58 research outputs found
Monitoring and characterization of abnormal process conditions in resistance spot welding
Resistance spot welding (RSW) is extensively used for sheet metal
joining of body-in-white (BIW) structure in the automobile
industry. Key parameters, such as welding current, electrode
force and welding time, are involved in the RSW process.
Appropriate welding parameters are vital for producing good
welds; otherwise, undersized weld and expulsion are likely to be
caused. For a specific type of sheet metal, an acceptable nugget
is produced when an appropriate combination of welding parameters
is used. However, undersized welds and expulsion are still
commonly seen in the plant environment, where some abnormal
process conditions could account for the production of the poor
quality welds.
Understanding the influence of abnormal process conditions on
spot weld quality and other RSW related issues is crucial. A
range of online signals, strongly related to the nugget
development history, have attracted keen interest from the
research community. Recent monitoring systems established the
applied dynamic resistance (DR) signal, and good prediction of
nugget diameter was made based on signal values. However, the DR
curves with abnormal process conditions did not agree well with
those under normal condition, making them less useful in
detecting abnormal process conditions. More importantly, none of
the existing monitoring systems have taken these abnormal process
conditions into account. In addition, electrode degradation is
one of the most important issues in the plant environment. Two
major electrode degradation mechanisms, softening and
intermetallic compound (IMC) formation, are strongly related to
the characteristics of welding parameters and sheet metals.
Electrode misalignment creates a very distinct temperature
history of the electrode tip face, and is believed to affect the
electrode degradation mechanism. Though previous studies have
shown that electrode misalignment can shorten electrode life, the
detailed mechanism is still not understood.
In this study, an online-monitoring system based on DR curve was
first established via a random forest (RF) model. The samples
included individual welds on the tensile shear test sample and
welds on the same sheet, considering the airgap and shunting
effect. It was found that the RF model achieved a high
classification accuracy between good and poor welds. However, the
DR signals were affected by the shunting distance, and they
displayed opposite trends against individual welds made without
any shunting effect. Furthermore, a suitable online signal,
electrode displacement (ED), was proposed for monitoring abnormal
process conditions such as shunting, air gap and close edged
welds. Related to the thermal expansion of sheet metal, ED showed
good consistency of profile features and actual nugget diameters
between abnormal and normal welds. Next, the influence of
electrode misalignment on electrode degradation of galvannealed
steel was qualitatively and quantitatively investigated. A
much-reduced electrode life was found under the angular
misalignment of 5°. Pitting and electrode softening were
accelerated on the misaligned electrodes. δ Fe-Zn phase from the
galvannealed layer that extends electrodes was found
non-uniformly distributed on the worn electrode. Furthermore,
electron backscatter diffraction (EBSD) analysis was implemented
on the worn electrode, showing marked reduction in grain diameter
and aspect ratio. The grain deformation capacity was estimated by
the distribution of the Taylor factor, where the portion of
pore grain was substantially weakened in the recrystallized
region compared to the base metal region
Ultrasonic Real-Time Quality Monitoring Of Aluminum Spot Weld Process
The real-time ultrasonic spot weld monitoring system, introduced by our research group, has been designed for the unsupervised quality characterization of the spot welding process. It comprises the ultrasonic transducer (probe) built into one of the welding electrodes and an electronics hardware unit which gathers information from the transducer, performs real-time weld quality characterization and communicates with the robot programmable logic controller (PLC). The system has been fully developed for the inspection of spot welds manufactured in steel alloys, and has been mainly applied in the automotive industry. In recent years, a variety of materials have been introduced to the automotive industry. These include high strength steels, magnesium alloys, and aluminum alloys. Aluminum alloys have been of particular interest due to their high strength-to-weight ratio. Resistance spot welding requirements for aluminum vary greatly from those of steel. Additionally, the oxide film formed on the aluminum surface increases the heat generation between the copper electrodes and the aluminum plates leading to accelerated electrode deterioration. Preliminary studies showed that the real-time quality inspection system was not able to monitor spot welds manufactured with aluminum. The extensive experimental research, finite element modelling of the aluminum welding process and finite difference modeling of the acoustic wave propagation through the aluminum spot welds presented in this dissertation, revealed that the thermodynamics and hence the acoustic wave propagation through an aluminum and a steel spot weld differ significantly. For this reason, the hardware requirements and the algorithms developed to determine the welds quality from the ultrasonic data used on steel, no longer apply on aluminum spot welds. After updating the system and designing the required algorithms, parameters such as liquid nugget penetration and nugget diameter were available in the ultrasonic data acquired during the aluminum welding process. Finally, a fuzzy system was designed to receive these parameters and determine the weld quality
An investigation into the prognosis of electromagnetic relays.
Electrical contacts provide a well-proven solution to switching various loads in a wide variety of applications, such as power distribution, control applications, automotive and telecommunications. However, electrical contacts are known for limited reliability due to degradation effects upon the switching contacts due to arcing and fretting. Essentially, the life of the device may be determined by the limited life of the contacts. Failure to trip, spurious tripping and contact welding can, in critical applications such as control systems for avionics and nuclear power application, cause significant costs due to downtime, as well as safety implications.
Prognostics provides a way to assess the remaining useful life (RUL) of a component based on its current state of health and its anticipated future usage and operating conditions. In this thesis, the effects of contact wear on a set of electromagnetic relays used in an avionic power controller is examined, and how contact resistance combined with a prognostic approach, can be used to ascertain the RUL of the device.
Two methodologies are presented, firstly a Physics based Model (PbM) of the degradation using the predicted material loss due to arc damage. Secondly a computationally efficient technique using posterior degradation data to form a state space model in real time via a Sliding Window Recursive Least Squares (SWRLS) algorithm.
