Physics-Informed Neural Networks without Loss Balancing: A Direct Term Scaling Approach for Nonlinear 1D Problems
F1000Research · 14:1252 (2026)
Publications
Publications
Journal articles, conference papers, books and scientific publications in computational mechanics, intelligent systems and engineering analysis.
Selected Publications
Σχεδίαση Μηχανισμών και Κατασκευών με το FreeCAD - Β Έκδοση
Εκδόσεις Κλειδάριθμος ΕΠΕ · ISBN: 978-960-645-887-3 · 2nd Edition
Explainable AI Methods for Identification of Glue Volume Deficiencies in Printed Circuit Boards
Applied Sciences · 15(16) (2025) 9061
Autoencoders for Anomaly Detection in an Industrial Multivariate Time Series Dataset
8th International Conference on Time Series and Forecasting (ITISE2022) · Gran Canaria, Spain, 2022
Derivative-orthogonal non-uniform B-Spline wavelets
Mathematics and Computers in Simulation · 188 (2021) 368–388
Wave-based impact localization on laminated composite plates using a coarse network of sensors
Structural Health Monitoring · 18 (2019) 2040–2055
A time-domain high-order spectral finite element for the simulation of symmetric and anti-symmetric guided waves in laminated composite strips
Wave Motion · 53 (2015) 1–19
Numerical investigation of mechanisms affecting the piezoresistive properties of CNT-doped polymers using multi-scale models
Composites Science and Technology · 70 (2010) 1312–1320
Journal Articles
Physics-Informed Neural Networks without Loss Balancing: A Direct Term Scaling Approach for Nonlinear 1D Problems
F1000Research · 14:1252 (2026)
Explainable AI Methods for Identification of Glue Volume Deficiencies in Printed Circuit Boards
Applied Sciences · 15(16) (2025) 9061
Employing Deep Learning for Defect Detection in Antenna Assembly
Journal of Electrical Systems · 20-10s (2024) 1940–1950
Micromechanics-based Multi-scale Framework with Strain-Rate Effects for the Simulation of Ballistic Impact on Composite Laminates
Journal of Composite Materials · 58(27) (2024) 2897–2914
An efficient Computational Framework for Hailstone Impacts on Composite Plates with a Semi-Empirical Viscoplastic Contact Law
International Journal of Impact Engineering · 178 (2023) 104628
A Systematic Review on Machine Learning Methods for Root Cause Analysis towards Zero-Defect Manufacturing
Frontiers in Manufacturing Technology / Life Cycle Engineering · 2 (2022)
Derivative-orthogonal non-uniform B-Spline wavelets
Mathematics and Computers in Simulation · 188 (2021) 368–388
Wave-based impact localization on laminated composite plates using a coarse network of sensors
Structural Health Monitoring · 18 (2019) 2040–2055
A 2D Daubechies finite wavelet domain method for transient wave response analysis in shear deformable laminated composite plates
Computational Mechanics · 62 (2018) 1187–1198
Phenomenological multiscale finite element for single layer graphene
Computational Materials Science · 115 (2016) 125–136
A Finite Wavelet Domain Method for the Rapid Analysis of Transient Dynamic Response in Rods and Beams
CMES · 107 (2015) 379–409
A time-domain high-order spectral finite element for the simulation of symmetric and anti-symmetric guided waves in laminated composite strips
Wave Motion · 53 (2015) 1–19
Numerical simulation of graphene fracture using molecular mechanics based nonlinear finite elements
Computational Materials Science · 82 (2014) 56–65
Molecular mechanics simulations of graphene using finite elements
European Journal of Computational Mechanics · 22 (2013) 59–78
Numerical Simulations Using a Molecular Mechanics-based Finite Element Approach: Application on Boron-Nitride Armchair Nanotubes
International Journal for Computational Methods in Engineering Science and Mechanics · 12 (2011) 203–211
Numerical investigation of mechanisms affecting the piezoresistive properties of CNT-doped polymers using multi-scale models
Composites Science and Technology · 70 (2010) 1312–1320
Numerical Modeling of Single-wall Carbon Nanotubes Electromechanical Coupling Effects Using Nanoscale Models
Journal of Intelligent Material Systems and Structures · 20 (2009) 1649–1661
Molecular Mechanics Based Finite Element for Carbon Nanotube Modeling
CMES · 19 (2007) 121–134
Conference Papers
Autoencoders for Anomaly Detection in an Industrial Multivariate Time Series Dataset
8th International Conference on Time Series and Forecasting (ITISE2022) · Gran Canaria, Spain, 2022
Wafer Map Defect Pattern Recognition using Imbalanced Datasets
IISA 2022 · Corfu, Greece, 2022
Short Survey of Artificial Intelligent Technologies for Defect Detection in Manufacturing
IISA 2021 · 2021
Using Wavelets for Matching Records Privately
21st Pan-Hellenic Conference on Informatics (PCI 2017) · Larissa, Greece, 2017
A Time-Domain High-Order Spectral Finite Element for the Simulation of Symmetric and Anti-Symmetric Guided Waves in Laminated Composite Strips with Active Piezoelectric Sensors
7th European Workshop on Structural Health Monitoring · Nantes, France, 2014
Finite Wavelet Domain Method for Efficient Modeling of Lamb Wave Based Structural Health Monitoring
7th European Workshop on Structural Health Monitoring · Nantes, France, 2014
Piezoresistive behavior of CNT nanocomposites using atomistic and micromechanics models
SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring · San Diego, California, USA, 2009
Investigation of the Electromechanical Sensory Potential of CNT-Polymer Nanocomposites Using Nano- and Micro-Scale Models
49th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference · Schaumburg, IL, USA, 2008
Molecular Mechanics Based Finite Element for Carbon Nanotube Modeling
CANEUS2006: MNT for Aerospace Applications · Toulouse, France, 2006, pp. 55–64
Books
Σχεδίαση Μηχανισμών και Κατασκευών με το FreeCAD - Β Έκδοση
Εκδόσεις Κλειδάριθμος ΕΠΕ · ISBN: 978-960-645-887-3 · 2nd Edition
Σχεδίαση Μηχανισμών και Κατασκευών με το FreeCAD
Εκδόσεις Κλειδάριθμος ΕΠΕ · ISBN: 978-960-645-173-7
Book Chapters
Mechanical and Electrical Response Models of Carbon Nanotubes
Carbon Nanotube Enhanced Aerospace Composite Materials, Springer · 2013, pp. 219–266
Theses
Assessment of Wavelet Functions for Privacy Preserving Record Linkage
MSc Thesis, Hellenic Open University · 2016
Αριθμητικά Πρότυπα σε Ατομική Κλίμακα για την Ανάλυση της Ηλεκτρομηχανικής Συμπεριφοράς Νανοσωλήνων Άνθρακα και Νανοσυνθέτων Πολυμερών
PhD Thesis, University of Patras · 2010