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Researcher
Konstantinos Gryllias
- Disciplines:Other engineering and technology
Affiliations
- Mecha(tro)nic System Dynamics (LMSD) (Division)
Member
From1 Aug 2020 → Today - Production Engineering, Machine Design and Automation (PMA) Section (Division)
Member
From1 Oct 2014 → 4 Aug 2020
Projects
1 - 10 of 30
- Automatic multi-sensor validation methodsFrom9 Jan 2023 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Gearbox prognostics under time-varying operating conditionsFrom1 Jan 2023 → TodayFunding: FWO research project
- Physics-guided machine learning for prognostics in rotating machineryFrom26 Oct 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Transfer Learning methodologies for monitoring and quality inspectionFrom1 Oct 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Research on Fault Diagnosis Method of Rotating Parts Based on Multi-sensor Fusion and Deep LearningFrom14 Sep 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Self-learning intelligent monitoring of cyber-physical system fleetFrom16 Jun 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Development and application of novel artificial intelligent techniques for condition monitoring of gearboxesFrom9 Jun 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Context-aware automated learning for anomaly detection using time series (CAATS).From1 Jun 2022 → TodayFunding: IWT / VLAIO - Flanders Make - ICON
- Computational damage identification and propagation in complex composite structures: Efficient and robust damage detection and diagnosis.From30 Nov 2021 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- H2020 MOIRA ESR1 – Wear monitoring of mechatronic systems under variable operating conditions by integration of heterogeneous data (KU Leuven – WP1）From27 Sep 2021 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
Publications
1 - 10 of 122
- Enhanced demodulation band selection based on Operational Modal Analysis (OMA) for bearing diagnostics(2022)
Authors: Konstantinos Gryllias
- Intelligent fault diagnosis of rotating machinery using lightweight network with modified tree-structured parzen estimators(2022)
Authors: Konstantinos Gryllias
Pages: 194 - 207 - A Siamese hybrid neural network framework for few-shot fault diagnosis of fixed-wing unmanned aerial vehicles(2022)
Authors: Konstantinos Gryllias
Pages: 1511 - 1524 - A quantitative estimation method of ball bearing localized defect size based on vibration instantaneous energy analysis(2022)
Authors: Konstantinos Gryllias
- Automatic multi-differential deep learning and its application to machine remaining useful life prediction(2022)
Authors: Konstantinos Gryllias
- Domain Knowledge Informed Unsupervised Fault Detection for Rolling Element Bearings(2022)
Authors: Douw Gerbrand Marx, Konstantinos Gryllias
Pages: 338 - 350Number of pages: 12 - Component Based TPA for Virtual Vehicle Noise and Vibration Prediction(2022)
Authors: Jesús Ortega Almirón, Wim Desmet, Konstantinos Gryllias
- Perspectives on Health and Usage Monitoring Systems (HUMS) of helicopters(2022)
Authors: Alexandre Miguel Ricardo Mauricio, Junyu Qi, Konstantinos Gryllias
- Comparison of Blind Diagnostic Indicators for Condition Monitoring of Wind Turbine Gearbox Bearings(2022)
Authors: Junyu Qi, Alexandre Miguel Ricardo Mauricio, Konstantinos Gryllias
- Simulation-Based Damage Detection for Composite Structures with Machine Learning Techniques(2022)
Authors: André Guilherme Massano Tavares, Wim Desmet, Konstantinos Gryllias
Pages: 123 - 134