An integrated multiscale modeling framework that incorporates a simulation-based upscaling technique is developed and implemented for the material characterization of additively manufactured cellular structures in this paper. The proposed upscaling procedure enables the determination of homogenized parameters at multiple levels by matching the probabilistic performance between fine and coarse scale models. Polynomial chaos expansion (PCE) is employed in the upscaling procedure to handle the computational burden caused by the input uncertainties. Efficient uncertainty quantification is achieved at the mesoscale level by utilizing the developed upscaling technique. The homogenized parameters of mesostructures are utilized again at the macroscale level in the upscaling procedure to accurately obtain the overall material properties of the target cellular structure. Actual experimental results of additively manufactured parts are integrated into the developed procedure to demonstrate the efficacy of the method.
Skip Nav Destination
Article navigation
November 2015
Research-Article
A Multilevel Upscaling Method for Material Characterization of Additively Manufactured Part Under Uncertainties
Recep M. Gorguluarslan,
Recep M. Gorguluarslan
The George W. Woodruff School of
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: rmg@gatech.edu
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: rmg@gatech.edu
Search for other works by this author on:
Sang-In Park,
Sang-In Park
The George W. Woodruff School of
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: spark339@gatech.edu
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: spark339@gatech.edu
Search for other works by this author on:
David W. Rosen,
David W. Rosen
The George W. Woodruff School of
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: david.rosen@me.gatech.edu
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: david.rosen@me.gatech.edu
Search for other works by this author on:
Seung-Kyum Choi
Seung-Kyum Choi
The George W. Woodruff School of
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: schoi@me.gatech.edu
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: schoi@me.gatech.edu
Search for other works by this author on:
Recep M. Gorguluarslan
The George W. Woodruff School of
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: rmg@gatech.edu
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: rmg@gatech.edu
Sang-In Park
The George W. Woodruff School of
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: spark339@gatech.edu
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: spark339@gatech.edu
David W. Rosen
The George W. Woodruff School of
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: david.rosen@me.gatech.edu
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: david.rosen@me.gatech.edu
Seung-Kyum Choi
The George W. Woodruff School of
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: schoi@me.gatech.edu
Mechanical Engineering,
Georgia Institute of Technology,
813 Ferst Drive N.W.,
Atlanta, GA 30332
e-mail: schoi@me.gatech.edu
1Corresponding author.
Contributed by the Design for Manufacturing Committee of ASME for publication in the JOURNAL OF MECHANICAL DESIGN. Manuscript received January 24, 2015; final manuscript received June 15, 2015; published online October 12, 2015. Assoc. Editor: Timothy W. Simpson.
J. Mech. Des. Nov 2015, 137(11): 111408 (12 pages)
Published Online: October 12, 2015
Article history
Received:
January 24, 2015
Revised:
June 15, 2015
Citation
Gorguluarslan, R. M., Park, S., Rosen, D. W., and Choi, S. (October 12, 2015). "A Multilevel Upscaling Method for Material Characterization of Additively Manufactured Part Under Uncertainties." ASME. J. Mech. Des. November 2015; 137(11): 111408. https://doi.org/10.1115/1.4031012
Download citation file:
Get Email Alerts
Multi-Split Configuration Design for Fluid-Based Thermal Management Systems
J. Mech. Des (February 2025)
Related Articles
A Survey of Modeling of Lattice Structures Fabricated by Additive Manufacturing
J. Mech. Des (October,2017)
A Spatial-Random-Process Based Multidisciplinary System Uncertainty Propagation Approach With Model Uncertainty
J. Mech. Des (October,2015)
Extending Expected Improvement for High-Dimensional Stochastic Optimization of Expensive Black-Box Functions
J. Mech. Des (November,2016)
Reliability-Based Design Optimization of Microstructures With Analytical Formulation
J. Mech. Des (November,2018)
Related Proceedings Papers
Related Chapters
Updates, Revisions and Corrections to this Book
Supplement to Fluid Mechanics, Water Hammer, Dynamic Stresses, and Piping Design
Constrained Noninformative Priors with Uncertain Constraints: A Hierarchical Simulation Approach (PSAM-0437)
Proceedings of the Eighth International Conference on Probabilistic Safety Assessment & Management (PSAM)
Developing Human Performance Measures (PSAM-0207)
Proceedings of the Eighth International Conference on Probabilistic Safety Assessment & Management (PSAM)