codes, can be self-destructive. Due consideration should be given to the elastic environment in which the gears exist. Otherw
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Königseder, Corinna, and Kristina Shea. "Strategies for Topologic and Parametric Rule Application in Automated Design Synthesis Using Graph Grammars." In ASME 2014 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2014. http://dx.doi.org/10.1115/detc2014-34691.

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Computational Design Synthesis (CDS) is used to enable the computer to generate valid and even creative solutions for an engineering task. Graph grammars are a CDS approach in which engineering knowledge is formalized using graphs to represent designs and rules that describe possible graph transformations, i.e. changes of designs. For most engineering tasks two different kinds of rules are required: rules that change the topology and rules that change parameters of a design. One of the main challenges in CDS using both topologic and parametric rules is to decide a priori which type of rule to
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Gryllias, Konstantinos, Junyu Qi, Alexandre Mauricio, and Chenyu Liu. "Condition Monitoring of Wind Turbine Drivetrain Bearings." In ASME 2019 2nd International Offshore Wind Technical Conference. American Society of Mechanical Engineers, 2019. http://dx.doi.org/10.1115/iowtc2019-7603.

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Abstract The current pace of renewable energy development around the world is unprecedented, with offshore wind in particular proving to be an extremely valuable and reliable energy source. The global installed capacity of offshore wind turbines by the end of 2022 is expected to reach the 46.4 GW, among which 33.9 GW in Europe. Costs are critical for the future success of the offshore wind sector. The industry is pushing hard to make cost reductions to show that offshore wind is economically comparable to conventional fossil fuels. Efficiencies in Operations and Maintenance (O&M) offer pot
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Guo, Ruijie, Junhao Zeng, Yuancai Yang, Yijie Hou, Zhonghui Zhu, and Jiaming Xiong. "A Design of Electric Drive System for All-Wheel Drive Formula Student Racing Car to Improve Racing Performance." In WCX SAE World Congress Experience. SAE International, 2025. https://doi.org/10.4271/2025-01-8005.

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<div class="section abstract"><div class="htmlview paragraph">This paper introduces an innovative in-wheel electric drive system designed for all-wheel drive Formula Student Electric racing cars. The system utilized AMK's DD5-14-10-POW-18600-B5 model as the driving motor, with a gearbox transmission ratio of 13.2 determined through Optimum Lap simulation. A two-stage gear reducer was integrated into a unified hub-spoke assembly, which connected directly to the ten-inch carbon fiber rim. In this paper, three conventional FSEC planetary gear reducer shafting designs are introduced, a
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He, Shulin, Leslie Leigh, Yryiy Gmiyra, and Chris Pierce. "Contact Pattern Development of the CH-53K MGB with Split-Path Gear-Train." In Vertical Flight Society 76th Annual Forum & Technology Display. The Vertical Flight Society, 2020. http://dx.doi.org/10.4050/f-0076-2020-16333.

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The US Marines CH-53K King Stallion replaces the venerable CH-53E Super Stallion and delivers almost triple the payload over the primary mission radius of 110 nm, while maintaining the same shipboard footprint. In order to achieve this the main gearbox design had to achieve an unprecedented power density. The main gearbox is a split torque gear box with three input clusters and four dual herringbone drive pinions per cluster. This paper addresses the challenges related to contact pattern development of the MGB 3rd-stage gear meshes.
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Wang, Shuaishuai, Amir R. Nejad, and Torgeir Moan. "Design and Dynamic Analysis of a Compact 10 MW Medium Speed Gearbox for Offshore Wind Turbines." In ASME 2019 2nd International Offshore Wind Technical Conference. American Society of Mechanical Engineers, 2019. http://dx.doi.org/10.1115/iowtc2019-7617.

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Abstract This paper presents the design of a compact gearbox for the DTU 10 MW reference offshore wind turbine. An innovative gearbox concept consisting of a fixed planetary stage with a differential compound epicyclic stage is proposed. Power splitting and compound epicyclic transmission technologies are employed, which could effectively reduce the gearbox’ size. Power transmission principle of the gearbox is described, and power distribution on two transfer paths is derived by the geometrical and mechanical relationships among the components. The gearbox is designed based on the design loads
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Saari, Juha, Jari L. H. Backman, and Jouko Peussa. "Conceptual Design of a Multistage High-Speed Motor Driven Air Compressor." In ASME Turbo Expo 2008: Power for Land, Sea, and Air. ASMEDC, 2008. http://dx.doi.org/10.1115/gt2008-51353.

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Centrifugal compressors operate with relatively high rotational speeds. A high rotational speed can be reached by a gearbox-coupled standard motor or by a high-speed motor with a frequency converter. The motivation for using high-speed motors is usually related to features like performance, size and total life cycle costs. A comparison of these features for the high-speed motor and gearbox driven air compressors are presented. The delivered pressure of oil-free plant air compressors is 600–900 kPa(g). Traditional gearbox driven turbo compressors have typically two or three compressor stages. I
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Bartelmus, Walter, and Radosław Zimroz. "Gearbox Systems Dynamic Modelling for Diagnostic Fault Detection." In ASME 2003 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. ASMEDC, 2003. http://dx.doi.org/10.1115/detc2003/ptg-48080.

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The paper deals with mathematical modelling and computer simulation of a gearbox driving system with a double stage gearbox. Mathematical modelling and computer simulations are used for supporting diagnostic inference. Vibration is thought of as a signal of gear condition. It is stressed that vibration generated by gears is influenced by many factors. These factors are divided into four groups: design, production technology, operational, condition change. The condition change of a gearbox is given by gear faults that are divided into single faults such as a tooth crack or breakage or distribut
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Kumar, Vikash, Subrata Mukherjee, Sanjeev Kumar, and Somnath Sarangi. "A Comprehensive Assessment of Gearbox Tooth Faults Based on Dynamic Modelling and Machine Learning." In ASME 2022 International Mechanical Engineering Congress and Exposition. American Society of Mechanical Engineers, 2022. http://dx.doi.org/10.1115/imece2022-95672.

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Abstract This paper presents a dynamic model-based gearbox fault diagnosis using machine learning. A single-stage spur gear using an eight-degrees-of-freedom (DOF) dynamic model is developed and investigated with four gear tooth conditions, i.e., healthy tooth, 20 % tooth crack, 40 % tooth crack, and 60 % tooth crack. In the developed model, an analytically improved time-varying mesh stiffness (IAM-TVMS) model, which considers the effects of structural coupling of loaded tooth, nonlinear Hertzian contact stiffness, precise transition curve, and misalignment between base and root circle, and an
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Chong, Tae Hyong, and Inho Bae. "A New Approach to Design Multi-Stage Gear Drives Using Simulated Annealing Algorithm." In ASME 2000 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2000. http://dx.doi.org/10.1115/detc2000/ptg-14366.

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Abstract The research on the design of gear drives is mainly focused on dimensional design of single-stage gear drives. Recently, however, the need for designing multi-stage gear drives has been increased with more applications of the gear drives in high speed and small space. The design of multi-stage gear drives is a time-consuming process, because it includes some more complicated problems that are not needed to consider in the design of single-stage gear drives. The design problems include not only dimensional design but also configuration design; we have to determine number of reduction s
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