Mehdi Shishehbor
Materials Science · Purdue University West Lafayette
Publications
28
Citations
957
Est. group size
—
Recurring co-author estimate
Active years
10
Publishing since 2016
Mehdi Shishehbor's research spans computational materials science and engineering optimization, moving from molecular-scale modeling of materials like cellulose nanocrystals and cement composites toward machine-learning methods such as physics-informed neural networks and Bayesian optimization for engineering design problems. Recent work applies these computational tools to practical challenges like optimizing oil and gas field development plans under uncertainty. This suggests a trajectory from materials mechanics simulation toward broader data-driven and AI-assisted optimization techniques for physical and engineering systems.
Publication output was fairly steady from 2017-2021, dipped to just one paper per year in 2022-2023, then rebounded to a peak of five in 2024 before dropping again in 2025.
Generated by claude-sonnet-5 from public bibliographic data · Jul 20, 2026
- Field Development Plan Optimization Under Uncertainty Using Physics-Informed Neural Networks and Generative AI: A Real-Field Case Study in North America
2025
- Parametric encoding with attention and convolution mitigate spectral bias of neural partial differential equation solvers
Structural and Multidisciplinary Optimization · 2024
- Corrigendum to “Multi-Fidelity Cost-Aware Bayesian Optimization” [Computer Methods in Applied Mechanics and Engineering 407 (2023) 115937]
Computer Methods in Applied Mechanics and Engineering · 2024
- Parametric Encoding with Attention and Convolution Mitigate Spectral Bias of Neural Partial Differential Equation Solvers
arXiv (Cornell University) · 2024
- Multi-fidelity cost-aware Bayesian optimization
Computer Methods in Applied Mechanics and Engineering · 2023
- Multi-Fidelity Cost-Aware Bayesian Optimization
SSRN Electronic Journal · 2022
- On the significance of interfacial chemistry on the strength of fly ash-cement composites
Cement and Concrete Research · 2021
- Numerical Investigation on the Mechanical Properties of Neat Cellulose Nanocrystal
Purdue e-Pubs (Purdue University System) · 2020
- Mechanics of Crystalline Nano Cellulose Nanofilm
HubZero · 2017
- Coarse Graining of Crystalline Cellulose
HubZero · 2016
- Construction and Building Materials×2
- Computer Methods in Applied Mechanics and Engineering×2
- Journal of the Mechanics and Physics of Solids×2
- Petroleum Science and Technology×2
- SSRN Electronic Journal×2
- Zirui Zhu
Materials Science · The Ohio State University
- Jeffrey P. Youngblood
Materials Science · Purdue University West Lafayette
- G. M. Nabar
Materials Science · The Ohio State University
- Ayesha Shah
Engineering · Purdue University West Lafayette
- Behnam Jahangiri
Engineering · Purdue University West Lafayette
This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.
Last updated Jul 20, 2026.
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