Author

Constantinos I. Stergiou

3 papers indexed here

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Open access Sep 2026

An Interconnected Neuro-Fuzzy Architecture for Production-Line Performance Prediction in Industrial Manufacturing Systems

Efficient operation of interconnected production systems requires accurate modeling of upstream–downstream interactions to support informed operational decision-making. This study proposes an interconnected Adaptive Neuro-Fuzzy Inference System (ANFIS) framework consisting of two sequentially linked ANFIS models repres...

Paraskevi Zacharia, Konstantinos Sotiropoulos, Constantinos I. Stergiou · Electronics · 0 citations

Open access Sep 2026

Time-Series Machine Learning for Fault Diagnosis and Severity Estimation in Industrial Processes

Industrial fault detection and diagnosis are essential for maintaining operational reliability and minimizing performance degradation in process industries. This study presents an integrated machine learning framework for fault detection, fault-type classification, and fault severity estimation using a synthetic chemic...

Paraskevi Zacharia, Styliani Kontaki, K. Moustris et al. · Machines · 0 citations

Open access Sep 2026

Machine Learning-Based Fault Classification for Intelligent Condition Monitoring in Industrial Production Systems

Industrial production systems require intelligent maintenance solutions to minimize unplanned downtime, improve reliability, and support data-driven decision making. This study presents a machine learning framework for condition monitoring and fault classification in industrial production systems. The framework is eval...

Paraskevi Zacharia, Konstantinos Botsis, K. Moustris et al. · Machines · 0 citations