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Vibration condition monitoring and fault classification of rolling element bearings utilising Kohonen's self-organising mapsNkuna, Jay Shipalani Rhulani 09 1900 (has links)
Thesis. (M. Tech. (Mechanical Engineering))--Vaal University of Technology / Bearing condition monitoring and fault diagnosis have been studied for many years.
Popular techniques are applied through advanced signal processing and pattern
recognition technologies. The subject of the research was vibration condition monitoring of incipient damage in rolling element bearings. The research was confined to deep-groove ball bearings because of their common applications in industry. The aim of the research was to apply neural networks to vibration condition monitoring of rolling element bearings. Kohonen's Self-Organising Feature Map is the neural network that was used to enable an automatic condition monitoring system.
Bearing vibration is induced during bearing operation and the main cause is bearing
friction, which ultimately causes wear and incipient spalling in a rolling element
bearing. To obtain rolling element bearing vibrations a condition monitoring test rig
for rolling element bearings had to be designed and built. A digital vibration
measurement acquisition environment was created in Labview and Matlab. Data from
the bearing test rig was recorded with a piezoelectric accelerometer, and an S-type
load cell connected to dynamic signal analysis cards. The vibration measurement
instrumentation was cost-effective and yielded accurate and repeatable measurements.
Defects on rolling element bearings were artificially inflicted so that a pattern of
bearing defects could be established. An input data format of vibration statistical
parameters was created using the time and frequency domain signals. Kohonen's
Self-Organising Feature Maps were trained in the input data, utilising an unsupervised, competitive learning algorithm and vector quantisation to cluster the bearing defects on a two-dimensional topographical map.
A new practical dimension to condition monitoring of rolling element bearings was
developed. The use of time domain and frequency domain analysis of bearing
vibration has been combined with a visual and classification analysis of distinct
bearing defects through the application of the Self-Organising Feature Map. This is a
suitable technique for rolling element bearing defect detection, remaining bearing life estimation and to assist in planning maintenance schedules. / National Research Foundation; Council for Scientific and Industrial
Research
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State increment dynamic programming and the industrial management systemsDesai, Anshuman Krishnakant. January 1979 (has links)
Call number: LD2668 .T4 1979 D46 / Master of Science
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Mechanical shock values applied in condition monitoring of bearings operating under variable speed and load conditionsOlivier, Allan Andre 08 1900 (has links)
M. Tech. (Mechanical Engineering) Vaal University of Technology / Monitoring the condition of equipment in industry is very important to prevent unplanned breakdowns and to prolong their life. This is necessary, since it is not always economically viable to stop equipment at regular intervals to do maintenance. Failure on machines can lead to high repair costs and production losses. It is thus of paramount importance that early failure symptoms be identified by means of condition monitoring.
This study in the field of condition monitoring is performed to determine if the mechanical shock values induced in defect bearings could be used to measure the condition of a bearing while operating under variable speed and variable load. Variable speed and variable load is becoming more popular in industry because variable speed drives applications ensure effective process control. Variable speed application, cause fault frequencies to fluctuate and therefore vibration applications for constant speed applications, which are speed-dependent, can no longer apply.
Vibration-monitoring techniques that have applied for many years have now become obsolete in these variable speed applications.
Methods such as Short Time Fourier Transformation (STFT), time scale like wavelet transform, and Order tracking has been applied in variable speed applications with some success. These methods analyses the vibration phases on the signal buy compensating for the speed changes. In this thesis, the Shock pulse method is selected as the analyses tool to measure the mechanical shock. Shock pulse monitoring does not focus on the vibration phases but measures in a small-time window when mechanical shocks are induced in the bearing material before the vibration phase.
