Reis, Marco S.

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Name
Reis, Marco S.
 
Variants
Reis, M.S.
Reis, Marco
 
Unidade de I&D
 
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Status
UC Researcher
Biography
The main scientific area of activity is on Process Systems Engineering (PSE), even though other fields such as Process Analytics and Industrial Statistics can also be seen as targeted research areas. After an initial interest in First Principle model-based fault detection and diagnostic systems, the contact with processes lacking accurate mechanistic models shifted the research interests towards data-centric methodologies for process analysis, modelling, monitoring, control and improvement, as well as to other relevant issues regarding the generation of data with high quality (DoE, R&R studies, measurement uncertainty). The complexity of processes and data collected from them, motivated a concentration of efforts on high-dimensional multiscale data-driven approaches, that present the ability of adequately describing different phenomena going on at separate scales of time and length, through mathematical and statistical frameworks that incorporate the scale in the core of their algorithms, and where wavelet theory and multivariate statistics play key roles, when synergistically combined. A wide variety of methodologies have been proposed in this scope, for fault detection & diagnosis, soft sensors for critical properties, process analysis, system identification and optimization, sensor fusion, hybrid modelling, among others. I am also been actively involved in developments in the fields of Multivariate Image Analysis (MIA), analysis of gene expression data, biosystems, pulp & paper, process improvement through the six-sigma and lean manufacturing initiatives. (For more information on research activities, please visit my reserach website: http://www.eq.uc.pt/~marco/research/pclab/)
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Issue DateTitleAuthor(s)TypeAccess
111-May-20220-Dimensional Persistent Homology Analysis Implementation in Resource-Scarce Embedded SystemsBranco, Sérgio; Carvalho, João G.; Reis, Marco S. ; Lopes, Nuno V.; Cabral, JorgearticleopenAccess
22013An experimental design methodology to evaluate the importance of different parameters on flocculation by polyelectrolytesPinheiro, Ineide ; Ferreira, Paulo J. ; Garcia, Fernando A. ; Reis, Marco S. ; Pereira, Ana C. ; Wandrey, Christine ; Ahmadloo, Hamideh ; Amaral, José L. ; Hunkeler, David ; Rasteiro, Maria G. articleopenAccess
32022Chitosan-xanthan gum PEC-based aerogels: A chemically stable PEC in scCO2Tomé, Luciana I. N. ; Reis, Marco S. ; Sousa, Hermínio C. de ; Braga, Mara E. M. articleembargoedAccess
42004A comparative study of linear regression methods in noisy environmentsReis, Marco S. ; Saraiva, Pedro M. articleopenAccess
52020Data-Driven Modelling of the Complex Interaction between Flocculant Properties and Floc Size and StructureLourenço, Anita ; Reis, Marco S. ; Arnold, Julien; Rasteiro, Maria da Graça articleopenAccess
615-Jun-2013Defining the structure of DPCA models and its impact on process monitoring and prediction activitiesRato, Tiago J. ; Reis, Marco S. articleopenAccess
72021Determination of Sugar, pH, and Anthocyanin Contents in Port Wine Grape Berries through Hyperspectral Imaging: An Extensive Comparison of Linear and Non-Linear Predictive MethodsGomes, Véronique; Rendall, Ricardo ; Reis, Marco ; Mendes-Ferreira, Ana; Melo-Pinto, PedroarticleopenAccess
87-Dec-2005Different Modeling Approaches for a Heterogeneous Liquid−Liquid Reaction ProcessQuadros, Paulo A. ; Reis, Marco S. ; Baptista, Cristina M. S. G. articleopenAccess
92013Effects of emotional valence and three-dimensionality of visual stimuli on brain activation: an fMRI studyDores, A. R.; Almeida, I. ; Barbosa, F; Castelo-Branco, M. ; Monteiro, L. ; Reis, M. ; Sousa, L. de; Caldas, A. CastroarticleopenAccess
1015-Jun-2013Fault detection in the Tennessee Eastman benchmark process using dynamic principal components analysis based on decorrelated residuals (DPCA-DR)Rato, Tiago J. ; Reis, Marco S. articleopenAccess
112020First Principles Statistical Process Monitoring of High-Dimensional Industrial Microelectronics Assembly ProcessesRato, Tiago J. ; Delgado, Pedro; Martins, Cristina; Reis, Marco S. articleopenAccess
122006Heteroscedastic latent variable modelling with applications to multivariate statistical process controlReis, Marco S. ; Saraiva, Pedro M. articleopenAccess
132017Industrial Process Monitoring in the Big Data/Industry 4.0 Era: from Detection, to Diagnosis, to PrognosisReis, Marco S. ; Gins, GeertarticleopenAccess
142005Integration of data uncertainty in linear regression and process optimizationReis, Marco S. ; Saraiva, Pedro M. articleopenAccess
152022Machine Learning Techniques Disclose the Combined Effect of Fermentation Conditions on Yeast Mixed-Culture Dynamics and Wine QualityBarbosa, Catarina ; Ramalhosa, Elsa; Vasconcelos, Isabel ; Reis, Marcos ; Mendes-Ferreira, AnaarticleopenAccess
162019Multiscale and Multi-Granularity Process Analytics: A ReviewReis, Marco S. articleopenAccess
172008Multiscale statistical process control using wavelet packetsReis, Marco S. ; Saraiva, Pedro M. ; Bakshi, Bhavik R. articleopenAccess
182006Multiscale statistical process control with multiresolution dataReis, Marco S. ; Saraiva, Pedro M. articleopenAccess
192022Optimal design of experiments for hypothesis testing on ordered treatments via intersection-union testsDuarte, Belmiro P. M. ; Atkinson, Anthony C.; Singh, Satya P.; Reis, Marco S. articleopenAccess
202005Paper superficial waviness: Conception and implementation of an industrial statistical measurement systemCosta, Raquel ; Angélico, Dina ; Reis, Marco S. ; Ataíde, José M. ; Saraiva, Pedro M. articleopenAccess
212023Persistence Landscapes—Implementing a Dataset Verification Method in Resource-Scarce Embedded SystemsBranco, Sérgio; Dogruluk, Ertugrul; Carvalho, João G.; Reis, Marco S. ; Cabral, JorgearticleopenAccess
222021Prediction of Sugar Content in Port Wine Vintage Grapes Using Machine Learning and Hyperspectral ImagingGomes, Véronique; Reis, Marco S. ; Rovira-Más, Francisco; Mendes-Ferreira, Ana; Melo-Pinto, PedroarticleopenAccess
236-May-2020Presence of N-acetylneuraminic acid in the lung during postnatal developmentMartins, Maria de Fátima ; Reis, Marco S. ; Honório-Ferreira, Ana; Gonçalves, Carlos Alberto articleopenAccess
242014Sensitivity enhancing transformations for monitoring the process correlation structureRato, Tiago J. ; Reis, Marco S. articleopenAccess
252021Special Issue “Advanced Process Monitoring for Industry 4.0”Reis, Marco S. ; Gao, FurongarticleopenAccess
262009Wavelet texture analysis of on-line acquired images for paper formation assessment and monitoringReis, Marco S. ; Bauer, Armin articleopenAccess