Surface Defects Detection on Pressure Die Castings by Machine Learning Exploiting Machine Vision Features

Papagianni, Zoe; Vosniakos, George-Christopher

doi:10.1007/978-3-031-06025-0_6

Cited by 1 publication

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References 18 publications

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“…The processes leading to damage and failure of machine parts [28]: plastic deformation, which changes the stress-strain state of the parts and machines; fatigue under static and cyclic loads; thermal destruction due to a change in the structure of the material when heated to a critical temperature; destruction under the influence of an aggressive environment; wear of parts and products due to friction. forecasting their evolution at various substages and stages of the parts' life cycles [26,27,29,33,38,45,55,56].…”

Section: The Use Of Macrohardness For the Analysis Of Wear Processes ...mentioning

confidence: 99%

Control of the parameters of the surface layer of steel parts during their processing applying the material homogeneity criterion

Yaroslav,

Vadym,

Olha

et al. 2024

Eksploatacja i Niezawodność – Maintenance and Reliability

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The main goal of the presented research is to assess the technological damageability of the material, which can be used as a criterion for analyzing the technological route of product machining in the "blank-workpiece-final part" technological chain. This technological chain is examined in detail in the most important stages of the life cycles of mechanical engineering products in order to take into account the principles of technological inheritability of their characteristics and quality parameters. The technological inheritability of the properties of the surface layers of machines and mechanisms parts from steel during their machining evaluates and predicts the transformation of the structurally heterogeneous material obtained after the production of blanks into the structurally homogeneous material of the final parts. The procedure for evaluating the homogeneity of the processed material for each technological step by the LM hardness method is presented. The developed methodology was implemented and proven during the manufacturing process of the conveyor belt drive drum shaft.

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Section: The Use Of Macrohardness For the Analysis Of Wear Processes ...mentioning

confidence: 99%

Control of the parameters of the surface layer of steel parts during their processing applying the material homogeneity criterion

Yaroslav,

Vadym,

Olha

et al. 2024

Eksploatacja i Niezawodność – Maintenance and Reliability

View full text Add to dashboard Cite

show abstract

Surface Defects Detection on Pressure Die Castings by Machine Learning Exploiting Machine Vision Features

Cited by 1 publication

References 18 publications

Control of the parameters of the surface layer of steel parts during their processing applying the material homogeneity criterion

Control of the parameters of the surface layer of steel parts during their processing applying the material homogeneity criterion

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