Committees

Coordinating Committee

Álvaro Rocha, ISEG, University of Lisbon, PT (General Chair)

Francisco Peñalvo, University of Salamanca, ES (Doctoral Symposium)

Ramiro Gonçalves, University of Trás-os-Montes and Alto Douro, PT (Workshops)

Carlos Ferrás Sexto, University of Santiago de Compostela, ES

Adolfo Lozano Tello, University of Extremadura, ES

Miguel de Castro Neto, NOVA IMS, Nova University of Lisbon, PT

Gonçalo Paiva Dias, University of Aveiro, PT

David Fonseca, La Salle, Ramon Llull University, ES

Mário Piattini, University of Castilla-La Mancha, ES

Paulo Belfo, Coimbra Business School | ISCAC, Polytechnic Institute of Coimbra, PT

Borja Bordel, Universidad Politécnica de Madrid, ES

 

Local Organizing Committee

Carlos Ferrás Sexto, University of Santiago de Compostela, ES

Xosé Pereira Fariña, University of Santiago de Compostela, ES

Carlos Toural Bran, University of Santiago de Compostela, ES

Alba Silva Rodríguez, University of Santiago de Compostela, ES

Antonio Doval Adán, University of Santiago de Compostela, ES

Alejandro Otero Varela, University of Santiago de Compostela, ES

Nerea Otero Vale, University of Santiago de Compostela, ES

Yolanda García Vázquez, University of Vigo, ES

Rosana Martínez Román, University of Vigo, ES

Evelia Murcia Álvarez, University of Vigo, ES

Francisco Xabier Aguiar Fernández, University of Vigo, ES

 

Scientific Committee

A. Augusto Sousa, FEUP/INESCTEC, Portugal

Abel Suing, Universidad Técnica Particular de Loja, Ecuador

Adérito Fernandes-Marcos, University of Saint Joseph in Macau, Macao

Adriana Silva, Polytechnic of Coimbra, Portugal

Agostinho Sousa Pinto, CEOS.PP/ISCAP/IPP, Portugal

Alcides Alvear, Universidad Ana G. Méndez, Puerto Rico

Alcinia Zita Sampaio, University of Lisbon, IST, Portugal

Aleardo Manacero, São Paulo State University - UNESP, Brazil

Alexandre L'Erario, UTFPR, Brazil

Alexandre Silva, Coimbra Business School | ISCAC, Portugal

Alexandre Valle de Carvalho, FEUP, Universidade do Porto, Portugal

Alexandrino Gonçalves, CIIC-ESTG-Polytechnic University of Leiria, Portugal

Alicia García-Holgado, Universidad de Salamanca, Spain

Alma Gómez-Rodríguez, Universidade de Vigo, Spain

Alma Gómez-Rodríguez, Unversidade de Vigo, Spain

Altino J Mentzingen Moraes, Brazilian Ministry of Management and Public Services Innovation, Brazil

