Sheet Metal Forming Processes And Applications.pdf Free 🎮

Sheet Metal Forming Processes And Applications.pdf

this subsection provides an overview of the literature on ml applications in sheet metal forming. table 1 shows a comparative outline of ml applications in the prediction of forming defects [ 9, 13, 15, 20, 22, 25, 28, 30, 32, 39, 41 ]), which is the focus of the current work. additional applications include: (i) material parameters’ identification (e.g. [ 1, 2, 3, 6 ]); (ii) bend angles’ prediction in laser forming processes (e. [ 7, 10 ]); (iii) die roll height prediction in fine blanking (e. [ 43, 48 ]); (iv) optimization of incremental sheet metal forming processes (e. [ 12, 17, 44 ]).

in this work, an approach to extract information from a sheet metal forming processes, exposed to sources of scatter in the material properties and process parameters, is proposed in order to enable the prediction of defects. the motivation is to reduce the costs and the time spent in the production of defective sheet metal components, i.e. contributing to improve the industrys efficiency. machine learning (ml) techniques are used, assuming that they can build models able to generalize well in unseen data. in this context, an empirical analysis of performance of ml techniques is conducted, considering single and ensemble classifiers. these are trained using data sets populated with numerical simulation results of two sheet metal forming processes: u-channel and square cup.

plastic deformation, not metal-metal deformation, is much more difficult and usually requires a much larger displacement volume. most steel or iron plating processes are nothing more than a heat treatment applied to other metal surface(s) (e.g. plastic deformation of heavy plating on a steel surface)..

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Forming processes have become very important for engineering applications in recent years, in particular. Concurrent with the evolution of forming technology is the increased necessity to .Optical fibers which were originally designed for transmission of light, now have uses in other fields. In particular, fibers which have been designed for the transmission of very high power and/or short wavelength light, such as fibers having a zero dispersion wavelength (ZDW) in the ultraviolet, are finding increasing uses in medical applications.
A typical prior art fiber for medical applications is shown in FIG. 1. The fiber 10 includes a core 12 and a cladding 14. A heater 16 is inserted in the cladding 14 and the inner diameter of the cladding 14 is slightly larger than the diameter of the core 12. The diameter of the cladding 14 is typically between about 0.5 to 1.5.mu.m. This type of configuration is referred to as “flat top” because the lower part of the cladding 14 is wider than the top part of the cladding 14. The cladding 14 is transparent to the light which is intended to be transmitted through the core 12 of the fiber 10. The cladding 14 is typically made of a glass having a refractive index of 1.5 to 1.6.
The heater 16 is inserted in the cladding 14. The heater 16 is used to heat the cladding 14 to raise the temperature of the cladding 14 to a desired elevated temperature. The heater 16 can be coupled to a thermal supply circuit, such as a Peltier module, to control the temperature of the cladding 14. The heater 16 also serves to prevent the cladding 14 from cooling when the light is introduced into the fiber 10.
When the fiber 10 is exposed to light, the light is transmitted through the core 12 of the fiber 10 to an application. A problem with the fiber 10 is that the cladding 14 is inefficient. Because of the relatively large inner diameter of the cladding 14, an appreciable amount of the light which is introduced into the core 12 of the fiber 10 is reflected from the interface between the core 12 and the cladding 14 due to total internal reflection. Since the cladding 14 is transparent to light in the visible range, the problem of reflection from the interface between the core 12 and the cladding 14 is not significant in this range. However, since the wavelength of the light which is to be transmitted through the core 12 is much shorter than the wavelength of light in the visible range
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