There is very little documented research in the field of mechanical shock pulse monitoring for conditions of variable speed and variable loads, and therefore this research focuses on recording these mechanical shock values by empirical tests. The tests were performed on a bearing with an induced defect on the outer race. The rolling element of the bearing strikes the defect and the mechanical shock value (dBsv) is measured. The mechanical shock is measured with the Shock pulse method in a small-time window before vibration occurs. In this time window, the dBsv is recorded over time to provide diagnostic information of the bearing during acceleration, deceleration and various loading conditions. These mechanical shocks are elastic waves that mirror the impact-contact-force's time function and the Shock pulse monitoring accelerometer, which is tuned to 32 kHz, will respond to the elastic wave fronts with transient amplitudes proportional to the square of the impact velocities.
The mechanical shock values were analysed and reoccurring fault levels were identified on each empirical test. These recurring events from the empirical tests were used as primary data for analysis in this research. These tests were performed on a bearing with an induced failure and it was found that the dBsv measured over time could not be used to monitor the condition of the bearing under variable speed applications. This was because the dBsv changed as the speed increased. To overcome this problem Sohoel’s theory was applied and the initial mechanical shock value (dBi) was calculated for the bearing. The dbi value was subtracted from the dBsv and a value called the maximum mechanical shock value (dBm) was obtained. The dBm values stayed constant for the duration of the test and this allowed the condition of the bearing to be measured under variable speed and variable load conditions with some exception.
The exception to the findings was that the dBm values stayed constant during acceleration phases, but during the deceleration phases the values were erratic and scattered. At speed below 200rpm the dBm values did not stay constant and therefore it was concluded that the dBm value recorded the best results only when thrust on the bearing was maximum. The other exception was under no-load conditions. The values were erratic and scattered, and therefore the results were not a true reflection of the bearing condition. The third exception was that the results on bearings with various loads remained constant during increased load changes unless the loading was erratic. During erratic load changes, the results were affected. The results also indicated that the larger the defect on the bearing raceway, the higher the dBm values were. Multipil defects on the bearing race ways were not part of this thesis and this gives an opertunity for futher research.
The Shock pulse monitoring technique was 100% successful in monitoring the bearing condition only while the speed of the bearing was increasing.
The results obtained in this work demonstrated that the condition of bearings can be monitored in applications of variable speed and variable load if the exception are eliminated and to obtain conclusive results the mechanical shock pulses should be measured over time and not be used as once-off value.
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Rupture Point Movement in Journal BearingsBara, Richard J. 07 June 2004 (has links)
"Two most important events in the history of lubrication theory are attributed to Reynolds and Sommerfeld. Reynolds derived the governing equations for lubricating films in simplifying the Navier-Stokes equations considering thin-film effects. Sommerfeld obtained a closed form analytical solution to the Reynolds equation for the long bearing (one-dimensional case) with fixed constant eccentricity which results in a point symmetric pressure profile compared to an arbitrary (ambient) level. In attempting to reconcile with experimental evidence, Gumbel advanced the argument that sub-ambient pressure in a fluid film is not possible. On the basis that the fluid film would rupture, he put forth that the sub-ambient portion of the Sommerfeld solution should be discarded, a proposition that is commonly recognized as the half-Sommerfeld solution (of Gumbel). Ever since Gumbel suggested this improvement, much interest remains regarding the physical process of rupture in bearing lubricating films. In lubrication literature, cavitation is used interchangeably with rupture to indicate a condition in which an abundance of a gas phase, essentially ambient air, is present in a portion of the bearing clearance. A cogent two-phase morphology for addressing cavitation in long bearings is postulated in order to predict time-dependent fluid behavior from an initial state that is a generalization of Gumbel’s half-Sommerfeld solution. The ultimate steady-state is presumed to satisfy the hypothesis of Swift and Stieber that an ambient condition is reached by the rupture point at an unspecified location simultaneously with a vanishing pressure gradient. A trans-rupture continuity equation, as proposed by Olsson, determines a formula for the speed of a moving rupture point requiring a specific model of the two-phase flow in the rupture region. Employing an adhered film model, sequential application of Olsson’s equation to the rupture points of the intermediate states between the half-Sommerfeld and Swift-Stieber states renders an interpretation of a time-dependent progression towards a steady-state solution. Closed form analytical formulas, which readily combine to provide an exact solution to the Reynolds equation are derived with the start (formation point) of the full-film other than the customary bearing maximum gap and with the rupture point at any assigned intermediate location. Each valid solution for an intermediate state yields an invariant flux that must satisfy a window of constraints to exclude the possibility of sub-ambient pressures. A complete set of such valid solutions exists for each fixed eccentricity and can be depicted as a contour plot of the invariant flux with formation and rupture points as coordinates. The method can readily be extended to two-dimensions, offering a promising alternative to the Elrod cavitation algorithm, which is commonly used in more comprehensive bearing analyses."
