2024

• Costa, Erbet Almeida; 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; Rebello, Carine de Menezes; Costa, Erbet Almeida; 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
• Rebello, Carine de Menezes; Costa, Erbet Almeida; 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
• Rebello, Carine de Menezes; Costa, Erbet Almeida; 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
• Costa, Erbet Almeida; Skogestad, Sigurd; Nogueira, Idelfonso B. R.. (2024) NC-SIMC: Neuro-Controller Simple Internal Model Control. IFAC-PapersOnLine
  Academic article
• Costa, Erbet Almeida; Rebello, Carine de Menezes; Santana, Vinicius Viena; Nogueira, Idelfonso B. R.. (2024) Machine learning multi-step-ahead modelling with uncertainty assessment. IFAC-PapersOnLine
  Academic article
• Lima, Patrick Souza; Costa, Erbet Almeida; Mendes, Teófilo Paiva Guimarães; Schnitman, Leizer; Skogestad, Sigurd; Nogueira, Idelfonso Bessa Dos Reis. (2024) Simple control structure for stabilizing Core Annular Flow operation in heavy oil transportation. Computers and Chemical Engineering
  Academic article
• Costa, Erbet Almeida; Rebello, Carine Menezes; Santana, Vinicius Viena; Reges, Galdir; Silva, Tiago de Oliveira; Abreu, Odilon Santana Luiz de. (2024) An uncertainty approach for Electric Submersible Pump modeling through Deep Neural Network. Heliyon
  Academic article

2023

• Queiroz, Luana P.; Rebello, Carine Menezes; Costa, Erbet Almeida; Santana, Vinícius V.; Rodrigues, Bruno C. L.; Rodrigues, Alírio E.. (2023) Transfer Learning Approach to Develop Natural Molecules with Specific Flavor Requirements. Industrial & Engineering Chemistry Research
  Academic article
• Lima, Fernando; Rebello, Carine Menezes; Costa, Erbet Almeida; Santana, Vinicius; Moares, Marcellus; Barreto, Amaro. (2023) Improved modeling of crystallization processes by Universal Differential Equations. Chemical engineering research & design
  Academic article
• Costa, Erbet Almeida; Rebello, Carine de Menezes; Santana, Vinicius Viena; Nogueira, Idelfonso B. R.. (2023) Physics-informed neural network uncertainty assessment through Bayesian inference. IFAC-PapersOnLine
  Academic article
• Santana, Vinicius V.; Costa, Erbet Almeida; 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