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High-Throughput Nanoindentation Mapping of Additively Manufactured T91 Steel

Journal Article · · JOM. Journal of the Minerals, Metals & Materials Society
 [1];  [2];  [3];  [2];  [4];  [4];  [5];  [1]
  1. University of Minnesota, Minneapolis, MN (United States)
  2. Bruker NANO, Eden Prairie, MN (United States)
  3. University of Minnesota, Minneapolis, MN (United States); University of North Carolina, Charlotte, NC (United States)
  4. Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
  5. T.J. Lienert Consulting, LLC, Los Alamos, NM (United States)

Here, this work aims to adapt nanoindentation mapping combined with a k-means algorithm as a high-throughput technique to study the nano-scale spatial changes in mechanical properties for a heterogeneous material. This technique can also classify the individual data points based on their properties. Hundreds to thousands of indents were performed on additively manufactured T91 at room temperature, 300°C, 400°C, and 500°C across a square area with a side length of 120 μm to 400 μm. From this data, the hardness and reduced modulus at each point could be calculated and mapped. Using k-means clustering, we were able to arrange the data into three or four clusters corresponding roughly to the ferritic and martensitic phases as well as one or two intermediate clusters sampling both the phases. The hardness of these two phases appears to be quite stable as a function of temperature. Nanoindentation mapping and the k-means algorithm can therefore be used to rapidly assess the feasibility of heterogeneous materials under extreme conditions, such as nuclear reactor steels.

Research Organization:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA); USDOE Office of Nuclear Energy (NE), Nuclear Energy University Program (NEUP); Bruker NANO
Grant/Contract Number:
89233218CNA000001; SC0013218
OSTI ID:
1873342
Report Number(s):
LA-UR-21-32302
Journal Information:
JOM. Journal of the Minerals, Metals & Materials Society, Journal Name: JOM. Journal of the Minerals, Metals & Materials Society Journal Issue: 4 Vol. 74; ISSN 1047-4838
Publisher:
SpringerCopyright Statement
Country of Publication:
United States
Language:
English

References (29)

High-Throughput Nanoindentation for Statistical and Spatial Property Determination journal February 2018
High-Throughput Nanomechanical Screening of Phase-Specific and Temperature-Dependent Hardness in AlxFeCrNiMn High-Entropy Alloys journal August 2019
The effect of grain orientation on nanoindentation behavior of model austenitic alloy Fe-20Cr-25Ni journal October 2017
Does microstructure matter for statistical nanoindentation techniques? journal January 2010
High temperature nanoindentation: The state of the art and future challenges journal December 2015
Effect of surface roughness on nanoindentation test of thin films journal November 2008
Generation IV nuclear reactors: Current status and future prospects journal October 2013
Influences of grain size and temperature on tribological characteristics of CuAlNi alloys under nanoindentation and nanoscratch journal November 2020
Micro-hardness measurement and micro-structure characterization of T91 weld metal irradiated in SINQ Target-3 journal August 2005
Ferritic/martensitic steels for next-generation reactors journal September 2007
Structural materials for Gen-IV nuclear reactors: Challenges and opportunities journal December 2008
Microstructure anisotropy and its effect on mechanical properties of reduced activation ferritic/martensitic steel fabricated by selective laser melting journal March 2018
Tensile properties and microstructure of additively manufactured Grade 91 steel for nuclear applications journal February 2021
Classification of mechanism of reinforcement in the fiber-matrix interface: Application of Machine Learning on nanoindentation data journal July 2020
Grain size effects on the mechanical properties of nanonickel examined by nanoindentation journal July 2005
Grid indentation analysis of composite microstructure and mechanics: Principles and validation journal August 2006
Enhanced mechanical properties of additive manufactured Grade 91 steel journal July 2021
A Road Map for the Advanced Manufacturing of Ferritic-Martensitic Steels journal May 2019
Statistical Indentation Techniques for Hydrated Nanocomposites: Concrete, Bone, and Shale journal September 2007
Elevated temperature ferritic and martensitic steels and their application to future nuclear reactors journal October 2005
High-Chromium Ferritic and Martensitic Steels for Nuclear Applications book January 2001
An improved technique for determining hardness and elastic modulus using load and displacement sensing indentation experiments journal June 1992
Deconvolution of hardness from data obtained from nanoindentation of rough surfaces journal June 1999
Measurement of hardness and elastic modulus by instrumented indentation: Advances in understanding and refinements to methodology journal January 2004
Nanoindentation analysis as a two-dimensional tool for mapping the mechanical properties of complex surfaces journal March 2009
In situ small-scale mechanical testing under extreme environments journal June 2019
Applying Machine Learning to Nanoindentation Data of (Nano-) Enhanced Composites journal December 2019
Microstructural Characteristics and m23c6 Precipitate Behavior of the Course-Grained Heat-Affected Zone of T23 Steel without Post-Weld Heat Treatment journal March 2018
Testing Novel Portland Cement Formulations with Carbon Nanotubes and Intrinsic Properties Revelation: Nanoindentation Analysis with Machine Learning on Microstructure Identification journal March 2020

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