Publications

·Journal Papers:
[11]. F.A.A. Souza, T.R. Neto, F.R.P. Magalhães, F.B. Silva, R.S. Pontes. Predicting the Grounding Topology Based on Grounding Impedance and the Pattern Recognition Framework: A case study on one to four ground rods in straight line. IEEE Transactions on Power Delivery, vol.PP, no.99, pp.1-1. [doi; pdf; bib]
[10]. Francisco A. A. Souza, Rui Araújo, and Jérôme Mendes. Review of soft sensors methods for regression applications. Chemometrics and Intelligent Laboratory Systems, 152:69–79, March 2016. [doi; pdf; bib]
[9]. Leonaldo Silva Gomes, Francisco Alexandre A. Souza, Ricardo Silva Thé Pontes, Tobias R. Fernandes Neto, and Rui Alexandre M. Araújo. Coagulant dosage determination in a water treatment plant using dynamic neural network models. International Journal of Computational Intelligence and Applications, 14(03):1550013–1–1550013–18, September 2015. [doi; pdf; bib]
[8]. Tiago Matias, Francisco Souza, Rui Araújo, Nuno Gonçalves, and João P. Barreto. On-line sequential extreme learning machine based on recursive partial least squares. Journal of Process Control, 27:15–21, March 2015. [doi; pdf; bib]
[7]. Francisco Souza, Rui Araújo. Mixture of Partial Least Squares Experts and Application in Prediction Settings with Multiple Operating Modes. Chemometrics and Intelligent Laboratory Systems. 130:192–202, January 2014. [doi; pdf; bib; Source code - Matlab Implementation].
[6]. Francisco Souza, Rui Araújo. Mixture of Univariate Linear Regression Models for Adaptive Soft Sensors. IEEE Transactions on Industrial Informatics. 10(2):937–945, May 2014. [doi; pdf; bib].
[5]. Francisco Souza, Rui Araújo, Tiago Matias, Jérôme Mendes. A Multilayer-Perceptron Based Method for Variable Selection in Soft Sensor Design. Journal of Process Control, 23(10):1371–1378, November 2013. [doi; pdf; bib].
[4]. Tiago Matias, Francisco Souza, Rui Araújo, Carlos Henggeler Antunes. Learning of a Single-hidden Layer Feedforward Neural Network using an Optimized Extreme Learning Machine. Neurocomputing. 129:428–436, April 2014. [doi; pdf; bib; source code]
[3]. Jérôme Mendes, Rui Araújo, Francisco Souza. Adaptive fuzzy identification and predictive control for industrial processes. Expert Systems with Applications, 40(17):6964–6975, December 2013. [doi; pdf; bib].
[2]. Thiago N. Castro, Francisco Souza, José M.B. Alves, Ricardo S.T. Pontes, Laurinda L.N. Reis, Sérgio Daher. Neo-fuzzy neuron model for seasonal rainfall forecast: A case study of Ceara's eight homogenous regions. Journal of Intelligent & Fuzzy Systems, 25(2): 389–394, 2013. [doi; pdf; bib].
[1]. Jérôme Mendes, Francisco Souza, Rui Araújo, Nuno Gonçalves. Genetic fuzzy system for data-driven soft sensors design. Applied Soft Computing, 12(10):3237–3245, October 2012. [doi; pdf; bib].

·Conference papers:
[18]. Cristiano Premebida, Diego Faria, Francisco Souza, Urbano Nunes. Applying Probabilistic Mixture Models to Semantic Place Classification in Mobile Robotics. In: 2015 IEEE RSJ International Conference on Intelligent Robots and Systems, (IROS 2015), 2015, Hamburg, Germany. [doi; pdf; bib]
[17]. Cícero Marques T. Cruz, Ricardo Silva Thé Pontes, Tobias Rafael F. Neto, Francisco A. A. Souza, Felipe Bandeira Silva, José Alberto de Castro. Avaliação de Sistemas de Aterramento Utilizando Tensões Impulsivas. In: VII Congresso de Inovação Tecnológica em Energia Elétrica, (CITENEL 2015), 2015, Costa do Sauípe, Bahia, Brazil. [pdf; bib]
[16]. Francisco A. A. Souza, Tobias R. Fernandes Neto, Felipe Bandeira Silva, Ednardo M. Rodrigues, Ricardo Silva Thé Pontes. Exploiting the impulse response of grounding systems for automatic classification of grounding topologies. In: International Conference on Grounding and Earthing & 6th International Conference on Lightning Physics and Effects (GROUND 2014), 2014, Manaus. [pdf; bib]
[15]. Tiago Matias, Francisco Souza, Rui Araújo, Saeid Rastegar, Jérôme Mendes. Adaptive identification and predictive control using an improved on-line sequential extreme learning machine. In: 40th Annual Conference of the IEEE Industrial Electronics Society (IECON 2014), 2014, Dallas, TX. [doi; pdf; bib]
[14]. Tiago Matias, Dulce Gabriel, Francisco Souza, Rui Araújo, J. Costa Pereira. Fault Detection and Replacement of a Temperature Sensor in a Cement Rotary Kiln. In: IEEE 18th Conference on Emerging Technologies & Factory Automation (ETFA 2013), Cagliari, Italy. [doi; pdf; bib].
