Ioannis T. Georgiou
Engineering · Purdue University West Lafayette
Publications
88
Citations
503
Est. group size
—
Recurring co-author estimate
Active years
40
Publishing since 1986
Ioannis T. Georgiou studies how mechanical and electro-mechanical structures vibrate and behave under stress, impact, and transient operating conditions, such as shafts, rotors, composite shells, and drivetrains. A central tool in this work is Proper Orthogonal Decomposition (a mathematical technique for finding dominant patterns in large, complex vibration datasets), which he combines with machine learning methods like neural networks to detect faults and structural damage. This research is relevant to aerospace, mechanical, and structural engineering applications where understanding nonlinear dynamics and diagnosing hidden defects in materials is important.
Publication output over the last decade has been modest and irregular, with occasional gaps followed by small clusters of activity, and a slight uptick in 2022 and 2025.
Generated by claude-sonnet-5 from public bibliographic data · Jul 20, 2026
- Nonlinear Dynamic Interaction in a Coupled Electro-Magneto-Mechanical System: Experimental Study
River Publishers eBooks · 2025
- Big Dataset Feature Diagnostics Extraction in a Physical Drivetrain System Using the Advanced Proper Orthogonal Decomposition Transform for Tensors
2025
- Classification of Spatially Distributed Data Harvesting Positions of the Vibrations of a Carbon-Fiber Cylindrical Shell. Model Compression and Weight Space Analysis via the Framework of the Advanced Proper Orthogonal Decomposition Algorithm
2025
- Electric Propulsion Powerplant Modeling and Simulation for Investigation of Cyclic Rapid Large-Amplitude Transients
Volume 5: Dynamics, Vibration, and Control · 2024
- Discovery of geometry-physics connections in hyper-dimensional data-point clouds: Proper Orthogonal Decomposition reductions of multi-physics datasets in aerospace-ocean engine systems
2023
- Data-Driven Fault Detection in Composite Cylindrical Shells: Directing the Proper Orthogonal Decomposition Prospective Into an Artificial Neural Network Vision
Volume 5: Dynamics, Vibration, and Control · 2022
- On Learning the Impact Dynamics of a Physical Beam Structure Coupled to a Multi-Stable Continuum
NODYCON conference proceedings series · 2022
- Using Deep Convolutional Neural Networks (DCNN) to Learn by Sensor Signal Classification Critical Local Regions of a Physical Shaft-Rotor System: A Complex Mechanical System Example for Machine Learning Considerations
Volume 5: Dynamics, Vibration, and Control · 2022
- Spatial Localization of Air Inclusions in Carbon Fiber T-Beam, by Use of Wavelet Entropy Time Series From Hammer Tap Test
2021
- Reduced Order Model for Nonlinear Multi-Field-Coupled Spinning Shaft During Transient Operation Based on Coupled Modes Extracted by POD
Research Square · 2021
- Forming Canonical 8D Data Clouds to Explore the Transient Dynamics of Physical Stiffened Plates: A Machine Learning Approach for Complex Mechanical Structures
2020
- Energy Flow Considerations in Nonlinear Systems on the Basis of Interesting Experiments with Three Paradigmatic Physical Systems in Engineering
IUTAM bookseries · 2019
- Big Data in Experimental Structural Dynamics by Synchronous Ensembles of Collocated Acceleration Signals (CAS): The Reciprocity Principle Failure and Advanced Diagnostics for Composite Material Structures
2019
- POD Analysis of the Impact Dynamics of the Olive Tree Branch: Nature’s Paradigm of a Complex Soft-Stiff Structural System in Biomechanics
2017
- Novel Detection and Quantification of Sensitivity of Impact-Induced Structural Dynamics: Potential Enhanced Damage Detection by Wave Chaos Information
2017
- Volume 5: Dynamics, Vibration, and Control×3
- IUTAM bookseries×1
- Conference proceedings of the Society for Experimental Mechanics×1
- NODYCON conference proceedings series×1
- Research Square×1
- Rajendra Singh
Engineering · The Ohio State University
- Chaolin Song
Engineering · The Ohio State University
- Chulho Yang
Engineering · Purdue University West Lafayette
- Fei Tao
Engineering · Purdue University West Lafayette
- Haodong Du
Engineering · Purdue University West Lafayette
This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.
Last updated Jul 20, 2026.
Claim or correct this profile