Amélia Cristina Ferreira da Silva, Instituto Politécnico do Porto, Portugal

Ana Amaro, CBS-ISCAC/ IPC, Portugal

Ana Balula, University of Aveiro, Portugal

Ana Bastos, Universidade de Trás-os-Montes e Alto Douro, Portugal

Ana Carla Amaro, Universidade de Aveiro, Portugal

Ana Dinis, Research Centre on Accounting and Taxation (CICF), IPCA, Portugal

Ana Grasielle Corrêa, Universidade Presbiteriana Mackenzie, Brazil

Ana Isabel Azevedo, CEOS.PP, ISCAP, Politécnico do Porto, Portugal

Ana Isabel Martins, University of Aveiro, Portugal

Ana Patricia Oliveira, University of Aveiro, Portugal

Ana Paula Silva, Instituto Politécnico de Castelo Branco, Portugal

Ana Rita Calvão, ESTGA, Universidade de Aveiro, Portugal

Ana Velhinho, DigiMedia - University of Aveiro, Portugal

Anabela Mesquita, Polytechnic of Porto, Portugal

Anabela Moreira Bernardino, Polytechnic University of Leiria, Portugal

Andrea Vázquez-Ingelmo, USAL, Spain

Ângela Oliveira, Politecnico de Castelo Branco, Portugal

Ania Cravero, Universidad de La Frontera, Chile

Antoni-Lluís Mesquida Calafat, Universitat de les Illes Baleares, Spain

António Andrade, Universidade Católica Portuguesa, Portugal

António Godinho, Instituto Politécnico de Santarém, Portugal

Antonio Goncalves, Portuguese Naval Academy / CINAV, Portugal

Antonio Jiménez-Martín, Universidad Politécnica de Madrid, Spain

António Jorge Gouveia, Universidade de Trás-os-Montes e Alto Douro, Portugal

António José Gonçalves Fernandes, Instituto Politécnico de Bragança, Portugal

Aracelly Núñez-Naranjo, Universidad Indoamérica, Ecuador

Arlindo Silva, Instituto Politécnico de Castelo Branco, Portugal

Arnulfo Alanis, Tecnológico Nacional de México, Mexico

Arsénio Reis, Universidade de Trás-os-Montes e Alto Douro, Portugal

Arturo José Méndez Penín, Universidade de Vigo, Spain

Baltasar García Perez-Schofield, University of Vigo, Spain

Beatriz Sainz de Abajo, Universidad de Valladolid, Spain

Benedita Malheiro, Instituto Superior de Engenharia do Porto, Portugal

Bertil P. Marques, ISEP/PPORTO, Portugal

Boris Almonacid, Independent Researcher, Chile

Brenda L. Flores-Rios, Universidad Autónoma de Baja California, Mexico

Bruno F Gonçalves, Instituto Politécnico de Bragança, Portugal

Bruno Galasso, Universidade Federal de São Paulo, Brazil

Carla Leite, University of Aveiro, Portugal

Carlos Afonso, UAlg - Universidade do Algarve, Portugal

Carlos Alexandre Silva, IFMG - Sabará, Brazil

Carlos Balsa, Instituto Politécnico de Bragança, Portugal

Carlos Carreto, Polytechnic Institute of Guarda, Portugal

Carlos Costa, Aveiro University, Portugal

Carlos J. Costa, ISEG, Universidade de Lisboa, Portugal

Carlos Juiz, University of Islas Baleares, Spain

Carlos Rompante Cunha, CeDRI & Bragança Polytechnic University, Portugal

Carlos Serrao, Iscte - Instituto Universitário de Lisboa, Portugal

Carlos Vaz de Carvalho, GILT R&D / Instituto Superior de Engenharia do Porto, Portugal

Cecília Carmo, Universidade de Aveiro (ISCA-UA), Portugal

Célio Gonçalo Marques, Polytechnic University of Tomar, Portugal

Cesar Collazos, Universidad del Cauca, Colombia

Chinyere Okechukwu, University of Hradec Kralove, Czechia 

Ciro Martins, Universidade de Aveiro, Portugal

Clara Silveira, Instituto Politécnico da Guarda, Portugal

Claudia Berra Barona, Universidad Autónoma de Baja California, Mexico

Cristina Caridade, Instituto Superior de Engenharia de Coimbra, Portugal

Daniel Polónia, Universidade de Aveiro, Portugal

Diana Lancheros-Cuesta, Universidad de La Salle, Colombia

Diana Yacchirema, Escuela Politécnica Nacional, Ecuador

Dimas Cassimiro do Nascimento, Federal University of Agreste de Pernambuco, Brazil

Dionísia Laranjeiro, University of Aveiro, Portugal

Dora Simões, University of Aveiro - ISCA-UA, Portugal

Eduardo Marques, Universidade da Madeira, Portugal

Edwin Juvenal Cedeño Herrera, Universidad de Panamá, Panama

Edwin Juvenal Cedeño Herrera, Universidad de Panamá, Panama

Elisabete Paulo Morais, UNIAG | Instituti Politécnico de Bragança, Portugal

Elisabete Vieira, University of Aveiro, Portugal

Elsa Cardoso, Iscte - Instituto Universitário de Lisboa, Portugal

Erika Upegui Cardona, Universidad Distrital Francisco José de Caldas, Colombia

Eugénia Bernardino, Polytechnic of Leiria, Portugal

Evelio Gonzalez, Universidad deLa Laguna, Spain

Fábio Marques, Universidade de Aveiro, Portugal

Fernando Batista, Iscte / INESC-ID, Portugal

Fernando Bobillo, University of Zaragoza, Spain

Fernando Cruz Bandeira, University Fernando Pessoa, Portugal

Fernando De la Prieta, University of Salamanca, Spain

Fernando Moreira, Universidade Portucalense, Portugal

Fernando Paulo Belfo, ISCAC, Polytechnic Institute of Coimbra, Portugal

Fernando Ribeiro, Polytechnic Institute of Castelo Branco, Portugal

Fernando Silva, Polytechnic Institute of Leiria, Portugal

Fernando Suárez, CPEIG - Colexio Profesional de Enxeñaría en Informática de Galicia, Spain