[13]. Francisco Souza, Rui Araújo. An online variable selection method using recursive least squares. In: 2012 IEEE 17th Conference on Emerging Technologies & Factory Automation (ETFA 2012), Krakow, Poland.[doi; pdf; bib].
[12]. Jerome Mendes, Samuel Pinto, Rui Araújo, Francisco Souza. Evolutionary fuzzy models for nonlinear identification. In: 2012 IEEE 17th Conference on Emerging Technologies & Factory Automation (ETFA 2012), Krakow, Poland. [doi; pdf; bib].
[11]. Francisco Souza, Tiago Matias, Rui Araújo. Co-evolutionary genetic Multilayer Perceptron for feature selection and model design. In: 2011 IEEE 16th Conference on Emerging Technologies & Factory Automation (ETFA 2011), Toulouse, France. [doi; pdf; bib].
[10]. Symone Soares, Rui Araújo, Pedro Souza, Francisco Souza. Design and application of Soft Sensor using Ensemble Methods. In: 2011 IEEE 16th Conference on Emerging Technologies & Factory Automation (ETFA 2011), Toulouse, France. [doi; pdf; bib].
[9]. Francisco Souza, Rui Araújo. Variable and time-lag selection using empirical data. In: 2011 IEEE 16th Conference on Emerging Technologies & Factory Automation (ETFA 2011), Toulouse, France. [doi; pdf; bib].
[8]. Thiago N. Castro, Francisco Souza, José M.B. Alves, Ricardo S.T. Pontes, Mosefram B.M. Firmino, Thiago M. Pereira. Seasonal rainfall forecast using a Neo-Fuzzy Neuron Model. In: 2011 9th IEEE International Conference on Industrial Informatics (INDIN 2011), Lisbon, Portugal. [doi; pdf; bib].
[7]. Leonaldo S. Gomes, Francisco Souza, Thiago M. Pereira, Ricardo S. T. Pontes, Otacílio M. Almeida. Modelo Neural Narx aplicado à Inferência dos Sinais de Controle de Dosagem de Coagulantes Principal e Auxiliar no Processo de Tratamento de Água por Filtração Direta. In: X Congresso Brasileiro de Inteligência Computacional, (CBIC 2011), Fortaleza, Ceará, Brasil.[doi; pdf; bib].
[6]. Francisco Souza, Rui Araújo. Variable Selection Based on Mutual Information for Soft Sensors Applications]. In: 9th Portuguese Conference on Automatic Control, Controlo’2010, 2010, Coimbra. Controlo’2010, 2010. [pdf; bib].
[5]. Jérôme Mendes, Rui Araújo, Francisco Souza. Adaptive Fuzzy Generalized Predictive Control Based on Discrete-Time T-S Fuzzy Model. In: 2010 15th IEEE Conference on Emerging Technologies and Factory Automation (ETFA 2010), Bilbao, Spain. [doi; pdf; bib].
[4]. Francisco Souza, Pedro Santos, Rui Araújo. Variable and delay selection using neural networks and mutual information for data-driven soft sensors. In: 2010 15th IEEE Conference on Emerging Technologies and Factory Automation (ETFA 2010), Bilbao, Spain.[doi; pdf; bib].
[3]. Francisco Souza, Carlos A.C. Belchior, Ricardo S.T. Pontes, Alberto C. Júnior. Low Cost Remote Automatic Monitoring System of a Wastewater Treatment Plant. In: 6th International Conference on Remote Engineering and Virtual Instrumentation, 2009, Bridgeport, CT, USA. REV - Remote Engineering and Virtual Instrumentation, 2009. [pdf; bib]
[2]. René P.T Bascopé, Grover V.T. Bascopé, Carlos G.C. Branco, Daniel L. Ferreira, Francisco Souza. Analysis and Proposal of an Isolated DC/AC System Using Three-State Switching Cell. In: 2009 10th Brazilian Power Electronics Conference, (COBEP 2009), Bonito-Ms. [doi; pdf; bib].
[1]. René P.T Bascopé, Grover V.T. Bascopé, Carlos G.C. Branco, Cícero M.T. Cruz, Francisco Souza, Luiz H.C. Barreto. A new isolated DC-DC boost converter using three-state switching cell. In: Twenty Third Annual IEEE Applied Power Electronics Conference and Exposition, (APEC 2008), Austin, TX. [doi; pdf; bib].