@inproceedings{b32d5b6f0a1840c790d6e55824970a1c,
title = "Decoupled Neuro-Fuzzy Controller for the Cooking-Pressing Process in a Fishmeal Plant",
abstract = "This paper presents the improvement of the cooking-pressing system in a fishmeal plant to produce high-quality meal with low moisture and fat content. Due to limitations in accessing the plant, a computational model based on a Nonlinear AutorRegressive model with eXogenous inputs (NARX) neural network was developed using experimental process data. A decoupled neuro-fuzzy control strategy was proposed, employing Adaptive Neuro-Fuzzy Inference System (ANFIS)-tuned membership functions to optimize the fuzzy controllers. Different fuzzy controller structures - Proportional-Derivative (PD)-type, Proportional-Integral (PI)-type, and hybrid PI-PD-type - were evaluated under typical disturbances and noise to assess robustness in a simulation environment. Implementation considerations for deployment on a real plant were also discussed. Results demonstrate that the proposed neuro-fuzzy controllers meet design specifications and improve disturbance rejection, enhancing the overall efficiency of the cooking-pressing system.",
keywords = "Adaptive Neuro-Fuzzy Inference System (ANFIS), Cooking-Pressing process, MATLAB, NARX neural network, Neuro-Fuzzy control",
author = "Anthony Gutarra and Martins, \{Guilherme Santos\} and Alegria, \{Elvis J.\}",
note = "Publisher Copyright: {\textcopyright} 2025 IEEE.; 16th IEEE International Conference on Industry Applications, INDUSCON 2025 ; Conference date: 14-10-2025 Through 17-10-2025",
year = "2025",
doi = "10.1109/INDUSCON66435.2025.11241346",
language = "English",
series = "2025 16th IEEE International Conference on Industry Applications, INDUSCON 2025 - Proceedings",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "182--189",
editor = "Jorge Muniz and Galdenoro Botura and Leite, \{Jonatas Boas\}",
booktitle = "2025 16th IEEE International Conference on Industry Applications, INDUSCON 2025 - Proceedings",
}