Workflow for Integrating Mesoscale Heterogeneities in Materials Structure with Process Simulation of Titanium Alloys (Postprint)

Abstract

In this paper, a generalized workflow is outlined for the necessary integration of multimodal measurements and multiphysics models at multiple hierarchical length scales demanded by an Integrated Computational Materials Engineering (ICME) approach to accelerated materials development. Recognizing that multiple choices or techniques are typically available in each of the main steps, several exemplary analyses are detailed utilizing mainly the alpha/beta titanium alloys as an illustrative case. It is anticipated that the use and further refinement of these workflows will promote transparency and engender intimate collaborations between materials experts and manufacturing/design specialists by providing an understanding of the various mesoscale heterogeneities that develop naturally in the workpiece as a direct consequence of the inherent heterogeneity imposed by the manufacturing history (i.e., different thermomechanical histories at different locations in the sample). More specifically, this article focuses on three main areas: (i) data science protocols for efficient analysis of large microstructure datasets (e.g., cluster analysis), (ii) protocols for extracting reduced descriptions of salient microstructure features for insertion into simulations (e.g., regions of homogeneity), and (iii) protocols for direct and efficient linking of materials models/databases into process/performance simulation codes (e.g., crystal plasticity finite element method).

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Document Details

Document Type
Technical Report
Publication Date
Oct 01, 2014
Accession Number
ADA618191

Entities

People

  • Ayman A. Salem
  • Daniel P. Satko
  • Joshua B. Shaffer
  • Sheldon Lee Semiatin
  • Surya R. Kalidindi

Organizations

  • Air Force Research Laboratory

Tags

Communities of Interest

  • Autonomy
  • Ground and Sea Platforms

DTIC Thesaurus Topics

  • Air Force
  • Big Data
  • Chemical Elements
  • Computational Science
  • Crystal Structure
  • Crystals
  • Data Analysis
  • Data Mining
  • Data Science
  • Databases
  • Information Science
  • Integrated Computational Materials Engineering
  • Manufacturing
  • Materials
  • Materials Engineering
  • Materials Science
  • Plastic Properties

Readers

  • Computational Fluid Dynamics (CFD)
  • Research Science/Academic Research
  • Systems Analysis and Design

Technology Areas

  • AI & ML