Elham Kiyani

Machine learning-driven process of alumina ceramics laser machining

Razyeh Behbahani, Hamidreza Yazdani Sarvestani, Erfan Fatehi et al. · Physica Scripta · 2022 · 32 citations · Full text

Engineering, Manufacturing Engineering, Materials Engineering +17

Optimizing the optimizer for physics-informed neural networks and Kolmogorov-Arnold networks

Elham Kiyani, Khemraj Shukla, Jorge F. Urbán et al. · Computer Methods in Applied Mechanics and Engineering · 2025 · 29 citations

Computing, Computer Science, Physics +10

A framework based on symbolic regression coupled with eXtended Physics-Informed Neural Networks for gray-box learning of equations of motion from data

Elham Kiyani, Khemraj Shukla, George Em Karniadakis et al. · Computer Methods in Applied Mechanics and Engineering · 2023 · 27 citations · Full text

Computing, Computer Science, Physics +14

Which Optimizer Works Best for Physics-Informed Neural Networks and Kolmogorov-Arnold Networks?

Elham Kiyani, Khemraj Shukla, J. An et al. · SSRN Electronic Journal · 2025 · 21 citations · Full text

Computing, Computer Science, Physics +16

Predicting crack nucleation and propagation in brittle materials using Deep Operator Networks with diverse trunk architectures

Elham Kiyani, M. Manav, Nikhil Kadivar et al. · Computer Methods in Applied Mechanics and Engineering · 2025 · 20 citations

Engineering, Materials Engineering, Materials Science +17