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Diagnostics, prognostics and fault simulation for rolling element bearingsSawalhi, Nader, Mechanical & Manufacturing Engineering, Faculty of Engineering, UNSW January 2007 (has links)
Vibration signals generated from spalled elements in rolling element bearings (REBs) are investigated in this thesis. A novel signal-processing algorithm to diagnose localized faults in rolling element bearings has been developed and tested on a variety of signals. The algorithm is based on Spectral Kurtosis (SK), which has special qualities for detecting REBs faults. The algorithm includes three steps. It starts by pre-whitening the signal's power spectral density using an autoregressive (AR) model. The impulses, which are contained in the residual of the AR model, are then enhanced using the minimum entropy deconvolution (MED) technique, which effectively deconvolves the effect of the transmission path and clarifies the impulses. Finally the output of the MED filter is decomposed using complex Morlet wavelets and the SK is calculated to select the best filter for the envelope analysis. Results show the superiority of the developed algorithm and its effectiveness in extracting fault features from the raw vibration signal. The problem of modelling the vibration signals from a spalled bearing in a gearbox environment is discussed. This problem has been addressed through the incorporation of a time varying, non-linear stiffness bearing model into a previously developed gear model. It has the new capacity of modeling localized faults and extended faults in the different components of the bearing. The simulated signals were found to have the same basic characteristics as measured signals, and moreover were found to have a characteristic seen in the measured signals, and also referred to in the literature, of double pulses corresponding to entry into and exit from a localized fault, which could be made more evident by the MED technique. The simulation model is useful for producing typical fault signals from gearboxes to test new diagnostic algorithms, and also prognostic algorithms. The thesis provides two main tools (SK algorithm and the gear bearing simulation model), which could be effectively employed to develop a successful prognostic model.
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An investigation of the wear and lubrication of a thrust washer system in an automatic transmission planetary gearsetJackson, Robert Lee, III 05 1900 (has links)
No description available.
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Diagnostics, prognostics and fault simulation for rolling element bearingsSawalhi, Nader, Mechanical & Manufacturing Engineering, Faculty of Engineering, UNSW January 2007 (has links)
Vibration signals generated from spalled elements in rolling element bearings (REBs) are investigated in this thesis. A novel signal-processing algorithm to diagnose localized faults in rolling element bearings has been developed and tested on a variety of signals. The algorithm is based on Spectral Kurtosis (SK), which has special qualities for detecting REBs faults. The algorithm includes three steps. It starts by pre-whitening the signal's power spectral density using an autoregressive (AR) model. The impulses, which are contained in the residual of the AR model, are then enhanced using the minimum entropy deconvolution (MED) technique, which effectively deconvolves the effect of the transmission path and clarifies the impulses. Finally the output of the MED filter is decomposed using complex Morlet wavelets and the SK is calculated to select the best filter for the envelope analysis. Results show the superiority of the developed algorithm and its effectiveness in extracting fault features from the raw vibration signal. The problem of modelling the vibration signals from a spalled bearing in a gearbox environment is discussed. This problem has been addressed through the incorporation of a time varying, non-linear stiffness bearing model into a previously developed gear model. It has the new capacity of modeling localized faults and extended faults in the different components of the bearing. The simulated signals were found to have the same basic characteristics as measured signals, and moreover were found to have a characteristic seen in the measured signals, and also referred to in the literature, of double pulses corresponding to entry into and exit from a localized fault, which could be made more evident by the MED technique. The simulation model is useful for producing typical fault signals from gearboxes to test new diagnostic algorithms, and also prognostic algorithms. The thesis provides two main tools (SK algorithm and the gear bearing simulation model), which could be effectively employed to develop a successful prognostic model.