Filipe Caetano, Instituto Politécnico da Guarda, Portugal

Filipe Caldeira, Instituto Politécnico de Viseu, Portugal

Filipe Cardoso, Instituto Politécnico de Santarém, Portugal

Filipe Fidalgo, Instituto Politécnico de Castelo Branco, Portugal

Filipe Montargil, ESCS - Esc Sup. de Com. Social, Portugal

Francisca Rosique Contreras, Universidad Politécnica de Cartagena, Spain

Francisco Antunes, University of Beira Interior and INESC Coimbra, Portugal

Francisco de Arriba Pérez, Universidade de Vigo, Spain

Francisco de Arriba Pérez, University of Vigo, Spain

Francisco José García Tartera, Universidad Complutense de Madrid, Spain

Francisco Medeiros, IFPB, Brazil

Frank Aguilar Hernández, Investigador Independiente, Mexico

Frank José Affonso, Universidade Estadual Paulista (Unesp), Brazil

Frederico Branco, University of Trás-os-Montes e Alto Douro, Portugal

Gabriel Alberto García-Mireles, University of Sonora, Mexico

Gabriel Gomes de Oliveira, UNICAMP, Brazil

Gabriel Guerrero-Contreras, University of Cadiz, Spain

Gerardo González Filgueira, Universidade da Coruña, Spain

Graça Azevedo, University of Aveiro (ISCA-UA), Portugal

Gustavo Alves, Polytechnic of Porto - School of Engineering, Portugal

Hélder Gomes, Universidade de Aveiro, Portugal

Helena Luz, University of Coimbra, Portugal

Hélia Guerra, University of the Azores, Portugal

Henrique Gil, Instituto Politécnico de Castelo Branco, Portugal

Hlaing Htake Khaung Tin, University of Information Technology, Myanmar (Burma)

