A novel Vickers hardness measurement technique based on Adaptive Balloon Active Contour Method

Francisco Diego Lima Moreira, Maurício Nunes Kleinberg, Hemerson Furtado Arruda, Francisco Nélio Costa Freitas, Marcelo Monteiro Valente Parente, Victor Hugo Costa De Albuquerque, Pedro Pedrosa Rebouças Filho

Research output: Contribution to journalArticlepeer-review

32 Scopus citations

Abstract

Among the forms of assessment of materials to use in a particular application there is the measuring systems of Vickers hardness. This measurement is performed manually by experts, being very interpretative and subjective, which usually leads to variability of the Vickers hardness value between observers and even for the same observer. The experience of the skilled in measurement will determine if the material can be used for an application or not. There are some works use traditional methods to perform the measurement of Vickers hardness for Digital Image Processing (DIP). This work's main objective has been to propose a new methodology capable of determining the Vickers Hardness testing values from indentation images by using the Adaptive Balloon Active Contour Methods. The results of the hardness measurement using the Adaptive Balloon Active Contour Method (ABACM) were significant compared to other methods, by observing the MSE obtained from the measured Vickers hardness, the value by obtained ABACM method is three times lower than the Region Growing method, and five times lower than Watershed method. In addition, the measurement method was carried out in 1.2 ± 0.3 s. The proposed method stands out for not requiring pre-processing and post-processing steps, because its mathematical formulation is robust to noise in this application. It is worth highlighting que Significantly cam close to the two specialists, Demonstrating que can be used to aid in measuring the Vickers hardness.

Original languageEnglish
Pages (from-to)294-306
Number of pages13
JournalExpert Systems with Applications
Volume45
DOIs
StatePublished - 1 Mar 2016
Externally publishedYes

Keywords

  • Active Contour Method
  • Adaptive Balloon
  • Image segmentation
  • Vickers hardness

ASJC Scopus subject areas

  • General Engineering
  • Computer Science Applications
  • Artificial Intelligence

Fingerprint

Dive into the research topics of 'A novel Vickers hardness measurement technique based on Adaptive Balloon Active Contour Method'. Together they form a unique fingerprint.

Cite this