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Cordless linear synchronous motor material handling system for computer integrated manufacturing.Lindsay, Craig Vaughn. January 2000 (has links)
Advanced material handling systems' impact on flexible manufacturing systems (FMS) have
increased the efficiency and work rate over conventional manufacturing assemblies. The
interaction of automated guided vehicles (AGVs), roller conveyors and conveyor belts with
robots and machine tools forms highly sophisticated assembly operations.
Whilst material handling in FMS today is conventionally used to transport assembly units
from one work station to another, it does not take an active role in the manufacturing process.
With manufacturers implementing more advanced manufacturing principles to perform agile
manufacturing, there is a growing need to implement "smarter" material handling systems that
would perform essential, integral roles in the assembly process.
This research outlines the development of a cordless linear synchronous motor (CLSM)
material handling system. The CLSM incorporates a permanent magnet courier that moves
without tether restrictions on an integrated reverse air bearing system which eliminates
friction. The CLSM provides a material handling system with enhanced travel, flexibility and
accuracy. The CLSM material handling system is designed to integrate with overhead
manipulators and part feeders to form a comprehensive flexible manufacturing system.
This research covers the 2-D finite element modeling (FEM) used to determine the CLSM's
optimal parameters. The development of the motor windings design and construction, together
with the control system for the CLSM, is also covered. The CLSM novel air bearing system
is outlined and compared to other conventional linear bearing systems. The possible impact
of the CLSM on current manufacturing systems is explored to determine the validity of the
research project and possible further research opportunities. / Thesis (M.Sc.Eng)-University of Natal, Durban, 2000.
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Influence of microstructure in rolling contact fatigue of bearing steels with inclusionsAlley, Erick Shaw 06 April 2009 (has links)
The use of bearings can be found in virtually all aspects of mechanical systems today. Reliability of these critical components is an important issue. Fatigue performance of bearings is a function of many factors, including service conditions, loading, material properties, environmental factors, and manufacturing processes. Crack nucleation, first spall generation and spall growth in rolling contact fatigue are known to be highly sensitive to the heterogeneity of the microstructure. Yet the current state-of-the-art in the design of high performance bearing materials and microstructures is highly empirical requiring substantial lengthy experimental testing to validate the reliability and performance of these new materials and processes. The approach presented here is designed to determine relative rolling contact fatigue performance as a function of microstructural attributes.
A fully three-dimensional finite element modeling allows for end effects to be captured that were not previously possible with two-dimensional plane-strain models, providing for a more realistic assessment of inclusion morphology and arbitrary orientations. The scaling of the finite element models has been optimized to capture the cyclic microplasticity around a modeled inclusion accurately and efficiently. To achieve this, two scales of geometric models were developed to incorporate different sized microstructural phenomena, with both models using traction boundary conditions derived from Hertzian contact stresses.
A microstructure-sensitive material model adds additional capability. A hybrid model that includes both martensite and austenite phases with additional internal state variable to track the volume fraction of retained austenite due to stress-assisted transformation were developed. This represents an advance over previous models where transform plasticity and crystal plasticity were not simultaneously accounted for in a homogenized element containing both phases.
Important links between microstructural features and fatigue indicator parameters (and relative fatigue performance) were determined. Demonstration cases show the relationship between inclusion orientation and relative fatigue performance, allowing for the identification of critical angles which maximize fatigue and reduce performance. An additional case study showed that increasing initial volume fraction of retained austenite reduces relative fatigue life. The tools developed allow for investigations of the influence of many microstructural aspects on relative fatigue performance with a numerical model that were not previously possible.
