Identification of viscoplastic material parameters from spherical indentation data: Part II. Experimental validation of the method
Source abstract
Abstract
A neural network-based analysis method for the identification of a viscoplasticity model from spherical indentation data, developed in the first part of this work [J. Mater. Res.21, 664 (2006)], was applied for different metallic materials. Besides the comparison of typical parameters like Young’s modulus and yield stress with values from tensile experiments, the uncertainties in the identified material parameters representing modulus, hardening behavior, and viscosity were investigated in relation to different sources. Variations in the indentation position, tip radius, force application rate, and surface preparation were considered. The extensive experimental validation showed that the applied neural networks are very robust and show small variation coefficients, especially regarding the important parameters of Young’s modulus and yield stress. On the other hand, important requirements were quantified, which included a very good spherical indenter geometry and good surface preparation to obtain reliable results.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Metal and Thin Film Mechanics · Advanced machining processes and optimization · Force Microscopy Techniques and Applications
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (15)
Show source-provided references
1. 10.1557/JMR.1998.022710.1557/JMR.1998.0227 ↗
2. 10.1557/jmr.2006.007610.1557/jmr.2006.0076 ↗
3. 10.1016/S0022-5096(98)00110-010.1016/S0022-5096(98)00110-0 ↗
4. Tabor · 1951
5. 10.1557/JMR.1995.010110.1557/JMR.1995.0101 ↗
6. 10.1016/j.msea.2004.03.03010.1016/j.msea.2004.03.030 ↗
7. 10.1016/S0167-6636(02)00113-810.1016/S0167-6636(02)00113-8 ↗
8. 10.1115/1.137516110.1115/1.1375161 ↗
9. 10.1557/jmr.2004.19.1.10110.1557/jmr.2004.19.1.101 ↗
10. 7. ISO standard 14577: Metallic materials—Instrumented indentation test for hardness and materials parameter; October 2003, -part 1: Test method, -part 2: Verification and calibration of the testing machine, -part 3: Calibration of reference test pieces.
11. 10.1557/JMR.2001.043710.1557/JMR.2001.0437 ↗
12. 10.1016/S1359-6454(01)00295-610.1016/S1359-6454(01)00295-6 ↗
13. 10.1016/j.mser.2004.05.00110.1016/j.mser.2004.05.001 ↗
14. 10.1016/S0045-7825(01)00278-X10.1016/S0045-7825(01)00278-X ↗
15. 10.1557/JMR.1992.156410.1557/JMR.1992.1564 ↗