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Vickers hardness prediction from machine learning methods [PDF]

open access: yesScientific Reports, 2022
The search for new superhard materials is of great interest for extreme industrial applications. However, the theoretical prediction of hardness is still a challenge for the scientific community, given the difficulty of modeling plastic behavior of ...
Viviana Dovale-Farelo   +4 more
doaj   +4 more sources

Automatic Method for Vickers Hardness Estimation by Image Processing [PDF]

open access: yesJournal of Imaging, 2022
Hardness is one of the most important mechanical properties of materials, since it is used to estimate their quality and to determine their suitability for a particular application. One method of determining quality is the Vickers hardness test, in which
Jonatan D. Polanco   +4 more
doaj   +4 more sources

The use of a vickers indenter in depth sensing indentation for measuring elastic modulus and vickers hardness [PDF]

open access: diamondMaterials Research, 2004
Depth sensing indentation is a powerful experimental technique for determining mechanical properties of materials. In this work a computational routine was developed based on Oliver-Pharr method for measuring a more precise values of elastic modulus ...
Adonias Ribeiro Franco Jr.   +4 more
doaj   +7 more sources

The influence of different storage media on Vickers hardness and surface roughness of CAD/CAM resin composites [PDF]

open access: yesJournal of Materials Science: Materials in Medicine, 2023
Introduction This study examined Vickers hardness as well as surface characteristics of different computer-aided design/computer-aided manufacturing (CAD/CAM) resin composites prior to and after storage in various media.
Florian Fuchs   +3 more
doaj   +2 more sources

Influence of Macroscopic Stress on the Vickers Hardness

open access: bronzeJournal of the Society of Materials Science, Japan, 1967
Hardness value is taken as one of the most important fundamental characteristics of materials. It has been reported, however, that the hardness of metals is influenced by the existing applied or residual stress in materials and so the hardness value measured under stressed state is vague in meaning.
Shuji TAIRA, Kenji Matsuki, Takeshi Miki
openalex   +3 more sources

Leveraging Deep Neural Networks for Estimating Vickers Hardness from Nanoindentation Hardness. [PDF]

open access: yesMaterials (Basel), 2023
This research presents a comprehensive analysis of deep neural network models (DNNs) for the precise prediction of Vickers hardness (HV) in nitrided and carburized M50NiL steel samples, with hardness values spanning from 400 to 1000 HV. By conducting rigorous experimentation and obtaining corresponding nanoindentation data, we evaluated the performance
Niu J   +7 more
europepmc   +3 more sources

Chemical analysis and Vickers hardness of orthodontic mini-implants [PDF]

open access: yesBrazilian Journal of Oral Sciences, 2015
Orthodontic mini-implants are used in clinical practice to provide efficient and aesthetically-pleasing anchorage. Aim: To evaluate the hardness (Vickers hardness) and chemical composition of miniimplant titanium alloys from five commercial brands ...
Christiane Cavalcante Feitoza   +5 more
doaj   +6 more sources

Bone Material Properties of Human Phalanges Using Vickers Indentation

open access: yesOrthopaedic Surgery, 2019
Objective To investigate the microhardness distribution throughout the human hand phalanges using the Vickers method, which can be used to directly evaluate the bone mechanical properties at tissue level and provide an alternative means to investigate ...
Bing Yin, Sheng Li
exaly   +2 more sources

Vickers Hardness Value Test via Multi-Task Learning Convolutional Neural Networks and Image Augmentation

open access: yesApplied Sciences (Switzerland), 2022
Hardness testing is an essential test in the metal manufacturing industry, and Vickers hardness is one of the most widely used hardness measurements today.
Mahmoud Elsisi   +2 more
exaly   +3 more sources

Evaluation the Vickers Hardness of Denture Base Materials

open access: goldOpen Journal of Stomatology, 2016
The aim of this study was to evaluate the Vickers Hardness of four different denture base materials. Four different denture base materials were used in this study: Heat-cured pink acrylic resin, self-cured acrylic resin, heat-cured clear acrylic resin and polyamide denture base materials.
Zeynep Yesïl Duymuş   +3 more
openalex   +5 more sources

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