Cross-Coupled Conditional Funnel Control: A Model-Free Approach for Load-Following Operation of Pressurized Heavy Water Reactor

This study presents the design of a model-free control scheme for the load-following operation of a Pressurized Heavy Water Reactor (PHWR), which is a 70th-order Multi-Input Multi-Output, strongly coupled and open-loop unstable energy-generating system. To design a model-free controller for a PHWR, we propose a novel cross-coupled conditional error surface and a modified funnel algorithm-based funnel control scheme. The proposed control scheme reduces the effects of inter-zonal coupling and improves the steady-state accuracy without degrading the transient performance. The proposed control scheme is of low complexity and does not require system dynamics for controller design. A closed-loop stability analysis is carried out to ensure the boundedness of the closed-loop system trajectories. Furthermore, the proposed control scheme is evaluated by simulating different scenarios, which demonstrate its effectiveness.

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Publication Details

Journal
Eng—Advances in Engineering
Published
2026-05-09
DOI
https://doi.org/10.3390/eng7050226
Primary Topic
Advanced Control Systems Optimization
Type
article
Field-Weighted Citation Impact
0.00
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article

Cross-Coupled Conditional Funnel Control: A Model-Free Approach for Load-Following Operation of Pressurized Heavy Water Reactor

Attaullah Y. Memon, Fahad Wallam
Eng—Advances in Engineering
Advanced Control Systems Optimization
article

Cross-Coupled Conditional Funnel Control: A Model-Free Approach for Load-Following Operation of Pressurized Heavy Water Reactor

Attaullah Y. Memon, Fahad Wallam
article en

Abstract

This study presents the design of a model-free control scheme for the load-following operation of a Pressurized Heavy Water Reactor (PHWR), which is a 70th-order Multi-Input Multi-Output, strongly coupled and open-loop unstable energy-generating system. To design a model-free controller for a PHWR, we propose a novel cross-coupled conditional error surface and a modified funnel algorithm-based funnel control scheme. The proposed control scheme reduces the effects of inter-zonal coupling and improves the steady-state accuracy without degrading the transient performance. The proposed control scheme is of low complexity and does not require system dynamics for controller design. A closed-loop stability analysis is carried out to ensure the boundedness of the closed-loop system trajectories. Furthermore, the proposed control scheme is evaluated by simulating different scenarios, which demonstrate its effectiveness.

Eng—Advances in EngineeringVol. 7(5)
National University of Technology (PK), National University of Sciences and Technology (PK)
Clean water and sanitation
Openalex Percentile: Top 5%
Advanced Control Systems Optimization
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Cross-Coupled Conditional Funnel Control: A Model-Free Approach for Load-Following Operation of Pressurized Heavy Water Reactor — Attaullah Y. Memon, Fahad Wallam · Eng—Advances in Engineering (2026) | TGRS Research Map | TGRS