IoT and Machine Learning based Valve Stiction Estimation in Process Industry

• Published in: 2024 Control Instrumentation System Conference (CISCON) pp. 1 - 6
• Main Authors: V, Vimal Kumar, K, Ragesh G., George, Aparna, S, Priya
• Format: Conference Proceeding
• Language: English
• Published: IEEE 02.08.2024
• Subjects: Control systems; Internet of Things; Machine learning; MATLAB; Maximum likelihood estimation; Neural Network; Neural networks; Preventive maintenance; Process control; Safety; Thing Speak; Training; Valve Stiction; Valves

Stiction in control valves represents an undesirable nonlinear phenomenon. Product quality and process safety frequently suffer due to the occurrence of valve stiction within process control systems utilizing control valves as their final control elements. This paper introduces a straightforward and...