Author

P. Grubits

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Sep 2026

FATIGUE ASSESSMENT OF STEEL-CONCRETE COMPOSITE BRIDGES USING NONLINEAR FINITE ELEMENT ANALYSIS AND NEURAL NETWORK

A data-driven framework for fatigue assessment of steel-concrete composite bridges that integrates nonlinear finite element analysis (FEA) with artificial neural networks (ANN) is presented, enabling efficient exploration of load paths and cycle-dependent deterioration.

P. Grubits, M. Morgese, M. M. Rad et al. · Proceedings of International... · 0 citations

Open access Jul 2026

Elasto-Plastic Optimization of Steel Trusses Under Geometric Nonlinearity and Imperfections via a Neural-Network-Assisted Genetic Algorithm

A neural-network-assisted genetic algorithm (NNAGA)-based design framework, in which a deep neural network model is progressively trained on data accumulated during the genetic algorithm (GA) search, which supports the robustness of the penalty formulation and the algorithmic parameters, indicating additional achievabl...

P. Grubits, Majid Movahedi Rad · Buildings · 0 citations