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Calibration of thermal spray microstructure simulations using Bayesian optimization

Journal Article · · Computational Materials Science
Not Available
Research Organization:
Sandia National Laboratories (SNL-NM), Albuquerque, NM (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA)
Grant/Contract Number:
NA0003525
OSTI ID:
2284022
Alternate ID(s):
OSTI ID: 2311357
Report Number(s):
SAND--2024-01770J; S0927025624000661; 112845; PII: S0927025624000661
Journal Information:
Computational Materials Science, Journal Name: Computational Materials Science Journal Issue: C Vol. 235; ISSN 0927-0256
Publisher:
ElsevierCopyright Statement
Country of Publication:
Netherlands
Language:
English

References (34)

Kriging Is Well-Suited to Parallelize Optimization book January 2010
The Bayesian approach to global optimization book January 2005
aphBO-2GP-3B: a budgeted asynchronous parallel multi-acquisition functions for constrained Bayesian optimization on high-performing computing architecture journal April 2022
Sandia Fracture Challenge 3: detailing the Sandia Team Q failure prediction strategy journal July 2019
Quantifying Pore Morphology in Spray-Formed Tantalum Using X-ray Micro-computed Tomography journal August 2023
An Experimental Study of Microstructure-Property Relationships in Thermal Barrier Coatings journal March 2013
Efficient Large-Scale Coating Microstructure Formation Using Realistic CFD Models journal November 2014
Extraction of Process-Structure Evolution Linkages from X-ray Scattering Measurements Using Dimensionality Reduction and Time Series Analysis journal March 2017
Reduced-Order Microstructure-Sensitive Models for Damage Initiation in Two-Phase Composites journal June 2018
Understanding and visualizing microstructure and microstructure variance as a stochastic process journal September 2011
Structure–property linkages using a data science approach: Application to a non-metallic inclusion/steel composite system journal June 2015
Representation and calibration of elastic localization kernels for a broad class of cubic polycrystals journal August 2015
Reduced-order structure-property linkages for polycrystalline microstructures based on 2-point statistics journal May 2017
pBO-2GP-3B: A batch parallel known/unknown constrained Bayesian optimization with feasibility classification and its applications in computational fluid dynamics journal April 2019
Fast three-dimensional rules-based simulation of thermal-sprayed microstructures journal June 2021
Microstructure-based knowledge systems for capturing process-structure evolution linkages journal June 2017
Application of hardmetals as thermal spray coatings journal March 2015
Data-driven reduced order models for effective yield strength and partitioning of strain in multiphase materials journal October 2017
Microstructure sensitive design for performance optimization journal August 2010
Modeling and control of HVOF thermal spray processing of WC–Co coatings journal August 2005
Efficient stochastic simulation of thermal spray processes journal March 2009
Damage mechanisms and cracking behavior of thermal sprayed WC–CoCr coating under scratch testing journal May 2014
Diamond Jet Hybrid HVOF Thermal Spray:  Rule-Based Modeling of Coating Microstructure journal July 2004
Efficient Global Optimization of Expensive Black-Box Functions journal January 1998
Learning two-phase microstructure evolution using neural operators and autoencoder architectures journal September 2022
Feature engineering of material structure for AI-based materials knowledge systems journal July 2020
Shock state distributions in porous tantalum and characterization with multipoint velocimetry journal September 2023
Parallel simulation via SPPARKS of on-lattice kinetic and Metropolis Monte Carlo models for materials processing journal May 2023
Taking the Human Out of the Loop: A Review of Bayesian Optimization journal January 2016
Testing methodologies for the calibration of advanced plasticity models for sheet metals: A review journal July 2022
srMO-BO-3GP: A sequential regularized multi-objective Bayesian optimization for constrained design applications using an uncertain Pareto classifier journal September 2021
Cellular Automata in Materials Science with Particular Reference to Recrystallization Simulation journal August 2002
The application of Principal Component Analysis to materials science data journal January 2002
scikit-image: image processing in Python journal January 2014