Shirin Hosseinmardi

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Active since

2024

Affiliations

University of California, Irvine(Current)

Shirin Hosseinmardi is an author at University of California, Irvine specializing in partial differential equations, multiscale damage evolution, and computational materials science.

Publications per year

2024–2025

Publications

Data-driven physics-constrained recurrent neural networks for multiscale damage modeling of metallic alloys with process-induced porosity

Shiguang Deng, Shirin Hosseinmardi, Libo Wang et al. · Computational Mechanics · 2024 · 25 citations

Natural Sciences, Materials Engineering, Materials Science +17

Simultaneous and meshfree topology optimization with physics-informed Gaussian processes

Amin Yousefpour, Shirin Hosseinmardi, Carlos Mora et al. · Computer Methods in Applied Mechanics and Engineering · 2025 · 18 citations

Computing, Computer Science, Mathematics +11

Parametric encoding with attention and convolution mitigate spectral bias of neural partial differential equation solvers

Mehdi Shishehbor, Shirin Hosseinmardi, Ramin Bostanabad · Structural and Multidisciplinary Optimization · 2024 · 11 citations

Natural Sciences, Mathematics, Differential Equations +12

Operator learning with Gaussian processes

Carlos Mora, Amin Yousefpour, Shirin Hosseinmardi et al. · Computer Methods in Applied Mechanics and Engineering · 2024 · 11 citations · Full text

Computing, Computer Science, Artificial Intelligence +12

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