Variation and artificial neural network prediction of profile areas during slant type taper profiling of triangle at different machining parameters on Hastelloy X by wire electric discharge machining

dc.contributor.authorManoj, I.V.
dc.contributor.authorNarendranath, S.
dc.date.accessioned2026-02-05T09:27:51Z
dc.date.issued2020
dc.description.abstractIn the present research work, an in-house developed fixture is used to achieve taper profiles which avoids the disadvantages in convention tapering operation in wire electric discharge machining like wire bend, inaccuracies in taper, insufficient flushing, guide wear etc. A simple triangular profile was machined at 0°, 15° and 30° slant/taper angles. These taper profile areas are investigated for various machining parameters like wire guide distance, corner dwell time, wire offset and cutting speed override. It is observed that as the wire guide distance and cutting speed override increases, the profile area decreases. Whereas in case of wire offset, as offset increases the profile areas also increase. The corner dwell time parameter do not effect on the profile area. The taper profile areas measured highest at 30° followed by 15° and 0° slant angles. This is due to the workpiece placed at different angles during machining with the aid of fixture to obtain taper profile. The taper angle represents the angularity of slant triangular profiles. As the slant angle increases the variation in taper error also increases due to higher wire vibration. An artificial neural network model is developed for the prediction of these areas at a different slant angle. The model is validated experimentally where the errors in prediction ranged from 1% to 9%. In conclusion, it can be noticed that the machining parameters and slant angle influence on profiles irrespective of their dimensions. © IMechE 2020.
dc.identifier.citationProceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering, 2020, 234, 6, pp. 673-683
dc.identifier.issn9544089
dc.identifier.urihttps://doi.org/10.1177/0954408920938614
dc.identifier.urihttps://idr.nitk.ac.in/handle/123456789/23584
dc.publisherSAGE Publications Ltd
dc.subjectCutting
dc.subjectElectric discharge machining
dc.subjectElectric discharges
dc.subjectFixtures (tooling)
dc.subjectForecasting
dc.subjectMachining centers
dc.subjectNeural networks
dc.subjectArtificial neural network modeling
dc.subjectCutting speed
dc.subjectMachining parameters
dc.subjectTaper angles
dc.subjectTaper profiles
dc.subjectTriangular profiles
dc.subjectWire electric discharge machining
dc.subjectWire vibrations
dc.subjectWire
dc.titleVariation and artificial neural network prediction of profile areas during slant type taper profiling of triangle at different machining parameters on Hastelloy X by wire electric discharge machining

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