Scopus EXPORT Giagopoulos Koutsoupakis J., Giagopoulos D. AI-Based Surrogate Models for Multibody Dynamics Systems (2024) Journal of Physics: Conference Series, 2647 (2), art. no. 022002, Cited 3 times. Seventekidis P., Giagopoulos D., Koutsoupakis J. Simulation Error Influence on Damage Identification Classifiers Trained by Numerical Data (2023) Conference Proceedings of the Society for Experimental Mechanics Series, pp. 11 - 25, Cited 0 times. Seventekidis P., Giagopoulos D. A combined finite element and hierarchical Deep learning approach for structural health monitoring: Test on a pin-joint composite truss structure (2021) Mechanical Systems and Signal Processing, 157, art. no. 107735, Cited 84 times. Markogiannaki O., Arailopoulos A., Giagopoulos D., Papadimitriou C. Vibration-based Damage Localization and Quantification Framework of Large-Scale Truss Structures (2023) Structural Health Monitoring, 22 (2), pp. 1376 - 1398, Cited 22 times. Koutsoupakis J., Giagopoulos D. A simulation-enhanced deep learning framework for bearing fault diagnosis using an improved bearing force model (2025) Mechanical Systems and Signal Processing, 241, art. no. 113519, Cited 0 times. Zacharakis I., Giagopoulos D. Optimal Sensor Placement for Vibration-Based Damage Localization Using the Transmittance Function (2024) Sensors, 24 (5), art. no. 1608, Cited 4 times. Seventekidis P., Giagopoulos D. Generalization gap estimation for damage classification tasks when finite element simulated data is used for training: A numerical study and experimental validation on a steel truss (2024) Engineering Structures, 319, art. no. 118855, Cited 2 times. Zacharakis I., Giagopoulos D. Vibration‐Based Damage Detection Using Finite Element Modeling and the Metaheuristic Particle Swarm Optimization Algorithm (2022) Sensors, 22 (14), art. no. 5079, Cited 35 times. Zyganitidis I., Arailopoulos A., Giagopoulos D. Composite Material Elastic Effective Coefficients Optimization by Means of a Micromechanical Mechanical Model (2022) Applied Mechanics, 3 (3), pp. 779 - 798, Cited 2 times. Simpson T., Giagopoulos D., Dertimanis V., Chatzi E. On dynamic substructuring of systems with localised nonlinearities (2021) Conference Proceedings of the Society for Experimental Mechanics Series, pp. 105 - 116, Cited 3 times. Seventekidis P., Karyofyllas G., Giagopoulos D. Parametric Study on Structural Damage Classification with Numerically Simulated Vibration Data (2024) Journal of Physics: Conference Series, 2647 (2), art. no. 022004, Cited 1 times. Koutsoupakis J., Giagopoulos D. Drivetrain Response Prediction Using AI-Based Surrogate and Multibody Dynamics Model (2023) Machines, 11 (5), art. no. 514, Cited 6 times. Karyofyllas G., Giagopoulos D. Condition monitoring framework for damage identification in CFRP rotating shafts using Model-Driven Machine learning techniques (2024) Engineering Failure Analysis, 158, art. no. 108052, Cited 19 times. Seventekidis P., Zacharakis I., Giagopoulos D. Vibration-Based Damage Detection and Identification in a CFRP Truss with Deep Learning and Finite Element Generated Data (2022) Conference Proceedings of the Society for Experimental Mechanics Series, pp. 275 - 282, Cited 4 times. Karyofyllas G., Giagopoulos D., Jia X., Papadimitriou C. A digital twin-driven machine learning framework for structural condition monitoring using multi-datasets (2025) Structural Health Monitoring, Cited 6 times. Zacharakis I., Giagopoulos D. Model-Based Damage Localization Using the Particle Swarm Optimization Algorithm and Dynamic Time Wrapping for Pattern Recreation (2023) Sensors, 23 (2), art. no. 591, Cited 7 times. Giagopoulos D., Arailopoulos A., Natsiavas S. A model-based fatigue damage estimation framework of large-scale structural systems (2021) Structural Health Monitoring, 20 (3), pp. 834 - 847, Cited 9 times. Koutsoupakis J., Giagopoulos D., Seventekidis P., Karyofyllas