Dimitrios Giagopoulos

Structural Health Monitoring using deep learning with optimal finite element model generated data

Panagiotis Seventekidis, Dimitrios Giagopoulos, Olga Markogiannaki · Mechanical Systems and Signal Processing · 2020 · 168 citations

Engineering, Machine Learning, Data Science +9

A combined finite element and hierarchical Deep learning approach for structural health monitoring: Test on a pin-joint composite truss structure

Panagiotis Seventekidis, Dimitrios Giagopoulos · Mechanical Systems and Signal Processing · 2021 · 86 citations

Structural Integrity, Engineering, Machine Learning +12

Structural health monitoring and fatigue damage estimation using vibration measurements and finite element model updating

Dimitrios Giagopoulos, Vasilis Dertimanis, Costas Papadimitriou et al. · Structural Health Monitoring · 2018 · 84 citations

Engineering, Structural Dynamics, Mechanical Engineering +19

Machine learning based condition monitoring for gear transmission systems using data generated by optimal multibody dynamics models

Josef Koutsoupakis, Panagiotis Seventekidis, Dimitrios Giagopoulos · Mechanical Systems and Signal Processing · 2023 · 50 citations

Gear Transmission Systems, Condition Monitoring, Nonlinear System Identification +12

Computational framework for model updating of large scale linear and nonlinear finite element models using state of the art evolution strategy

Dimitrios Giagopoulos · Computers & Structures · 2017 · 47 citations

Numerical Analysis, Finite Element Method, Differential Evolution +13