4 papers · 1 filter
Intelligent Degradation Monitoring in Lithium-ion Batteries via Discharge Incremental Capacity Feature Estimation
Amir Madmolilvand, Farzaneh Abdollahi
Accurate and timely detection of degradation in lithium-ion batteries is crucial to ensure safety, reliability, and longevity in high-demand applications such as electric vehicles…
PINN vs LSTM: A Comparative Study for Steam Temperature Control in Heat Recovery Steam Generators
Mojtaba Fanoodi, Farzaneh Abdollahi, Mahdi Aliyari Shoorehdeli
This paper introduces a direct comparative study of Physics-Informed Neural Networks (PINNs) and Long Short-Term Memory (LSTM) networks for adaptive steam temperature control in He…
Fault-Tolerant Control of Steam Temperature in HRSG Superheater under Actuator Fault Using a Sliding Mode Observer and PINN
Mojtaba Fanoodi, Farzaneh Abdollahi, Mahdi Aliyari Shoorehdeli
This paper presents a novel fault-tolerant control framework for steam temperature regulation in Heat Recovery Steam Generators (HRSGs) subject to actuator faults. Addressing the c…
Fault-Tolerant Temperature Control of HRSG Superheaters: Stability Analysis Under Valve Leakage Using Physics-Informed Neural Networks
Mojtaba Fanoodi, Farzaneh Abdollahi, Mahdi Aliyari Shoorehdeli +1
Faults and operational disturbances in Heat Recovery Steam Generators (HRSGs), such as valve leakage, present significant challenges, disrupting steam temperature regulation and po…