G., Giannakoula A. Damage Detection and Identification on Elevator Systems Using Deep Learning Algorithms and Multibody Dynamics Models (2025) Sensors, 25 (1), art. no. 101, Cited 3 times. Seventekidis P., Giagopoulos D. Transmittance Anomalies for Model-Based Damage Detection with Finite Element-Generated Data and Deep Learning (2022) Conference Proceedings of the Society for Experimental Mechanics Series, pp. 41 - 50, Cited 0 times. Zacharakis I., Giagopoulos D. Structural Damage Detection Framework Using Metaheuristic Algorithms and Optimal Finite Element Modeling (2022) Conference Proceedings of the Society for Experimental Mechanics Series, pp. 61 - 66, Cited 0 times. Koutsoupakis J., Giagopoulos D., Chatziparasidis I. AI-based condition monitoring on mechanical systems using multibody dynamics models (2023) Engineering Applications of Artificial Intelligence, 123, art. no. 106467, Cited 30 times. Zacharakis I., Giagopoulos D., Arailopoulos A., Markogiannaki O. Optimal finite element modeling of filament wound CFRP tubes (2022) Engineering Structures, 253, art. no. 113808, Cited 19 times. Koutsoupakis J., Giagopoulos D. Optimal Modeling of Deep Groove Ball Bearings for Application in Multibody Dynamics Simulations (2025) Conference Proceedings of the Society for Experimental Mechanics Series, pp. 39 - 45, Cited 0 times. Koutsoupakis J., Seventekidis P., Giagopoulos D. Machine learning based condition monitoring for gear transmission systems using data generated by optimal multibody dynamics models (2023) Mechanical Systems and Signal Processing, 190, art. no. 110130, Cited 51 times. Giagopoulos D., Arailopoulos A., Chatziparasidis I. Optimal Modeling of an Elevator Chassis under Crash Scenario Based on Characterization and Validation of the Hyperelastic Material of Its Shock Absorber System (2022) Applied Mechanics, 3 (1), pp. 227 - 243, Cited 3 times. Zacharakis I., Giagopoulos D. Response-Only Damage Detection Approach of CFRP Gas Tanks Using Clustering and Vibrational Measurements (2021) Applied Mechanics, 2 (4), pp. 1057 - 1072, Cited 5 times. Koutsoupakis J., Ribaric A., Nolden I., Karyofyllas G., Giagopoulos D. Hydro Bushing Model Identification Using Physics-Informed Neural Networks (2025) SAE Technical Papers, Cited 0 times. Markogiannaki O., Arailopoulos A., Giagopoulos D., Papadimitriou C. Vibration-Based Damage Detection Framework of Large-Scale Structural Systems (2022) Conference Proceedings of the Society for Experimental Mechanics Series, pp. 179 - 186, Cited 0 times. Seventekidis P., Giagopoulos D. Model error effects in supervised damage identification of structures with numerically trained classifiers (2023) Mechanical Systems and Signal Processing, 184, art. no. 109741, Cited 34 times. Seventekidis P., Giagopoulos D. Model-based damage identification with simulated transmittance deviations and deep learning classification (2022) Structural Health Monitoring, 21 (5), pp. 2206 - 2230, Cited 22 times. Giagopoulos D., Arailopoulos A., Chatziparasidis I. Characterization and validation of shock absorbing hyperelastic material using analytical and experimental methods (2021) Lecture Notes in Mechanical Engineering, 58, pp. 115 - 125, Cited 1 times. Koutsoupakis J., Seventekidis P., Giagopoulos D. Machine Learning-Based Condition Monitoring with Multibody Dynamics Models for Gear Transmission Faults (2022) Conference Proceedings of the Society for Experimental Mechanics Series, pp. 51 - 59, Cited 2 times. Koutsoupakis J., Giagopoulos D., Seventekidis P. Optimal Contact-Impact Force Model Selection for Damage Detection in Ball Bearings (2023) Conference Proceedings of the Society for Experimental Mechanics Series, pp. 121 - 127, Cited 0 times. Seventekidis P., Giagopoulos D. Estimation of Numerical Data Reliability in Damage Detection Tasks (2024) Lecture Notes in Civil Engineering, 514 LNCE, pp. 394 - 401, Cited 0 times.