0000000000225089

AUTHOR

P. Psyllaki

showing 4 related works from this author

Prediction of surface treatment effects on the tribological performance of tool steels using artificial neural networks

2019

The present paper discussed the development of a reliable and robust artificial neural network (ANN) capable of predicting the tribological performance of three highly alloyed tool steel grades. Experimental results were obtained by performing plane-contact sliding tests under non-lubrication conditions on a pin-on-disk tribometer. The specimens were tested both in untreated state with different hardening levels, and after surface treatment of nitrocarburizing. We concluded that wear maps via ANN modeling were a user-friendly approach for the presentation of wear-related information, since they easily permitted the determination of areas under steady-state wear that were appropriate for use…

Artificial neural networkComputer science0211 other engineering and technologiesMechanical engineering02 engineering and technologyengineering.materiallcsh:Technologylcsh:ChemistrySoft computing technique0202 electrical engineering electronic engineering information engineeringGeneral Materials Sciencesoft computing techniquesInstrumentationlcsh:QH301-705.5021101 geological & geomatics engineeringFluid Flow and Transfer ProcessesArtificial neural networklcsh:TProcess Chemistry and Technologyartificial intelligence techniquesGeneral EngineeringArtificial intelligence techniqueTribologyTribological performancelcsh:QC1-999Computer Science Applicationslcsh:Biology (General)lcsh:QD1-999lcsh:TA1-2040Tool steelengineering020201 artificial intelligence & image processinglcsh:Engineering (General). Civil engineering (General)artificial neural networkslcsh:PhysicsTribometerHardening (computing)
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Simultaneous laser generation and laser ultrasonic detection of the mechanical breakdown of a coating–substrate interface

2001

Abstract The present study deals with information that could be obtained by real-time contactless monitoring of the normal displacement, due to the propagation of the longitudinal waves generated by nanosecond pulsed laser irradiation, through a transparent and porous ceramic coating deposited on a metallic substrate. These displacements were recorded in real-time at the rear surface of the specimens using a laser heterodyne interferometer and were correlated with the different steps of laser/material interaction (thermoelastic interactions, fracture of the coating–substrate interface and coating expulsion). An analytical model was developed to establish a relation between the longitudinal …

Laser ultrasonicsMaterials scienceAcoustics and Ultrasonicsbusiness.industryAtmospheric-pressure plasmaSubstrate (electronics)engineering.materialLaserlaw.inventionOpticsThermoelastic dampingCoatinglawvisual_artengineeringvisual_art.visual_art_mediumCeramicComposite materialbusinessLongitudinal waveUltrasonics
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Laser Ultrasonic Testing for Estimation of Adhesion of Al2O3Plasma Sprayed Coatings

2001

Abstract The aim of the present study was to investigate the possibility of using a laser ultrasonic technique for the estimation of the adhesion of ceramic coatings, deposited onto metallic substrates by thermal spraying techniques. For this purpose, a pulsed Nd : YAG laser (λ = 1064 nm, 14 ns) was used to irradiate Al2O3 coatings, of different thickness (30–350 µm), deposited onto stainless steel substrates by atmospheric plasma spraying. The laser generated ultrasonic waves were in situ recorded at the epicentre using a laser heterodyne interferometer. The acoustic waveforms were correlated with the interaction between the pulsed laser radiation and the coated metal, taking into account …

Materials scienceUltrasonic testingAtmospheric-pressure plasmaSurfaces and InterfacesSubstrate (electronics)engineering.materialCondensed Matter PhysicsLaserSurfaces Coatings and Filmslaw.inventionCoatinglawvisual_artMaterials Chemistryengineeringvisual_art.visual_art_mediumUltrasonic sensorCeramicComposite materialThermal sprayingSurface Engineering
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Preliminary study on the laser cleaning of stainless steels after high temperature oxidation

2000

Abstract The objective of the present work was to estimate the influence of pulsed laser irradiation on the removal of the oxide layer, which is developed on the surface of stainless steels during their exposure to high temperature oxidation. In general, this layer is a protective one, mainly against corrosion. However, in many manufacturing applications or maintenance work, the removal of the oxides is necessary; for example, the metallic surfaces should be cleaned before welding, otherwise the presence of oxides increases the tendency to brittle behaviour of the joint. In this study, a pulsed Nd:YAG laser (λ=1.064 μm, 10 ns) was used for the surface cleaning of three stainless steels with…

Materials scienceScanning electron microscopeMechanical EngineeringMetallurgyOxideWeldingCondensed Matter PhysicsLaserCorrosionlaw.inventionchemistry.chemical_compoundchemistryMechanics of MaterialslawGeneral Materials ScienceIrradiationSurface layerLayer (electronics)Materials Science and Engineering: A
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