2026

• Arrais Romero Dias Lima, Fernando; Almeida Costa, Erbet; Leblebici, Mumin Enis; Secchi, Argimiro Resende; Souza, Maurício B. de; Bessa Dos Reis Nogueira, Idelfonso. (2026) Symbolic Regression-Based Robust Control of Batch Crystallization: Design and PLC Implementation. Industrial & Engineering Chemistry Research
  Academic article
• de Menezes Rebello, Carine; Almeida Costa, Erbet; Bessa Dos Reis Nogueira, Idelfonso. (2026) Offset-free Lyapunov-based stabilising robust nonlinear control using data-driven model: A nonlinear multi-model computationally efficient approach. Control Engineering Practice
  Academic article
• Almeida Costa, Erbet; de Menezes Rebello, Carine; Bessa Dos Reis Nogueira, Idelfonso. (2026) RTO and advanced process control for electric submersible pumps using surrogate models. Journal of Process Control
  Academic article
• Almeida Costa, Erbet; Skogestad, Sigurd; Bessa Dos Reis Nogueira, Idelfonso. (2026) MAASC — Multi-Agentic Architecture Specialised for Control. Journal of Process Control
  Academic article
• de Menezes Rebello, Carine; Caprio, Ulderico Di; Steen-Hansen, Jenny; Rodrigues, Bruno; Almeida Costa, Erbet; Santos, Anderson Rapello dos; Esposito, Flora; Leblebici, Mumin Enis; Bessa Dos Reis Nogueira, Idelfonso. (2026) ExPUFFIN: Thermodynamic consistent viscosity prediction in an Extended Path-Unifying Feed-Forward Interfaced Network. Chemical Engineering Journal Advances
  Academic article

2025

• Almeida Costa, Erbet; Abreu, Odilon Santana Luiz de; Reges, Galdir; de Menezes Rebello, Carine; Fontana, Marcio; Ribeiro, Marcos Pellegrini; Nogueira, Idelfonso B. R.; Schnitman, Leizer. (2025) Standard MPC and Inputs-Target MPC implementation comparison in ESP systems. IFAC-PapersOnLine
  Academic article
• de Menezes Rebello, Carine; Almeida Costa, Erbet; Abreu, Odilon Santana Luiz De; Reges, Galdir; Viena Santana, Vinicius; Mendes, Tefilo Paiva Guimares; Fontana, Marcio; Bacellar, Francisco Raphael Ribeiro; Ribeiro, Marcos Pellegrini; Foresti, Bernardo Pereira. (2025) Application of Recurrent Neural Networks for Predictive Modeling of Electrical Submersible Pumps in Oil Extraction. IFAC-PapersOnLine
  Academic article

2024

• Almeida Costa, Erbet; Rebello, Carine Menezes; Schnitman, Leizer; Loureiro, José Miguel; Ribeiro, Ana Mafalda; Nogueira, Idelfonso B. R.. (2024) Adaptive digital twin for pressure swing adsorption systems: Integrating a novel feedback tracking system, online learning and uncertainty assessment for enhanced performance. Engineering Applications of Artificial Intelligence
  Academic article
• Moreira, Lorena Claudia de Souza; de Menezes Rebello, Carine; Almeida Costa, Erbet; Sánchez, Antonio Santos; Ribeiro, Lucília S.; Nogueira, Idelfonso B. R.. (2024) Digital Transformation in the Chemical Industry: The Potential of Augmented Reality and Digital Twin. Applied Sciences
  Academic literature review
• de Menezes Rebello, Carine; Almeida Costa, Erbet; Sánchez, Antonio Santos; Vides, Fredy; Nogueira, Idelfonso B. R.. (2024) Assuring optimality in surrogate-based optimization: A novel theorem and its practical implementation in pressure swing adsorption optimization. Canadian Journal of Chemical Engineering
  Academic article
• de Menezes Rebello, Carine; Almeida Costa, Erbet; Fontana, Marcio; Schnitman, Leizer; Nogueira, Idelfonso B. R.. (2024) Interpretable Scientific Machine Learning Approach for Correcting Phenomenological Models: Methodology Validation on an ESP Prototype. Industrial & Engineering Chemistry Research
  Academic article
• Almeida Costa, Erbet; Skogestad, Sigurd; Nogueira, Idelfonso B. R.. (2024) NC-SIMC: Neuro-Controller Simple Internal Model Control. IFAC-PapersOnLine
  Academic article
• Almeida Costa, Erbet; de Menezes Rebello, Carine; Viena Santana, Vinicius; Nogueira, Idelfonso B. R.. (2024) Machine learning multi-step-ahead modelling with uncertainty assessment. IFAC-PapersOnLine
  Academic article
• Souza Lima, Patrick; Almeida Costa, Erbet; Mendes, Teófilo Paiva Guimarães; Schnitman, Leizer; Skogestad, Sigurd; Bessa Dos Reis Nogueira, Idelfonso. (2024) Simple control structure for stabilizing Core Annular Flow operation in heavy oil transportation. Computers and Chemical Engineering
  Academic article
• Almeida Costa, Erbet; Rebello, Carine Menezes; Viena Santana, Vinicius; Reges, Galdir; Silva, Tiago de Oliveira; Abreu, Odilon Santana Luiz de; Ribeiro, Marcos Pellegrini; Foresti, Bernardo Pereira; Fontana, Marcio; Nogueira, Idelfonso B. R.. (2024) An uncertainty approach for Electric Submersible Pump modeling through Deep Neural Network. Heliyon
  Academic article

2023

• Queiroz, Luana P.; Rebello, Carine Menezes; Almeida Costa, Erbet; Santana, Vinícius V.; Rodrigues, Bruno C. L.; Rodrigues, Alírio E.; Ribeiro, Ana M.; Nogueira, Idelfonso B. R.. (2023) Transfer Learning Approach to Develop Natural Molecules with Specific Flavor Requirements. Industrial & Engineering Chemistry Research
  Academic article
• Lima, Fernando; Rebello, Carine Menezes; Almeida Costa, Erbet; Santana, Vinicius; Moares, Marcellus; Barreto, Amaro; Secchi, Argimiro R.; Souza, Mauricio; Nogueira, Idelfonso B. R.. (2023) Improved modeling of crystallization processes by Universal Differential Equations. Chemical engineering research & design
  Academic article
• Almeida Costa, Erbet; de Menezes Rebello, Carine; Viena Santana, Vinicius; Nogueira, Idelfonso B. R.. (2023) Physics-informed neural network uncertainty assessment through Bayesian inference. IFAC-PapersOnLine
  Academic article
• Santana, Vinicius V.; Almeida Costa, Erbet; Rebello, Carine Menezes; Ribeiro, Ana Mafalda; Rackauckas, Christopher; Nogueira, Idelfonso B. R.. (2023) Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approach. Chemical Engineering Science (CES)
  Academic article