Vibration response based damage detection and classification under assembly uncertainty: supervised learning for balanced and reinforcement learning for imbalanced signal records

• Main Author: Κομνηνός, Παναγιώτης
• Other Authors: Komninos, Panagiotis
• Language: English
• Published: 2020
• Subjects: Machine learning; Structural health monitoring; Damage detection; Supervised learning; Reinforcement learning; Neural networks; Μηχανική μάθηση; Ανίχνευση βλάβης; Επιτηρούμενη μάθηση; Ενισχυτική μάθηση; Νευρωνικά δίκτυα

Modern technology is heavily dependent upon structural and mechanical systems. Early damage detection and classification of the structure’s stability can prolong structures’ health and useful lifetime. Damage diagnosis is an important process related to increased safety, reduced costs and predictive...