Software

This page contains codes/softwares associated to the research done on Publications

Identification

ML-WWTP Toolbox (2022):

A toolbox to predict key variables in wastewater treatment plants using machine learning models:

  • Toolbox webpage: ML-WWTP Toolbox (Software source code and Manual).

  • Paper: Rodrigo Salles, Jérôme Mendes, Rui Araújo, Carlos Melo, and Pedro Moura. Prediction of key variables in wastewater treatment plants using machine learning models. In Proc. 2022 IEEE International Joint Conference on Neural Networks (IJCNN 2022), at 2022 IEEE World Congress on Computational Intelligence (WCCI 2022), pages 1–7, Padova, Italy, July 18-23 2022. IEEE. [doi]

FD-WWTP Toolbox (2022):

A toolbox to fault detection in Wastewater Treatment Plants:

  • Toolbox webpage: FD-WWTP Toolbox (Software source code and Manual).

  • Paper: Rodrigo Salles, Jérôme Mendes, Rita P. Ribeiro, and João Gama. Fault Detection in Wastewater Treatment Plants. The 7th Workshop on Data Science for Social Good, Grenoble, France, September 23, 2022.

iMU-ZOTS Toolbox (2019):

A toolbox to iteratively learning of a fuzzy system composed of addition of multiple univariate zero-order T-S fuzzy systems:

  • Toolbox webpage: iMU-ZOTS Toolbox (Software source code and Manual).

  • Paper: Jérôme Mendes, Francisco A. A. Souza, Ricardo Maia, and Rui Araújo. Iterative learning of multiple univariate zero-order t-s fuzzy systems. In Proc. of the The IEEE 45th Annual Conference of the Industrial Electronics Society (IECON 2019), pages 3657-3662, Lisbon, Portugal, October 14-17 2019. IEEE. [doi]

GAM-ZOTS Toolbox (2019):

A toolbox to neo-fuzzy neuron systems identification learning based on backfitting algorithm:

  • Toolbox webpage: GAM-ZOTS Toolbox (Software source code and Manual).

  • Paper: Jérôme Mendes, Francisco Souza, Rui Araújo, and Saeid Rastegar. Neo-fuzzy neuron learning using backfitting algorithm. Neural Computing and Applications, 31(8):3609–3618, August 2019. [doi]

Control

DySetpoint Toolbox (2022):

A toolbox to dynamically adjusts the controller setpoint using metaheuristic algorithms:

  • Toolbox webpage: DySetpoint Toolbox (Software source code and Manual).

  • Paper: Rodrigo Salles, Jérôme Mendes, Carlos Henggeler Antunes, Pedro Moura, and Joana Dias. Dynamic Setpoint Optimization Using Metaheuristic Algorithms for Wastewater Treatment Plants. In Proc. of The 48th Annual Conference of the IEEE Industrial Electronics Society (IECON 2022), pages 1–6, Brussels, Belgium, October 17-20 2022. IEEE. [doi]

uSelf-FLC Toolbox (2020):

A toolbox to self-evolve a direct fuzzy controller represented by univariate control rules:n

  • Toolbox webpage: uSelf-FLC Toolbox (Software source code and Manual).

  • Paper: Jérôme Mendes, Ricardo Maia, Rui Araújo, and Francisco A. A. Souza. Self-Evolving Fuzzy Controller Composed of Univariate Fuzzy Control Rules. Applied Science, 10(17):5836, August 2020. [doi]

SEDFLC Toolbox (2017):

A toolbox to self-evolve an online fuzzy controller:

  • Toolbox webpage: SEDFLC Toolbox (Software source code and Manual).

  • Paper: Jérôme Mendes, Francisco Souza and Rui Araújo. Online Evolving Fuzzy Control Design: An Application to a CSTR Plant. IEEE 15th International Conference on Industrial Informatics (INDIN 2017), pages 1-8, Emden, Germany, July 24 - July 17. IEEE. [doi]

Self-Tuning PID Controllers Toolbox (2017):

A toolbox to self-tuning PID controllers

  • Toolbox webpage: Self-Tuning PID Controllers Toolbox Software source code and Manual).

  • Paper: Jérôme Mendes, Luís Osório, and Rui Araújo. Self-tuning pid controllers in pursuit of plug and play capacity. Control Engineering Practice, 69:73–84, December 2017. [doi]