| Reinforcement learning for combined production-maintenance and quality control of a manufacturing system with deterioration failures PD Paraschos, GK Koulinas, DE Koulouriotis Journal of Manufacturing Systems 56, 470-483, 2020 | 99 | 2020 |
| Game difficulty adaptation and experience personalization: A literature review PD Paraschos, DE Koulouriotis International Journal of Human–Computer Interaction 39 (1), 1-22, 2023 | 57 | 2023 |
| Machine learning integrated design and operation management for resilient circular manufacturing systems PD Paraschos, AS Xanthopoulos, GK Koulinas, DE Koulouriotis Computers & Industrial Engineering 167, 107971, 2022 | 24 | 2022 |
| A Decision Trees-based knowledge mining approach for controlling a complex production system G Koulinas, P Paraschos, D Koulouriotis Procedia Manufacturing 51, 1439-1445, 2020 | 20 | 2020 |
| A reinforcement learning/ad-hoc planning and scheduling mechanism for flexible and sustainable manufacturing systems PD Paraschos, GK Koulinas, DE Koulouriotis Flexible Services and Manufacturing Journal, 1-23, 2023 | 13 | 2023 |
| A machine learning-based framework for data mining and optimization of a production system G Koulinas, P Paraschos, D Koulouriotis Procedia Manufacturing 55, 431-438, 2021 | 10 | 2021 |
| Parametric and reinforcement learning control for degrading multi-stage systems PD Paraschos, GK Koulinas, DE Koulouriotis Procedia Manufacturing 55, 401-408, 2021 | 8 | 2021 |
| A machine learning framework for explainable knowledge mining and production, maintenance, and quality control optimization in flexible circular manufacturing systems GK Koulinas, PD Paraschos, DE Koulouriotis Flexible Services and Manufacturing Journal, 1-23, 2024 | 3 | 2024 |
| Deep learning model for optimizing control and planning in stochastic manufacturing environments PD Paraschos, AC Gasteratos, DE Koulouriotis Expert Systems with Applications 257, 125075, 2024 | 2 | 2024 |
| Reinforcement Learning-Based Optimization for Sustainable and Lean Production within the Context of Industry 4.0 PD Paraschos, GK Koulinas, DE Koulouriotis Algorithms 17 (3), 98, 2024 | 2 | 2024 |
| Fuzzy Logic-Based Dynamic Difficulty Adjustment for Adaptive Game Environments PD Paraschos, DE Koulouriotis Electronics 14 (1), 146, 2025 | | 2025 |
| Learning-based production, maintenance, and quality optimization in smart manufacturing systems: A literature review and trends PD Paraschos, DE Koulouriotis Computers & Industrial Engineering, 110656, 2024 | | 2024 |
| Hybrid machine learning and deep learning methodologies for resilient, sustainable and interactive cyberphysical manufacturing systems: joint production, maintenance and … P Paraschos Δημοκρίτειο Πανεπιστήμιο Θράκης (ΔΠΘ). Σχολή Πολυτεχνική. Τμήμα Μηχανικών …, 2023 | | 2023 |