Health monitoring using the presented techniques can provide knowledge of impending failure in high reliability applications where the risks associated with loss-of-functionality are too high to endure. The future states of the systems has been estimated based on a Particle and Kalman-filter projection of the models via a Bayesian framework. Performance of the prognostication health management algorithm during the contacts life has been quantified using performance evaluation metrics. Model predictions have been correlated with experimental data. Prognostic metrics including Prognostic Horizon (PH), alpha-Lamda (α-λ), and Relative Accuracy have been used to assess the performance of the damage proxies and a comparison of the two models made
NASA Tech Briefs, August 1994
Topics covered include: Computer Hardware; Electronic Components and Circuits; Electronic Systems; Physical Sciences; Materials; Computer Programs; Mechanics; Machinery; Fabrication Technology; Mathematics and Information Sciences; Life Sciences; Books and Reports
Proceedings of the Scientific-Practical Conference "Research and Development - 2016"
talent management; sensor arrays; automatic speech recognition; dry separation technology; oil production; oil waste; laser technolog
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Statistical analysis of deterministic textures in steel sheet production
This thesis was submitted for the degree of Doctor of Philosophy and awarded by Brunel University, 24/06/2004.Textured surfaces are universally adopted in the steel sheet production industry, and manufacturers are continuously improving the quality of the finished products through intense research in the surface characterisation field. Deterministic Surfaces are textured with specifically designed rolls in order to present a certain degree of regularity, which allows better control over the functional behaviour of the metal sheets. The regularity of the texture impressed on the steel sheets also allows unconventional approaches to surface characterisation and to the assessment of the texture's structure. Statistical analysis is the most effective way to target the isolation of the deterministic part of the surface, which represents the desired product, from the stochastic part, called ‘noise’ and associated with the inaccuracies of production and measurement. This work addresses the problem of characterisation of deterministic textures through statistical analysis, proposing innovative filtering techniques aimed at the realisation of an On-line Process Control System. Firstly the techniques proposed are theoretically formulated and studied, addressing in particular the physical meaning of the geometrical parameters extracted through statistical analysis of highly correlated portions of the textures. A method for isolating the deterministic textures present on a surface, called the Statistical Surface Filter, is presented and discussed in detail, and tested on existing laboratory samples. Secondly the filter is applied to preliminary measurements acquired by an innovative on-line measurement system currently under development, and evidence is shown that the technique is effective in separating the information regarding the regular patterns from the stochastic noise. The possible applications to on-line Statistical Process Control are discussed. Thirdly, the Statistical Surface Filter is tested on a set of measurements representing texturing rolls and textured sheets with different characteristics; statistical analysis of the surface parameters extracted from the filtered surfaces show that the technique allows the assessment of the different contributions of the various stages of the texturing process to the final product. Finally, a software package is implemented for the practical application of the filtering techniques and the parameters extraction; the algorithms that perform the statistical filtering are described and discussed, concluding with the operations of optimisation and fine-tuning for production-line implementation
Proceedings of the Scientific-Practical Conference "Research and Development - 2016"
talent management; sensor arrays; automatic speech recognition; dry separation technology; oil production; oil waste; laser technolog
NASA Tech Briefs, June 1993
Topics include: Imaging Technology: Electronic Components and Circuits; Electronic Systems; Physical Sciences; Materials; Computer Programs; Mechanics; Machinery; Fabrication Technology; Mathematics and Information Sciences; Life Sciences
Removal of cardiovascular obstructions by spark erosion
Coronary atherosclerosis, leading to coronary
artery stenosis, is the main cause for ischemic
health disease in the Westem countries. Stenoses
manifest themselves by limiting blood supply to
the myocardium thus causing complaints. A long
history of degenerative atherosclerotic disease of
the intimal wall of the coronary vessels has usually
preceded these events. Probably because of
this long term process the composition of the accumulated
obstructive tissue is quite heterogeneous
and consists of a variety of cells and extra
cellular material like lipid containing macrophages,
smooth muscle cells, Illonocytes, collagen.
cholesterol crystals and calcium. In addition,
fresh or organized thrombi may have been deposited
on these plaques. Regression of these lesions
may be obtained by lifestyle changes or
lipid lowering therapy. The acute invasive removal
of such complex lesions, however, cannot
be achieved by applying simple mechanical or
chemical means
Research Reports: 1997 NASA/ASEE Summer Faculty Fellowship Program
For the 33rd consecutive year, a NASA/ASEE Summer Faculty Fellowship Program was conducted at the Marshall Space Flight Center (MSFC). The program was conducted by the University of Alabama in Huntsville and MSFC during the period June 2, 1997 through August 8, 1997. Operated under the auspices of the American Society for Engineering Education, the MSFC program was sponsored by the Higher Education Branch, Education Division, NASA Headquarters, Washington, D.C. The basic objectives of the program, which are in the 34th year of operation nationally, are: (1) to further the professional knowledge of qualified engineering and science faculty members; (2) to stimulate an exchange of ideas between participants and NASA; (3) to enrich and refresh the research and teaching activities of the participants' institutions; and (4) to contribute to the research objectives of the NASA centers. The Faculty Fellows spent 10 weeks at MSFC engaged in a research project compatible with their interests and background and worked in collaboration with a NASA/MSFC colleague. This document is a compilation of Fellows' reports on their research during the summer of 1997. The University of Alabama in Huntsville presents the Co-Directors' report on the administrative operations of the program. Further information can be obtained by contacting any of the editors
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