Sandip Dayani
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CONSTITUTIVE MODELING · CRYSTAL PLASTICITY · VALIDATION

Physics-based micromechanical modeling for failure prediction in advanced high-strength steels.

I develop constitutive models from first principles, implement them as Fortran user-material subroutines, and validate them against EBSD, DIC, infrared thermography, and mechanical tests. My work connects microstructural mechanisms to component-scale behavior for automotive forming, crash, and failure prediction.

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Kitchener-Waterloo, Canada · open to relocation PhD · University of Waterloo · 2026

Open to constitutive modeling & computational R&D roles

Sandip Dayani, PhD

Constitutive modeling · Multiscale validation · FEA

LinkedIn Scholar GitHub

PhD · 2026 Mechanical & Mechatronics Engineering

GM · sponsored industry-facing automotive research

0.001–100 s−1 validated strain-rate window

IJP · 2025 first-author journal paper

FROM THEORY TO PREDICTION

A complete constitutive-modeling workflow

I work across the full chain—derivation, implementation, experimentation, and validation—so model assumptions remain traceable to engineering decisions.

01∂

Constitutive theory

Finite-deformation kinematics, free-energy and dissipation formulations, rate- and temperature-dependent plasticity, and thermodynamically consistent damage.

Thermodynamics · Crystal plasticity

02{ }

Solver implementation

Custom constitutive physics implemented as Fortran UMAT/VUMAT subroutines inside implicit and explicit commercial finite-element solvers.

Fortran · Abaqus · LS-DYNA

03◎

Instrumented validation

Test design and bottom-up validation from microstructure and coupon response to component behavior across strain rate and temperature.

EBSD · DIC · IR · V-bend

04↗

Predictive acceleration

Physics-informed datasets and DeepONet surrogates that predict formability and mechanical response without repeating every full solver run.

Python · PyTorch · DeepONet

FEATURED RESEARCH

Crystal-plasticity damage modeling—from derivation to validation

For HR340 and HR550 steels, I derived a thermodynamically consistent damage formulation, implemented it in a rate-dependent crystal-plasticity framework, and validated stress-strain response, temperature rise, texture evolution, and damage across strain rates.

Published in: International Journal of Plasticity, 186, 104255 (2025)

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Stress-strain and temperature response for HR340 and HR550 steels at multiple strain rates

SELECTED PUBLICATION

Recent peer-reviewed work

2025 · JOURNAL ARTICLE

Thermodynamically consistent damage evolution model coupled with rate-dependent crystal plasticity: Application to high-strength low alloy steel at various strain rates

S. Dayani, W. Muhammad, A. Brahme, F. Hekmat, T. Sabiston, K. Inal

International Journal of Plasticity, vol. 186, 104255.

DOI BibTeX

LATEST

Milestones

AUG 2026 Successfully defended my PhD thesis at the University of Waterloo.

JAN 2026 Invited oral presentation at ICPDF 2026 in Geelong, Australia.

FEB 2025 First-author paper published in International Journal of Plasticity.

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COLLABORATION

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© 2026 Sandip Dayani

 

Computational mechanics · Crystal plasticity · Steel failure