3 papers
Machine Learning-Based Framework for Real Time Detection and Early Prediction of Control Valve Stiction in Industrial Control Systems
Natthapong Promsricha, Chotirawee Chatpattanasiri, Nuttavut Kerdgongsup +1
Control valve stiction, a friction that prevents smooth valve movement, is a common fault in industrial process systems that causes instability, equipment wear, and higher maintena…
A data-driven framework to identify restenosis-prone regions in femoral arteries from geometric and inflow waveform parameters
Chotirawee Chatpattanasiri, Federica Ninno, Vanessa Dıaz-Zuccarini +1
Haemodynamic indices derived from Computational Fluid Dynamics (CFD), such as Time-averaged Wall Shear Stress (TAWSS) and Oscillatory Shear Index (OSI), are closely associated with…
ML-ROM Wall Shear Stress Prediction in Patient-Specific Vascular Pathologies under a Limited Clinical Training Data Regime
Chotirawee Chatpattanasiri, Federica Ninno, Catriona Stokes +6
High-fidelity numerical simulations such as Computational Fluid Dynamics (CFD) have been proven effective in analysing haemodynamics, offering insight into many vascular conditions…