Matrix‐Free Methods for Finite‐Strain Elasticity: Automatic Code Generation With No Performance Overhead

ABSTRACT This study explores matrix‐free tangent evaluations in finite‐strain elasticity with the use of automatically generated code for the quadrature‐point level calculations. The code generation is done via automatic differentiation (AD) with AceGen. We compare hand‐written and AD‐generated codes under two computing strategies: on‐the‐fly evaluation and caching intermediate results. The comparison reveals that the AD‐generated code achieves superior performance in matrix‐free computations.

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Publication Details

Journal
International Journal for Numerical Methods in Engineering
Published
2025-11-25
DOI
https://doi.org/10.1002/nme.70166
Primary Topic
Model Reduction and Neural Networks
Type
article
Field-Weighted Citation Impact
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article

Matrix‐Free Methods for Finite‐Strain Elasticity: Automatic Code Generation With No Performance Overhead

Martin Kronbichler, Jože Korelc, Michał Wichrowski, S. Stupkiewicz et al.
International Journal for Numerical Methods in Engineering
Model Reduction and Neural Networks
article

Matrix‐Free Methods for Finite‐Strain Elasticity: Automatic Code Generation With No Performance Overhead

Martin Kronbichler, Jože Korelc, Michał Wichrowski, S. Stupkiewicz, Mohsen Rezaee‐Hajidehi
article en

Abstract

ABSTRACT This study explores matrix‐free tangent evaluations in finite‐strain elasticity with the use of automatically generated code for the quadrature‐point level calculations. The code generation is done via automatic differentiation (AD) with AceGen. We compare hand‐written and AD‐generated codes under two computing strategies: on‐the‐fly evaluation and caching intermediate results. The comparison reveals that the AD‐generated code achieves superior performance in matrix‐free computations.

International Journal for Numerical Methods in EngineeringVol. 126(22)
University of Ljubljana (SI), Heidelberg University (DE), Geodetic Institute of Slovenia (SI), Institute of Fundamental Technological Research (PL), Bochum University of Applied Sciences (DE), Ruhr University Bochum (DE), Polish Academy of Sciences (PL)
Openalex Percentile: Top 71%
Model Reduction and Neural Networks
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Matrix‐Free Methods for Finite‐Strain Elasticity: Automatic Code Generation With No Performance Overhead — Martin Kronbichler, Jože Korelc, et al. · International Journal for Numerical Methods in Engineering (2025) | TGRS Research Map | TGRS