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quant-ph2025
Hybrid Quantum Classical Surrogate for Real Time Inverse Finite Element Modeling in Digital Twins
Azadeh Alavi, Sanduni Jayasinghe, Mojtaba Mahmoodian +3
Large-scale civil structures, such as bridges, pipelines, and offshore platforms, are vital to modern infrastructure, where unexpected failures can cause significant economic and s…
quant-ph2025
A Geometric-Aware Perspective and Beyond: Hybrid Quantum-Classical Machine Learning Methods
Azadeh Alavia, Hossein Akhoundib, Fatemeh Kouchmeshkib +4
Geometric Machine Learning (GML) has shown that respecting non-Euclidean geometry in data spaces can significantly improve performance over naive Euclidean assumptions. In parallel…