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Microestrutura, propriedades mecânicas e tribológicas de metal patente depositado por aspersão térmica / Microstructure, mechanical and tribological properties of patent metal deposited by thermal sprayAlcover Junior, Paulo Roberto Campos 18 May 2017 (has links)
Capes; Fundação Araucária / Mancais de deslizamento são elementos de máquinas que detém considerável importância, pois são empregados em diversos ramos da indústria. Estes componentes operam pela interação entre ligas de metal patente, depositadas na sua superfície interior, com o eixo de rotação. Ligas de metal patente são basicamente ligas a base de estanho, que oferecem vantagens pelo baixo coeficiente de atrito, alta ductilidade e boa tenacidade, que ao longo da operação, absorvem a energia gerada pelo rolamento do eixo, atribuindo ao sistema maior vida útil e confiabilidade. Neste trabalho foram avaliadas as alterações microestruturais e propriedades mecânicas de uma liga de metal patente depositada por diferentes processos de aspersão térmica, em relação aos revestimentos de metal patente depositados por métodos convencionais. O objetivo desta pesquisa foi de avaliar as modificações microestruturais, propriedades mecânicas e tribológicas de revestimentos depositados por diferentes processos de deposição por aspersão térmica. As deposições, por aspersão térmica, foram realizadas por dois processos distintos, sendo estes: arco elétrico, Arc Spray Process – ASP e aspersão a chama, Flame Spray – FS. Analisou-se a influência do processo de deposição sobre a microestrutura, formação de poros, morfologia, microdureza, aderência do revestimento, bem como o comportamento tribológico dos revestimentos. Os processos de aspersão promoveram revestimentos com maior teor de poros, entretanto ainda aceitáveis por norma. Observou-se que os processos de aspersão térmica originaram revestimentos com menor formação de precipitados que os métodos convencionais, todavia com maior formação de precipitados CuSn, em função da temperatura e das taxas de resfriamento alcançadas, o que eleva a tenacidade da liga, sem alterar significativamente sua dureza. O comportamento tribológico dos revestimentos obtidos por aspersão térmica indicaram níveis de desgastes inferiores, porém com maior coeficiente de atrito. Observou-se uma maior estabilidade do coeficiente de atrito e menor dispersão ao longo do ensaio tribológico, o que garante maior estabilidade dinâmica do revestimento frente ao deslizamento. / Sliding bearings are mechanical elements which hold considerably large importance, for their use on many branches of industry. These elements operate via interaction between Babbitt metals, deposited on the inner surface, with the rotating axle. Babbitt metals are basically tin or lead-based alloys, which convey the applicational advantages of low friction coefficient, high ductility, and good toughness, that during the operation, absorb the energy generated by the axle bearing, as well as the shock waves resultant of the system fluctuations, giving the system longer lifespan and reliability. This work will make the characterization of a Babbitt metal alloy deposited by different thermal spray processes, comparing the same alloy deposited by conventional methods, with the goal of evaluating how the resulting microstructure and mechanical properties of the deposition processes will be affected by the different thermal spraying methods. The chemical composition of the coatings and the micro hardness will also be evaluated. Additionally, factors such as adherence and tribological behavior of the coatings will be analyzed. Thus allowing us to compare the microstructures, mechanical and tribological properties with the conventional coatings methods. It was observed that the thermal spray processes resulted in coatings with lower precipitate formation than conventional methods, however with a higher formation of CuSn precipitates, as a function of the temperature and the cooling rates achieved, which increases the bond strength without changing hardness. The tribological behavior of the coatings obtained by thermal spraying showed lower wear level, but the coefficient of friction observed is higher, compared with the Babbit alloy deposited by conventional process. It was observed that coefficient of friction was more stable and less dispersion throughout the tribological test, which greater dynamic stability to the coating for sleeve.
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