Hugo Sanjurjo-González, University of Deusto, Spain

Igor Aguilar Alonso, Universidad Nacional Tecnologica de Lima Sur, Peru

Igor Medeiros Vanderlei, Universidade Federal do Agreste de Pernambuco, Brazil

Inês Domingues, CI-IPOP, Portugal

Ines Lopez-Baldominos, Universidad de Alcalá, Spain

Inês Messias, Instituto Politécnico de Santarém, Portugal

Isabel de la Torre, Universidad de Valladolid, Spain

Isabel Lopes, Instituto Politécnico de Bragança/UNIAG, Portugal

Isabel Sofia Brito, Instituto Politécnico de Beja, Portugal

Isidro Calvo, University of the Basque Country (UPV/EHU), Spain

Isidro Navarro, UPC-ETSAB, Spain

Ismael Etxeberria-Agiriano, University of the Basque Country (UPV/EHU), Spain

Issa Atoum, Philadelphia University, Jordan

Ivaldir de Farias Junior, Universidade de Pernambuco - UPE, Brazil

Iván Armuelles Voinov, Universidad de Panamá, Panama

Javier Medina, Universidad Distrital Francisco José de Caldas, Colombia

Jeimy Cano, U. Andes, Colombia

Jesualdo Fernandes, ISEG, University of Lisbon, Portugal

Jezreel Mejia, CIMAT A.C., Mexico

Joana Leite, ISCAC, Polytechnic University of Coimbra, Portugal

João Carlos Gonçalves dos Reis, Lusofona University, Portugal

João Carlos Silva, IPCA, Portugal

João Gondim, Universidade de Brasília, Brazil

Joao Miranda, ESTGD and VALORIZA/IPPortalegre, CERENA/IST, Portugal

João Pascoal Faria, Faculty of Engineering of the University of Porto, Portugal

João Patrício, Polytechnic University of Tomar, Portugal

João Paulo Costa, Faculty of Economics of the University of Coimbra, Portugal

João Paulo Ferreira, ISEC/IPC, Portugal

Joao Quadros, CEFET/RJ, Brazil

João Tavares, Faculdade de Engenharia da Universidade do Porto, Portugal

Joaquim Leite, Instituto Politécnico de Bragança, Portugal

Joaquim P. Silva, IPCA, Portugal

Joaquim Reis, ISCTE-IUL, Portugal

Jorge Barreiros, Polytechnic University of Coimbra - ISEC, Portugal

Jorge da Silva Correia-Neto, UFRPE, Brazil

Jorge Eduardo Ibarra-Esquer, Universidad Autónoma de Baja California, Mexico

Jorge Gomes, Universidade Lusófona, Portugal

Jose Barata, FCT-UNL, Portugal

José Braga de Vasconcelos, Universidade Lusófona, Portugal

Jose Carlos Metrôlho, Polytechnic Institute of Castelo Branco, Portugal

José Luis Pardo Díaz, GSoBEE, Spain

Jose M. Molina, Universidad Carlos III de Madrid, Spain

Jose Manuel Torres, Universidade Fernando Pessoa, Portugal

José Manuel Villegas Izaguirre, Universidad Autónoma de Baja California, Mexico

José Miguel Cornelio Ramos, Universidad Tecnológica del Perú, Peru

Jose Paulo Lousado, Instituto Politécnico de Viseu, Portugal

José Ribeiro, Polytechnic University of Leiria, Portugal

José Ribeiro, Polytechnic University of Leiria, Portugal

José Rosado, Instituto Superior de Engenharia de Coimbra, Portugal

Jose Salgado, Instituto Politécnico da Guarda, Portugal

Jose Salvado, University of Beira Interior, Portugal

Juan Ángel Contreras Vas, Universidad de Extremadura, Spain

Juan M. Santos-Gago, atlanTTic - University of Vigo, Spain

Juan Pablo D'Amato, CONICET, Argentina

Kadna Vale, Universidade Federal do Agreste de Pernambuco (UFAPE), Brazil

Leila Weitzel, Fluminense Federal University, Brazil

Leonardo Bermon Angarita, Universidad Nacional de Colombia, Colombia

Leonel Santos, Polytechnic University of Leiria, Portugal

Leonilde Reis, Instituto Politécnico de Setúbal, Portugal

Lilia Muñoz, Universidad Tecnológica de Panamá, Panama

Liliana Enciso, Universidad Técnica Particular de Loja, Ecuador

Lucila Ishitani, Pontifícia Universidade Católica de Minas Gerais, Brazil

Lucila Romero, Universidad Nacional del Litoral, Argentina

Luis Alvarez Sabucedo, Univeristy of Vigo, Spain

Luís Barbosa, Universidade de Trás-os-Montes e Alto Douro, Portugal

Luis Bruno, Instituto Politécnico de Beja, Portugal

Luis Camarinha-Matos, NOVA University Lisbon, Portugal

Luis Frazao, Polytechnic University of Leiria, Portugal

Luis Marques, ISEC-IPC, Portugal

Maicon Herverton Lino Ferreira da Silva Barros, Universidade de Pernambuco, Brazil

Manuel de la Villa, Universidad de Huelva, Spain

Manuel Sanchez Chero, Universidad Nacional Frontera, Peru

Manuel Sousa Pereira, IPVC, Portugal

Manuela Aparicio, NOVA IMS, Universidade Nova de Lisboa, Portugal, Portugal

Marcelo Mendonça Teixeira, Universidade de Pernambuco, Brazil

Marcelo Zambrano Vizuete, Instituto Tecnológico Superior Rumiñahui, Ecuador

Margarita Ramirez Ramirez, Universidad Autónoma de Baja California, Mexico

Maria Beatriz Guerra Piedade, Instituto Politécnico de Leiria, Portugal

Maria Cecília Rosa, Politécnico da Guarda, Portugal

Maria Cristina Marcelino Bento, UNIFATEA, Brazil

Maria de Fátima Rodrigues, ISEP, Politécnico do Porto, Portugal

María Dolores Acuña Garrido, University of Seville, Spain

María Dolores De Acuña Garrido, University of Seville, Spain

Maria Elisabete Neves, Coimbra Business School | ISCAC, Portugal

Maria Isabel Barreiro Ribeiro, Instituto Politécnico de Bragança, Portugal

María J Lado, University of Vigo, Spain

Maria João Ferreira, Universidade Portucalense, Portugal

Maria José Angélico Gonçalves, IPP /ISCAP, Portugal

Maria José Sousa, ISCTE - Instituto Universitário de Lisboa, Portugal

María Teresa García-Álvarez, University of A Coruna, Spain

María Visitación Hurtado Torres, University of Granada, Spain

Mariana Carvalho, ESTG, Polytechnic of Porto, Portugal

Mário Antunes, Polytechnic University of Leiria, Portugal

Marisol B. Correia, Algarve University & CiTUR, Portugal

Maristela Holanda, Universidade de Brasília, Brazil

Marla Teresinha Barbosa Geller, Centro Universitário Luterano de Santarém , Brazil

Marta Lopez Fernandez, Universidad Complutense de Madrid, Spain

Martin Llamas Nistal, atlanTTic - Universidade de Vigo, Spain

Martín López Nores, University of Vigo, Spain

Mauro Oddo Nogueira, Instituto de Pesquisa Econômica Aplicada - Ipea, Brazil

Mercedes Ruiz, University of Cadiz, Spain

Miguel A. Brito, University of Minho, Portugal

Miguel Casquilho, University of Lisbon, Portugal

Miguel Negrão, IPLeiria, Portugal

Miguel Ramón González Castro, Centro Tecnológico Aimen, Spain

Milagros Gutiérrez, UTN - FRSF, Argentina

Mirna Muñoz, Centro de Investigación en Matemáticas A.C., Mexico

Mohamed Eddabbah, Cadi Ayyad University, Morocco

Mohamed Yasin Noor Mohamed, Sultan Qaboos University, Oman

Nelson Rocha, Universidade de Aveiro, Portugal

Nídia Salomé Morais, Instituto Politécnico de Viseu, Portugal

Nilton Canto, Universidade Mackenzie, Brazil

Nilton Canto, Universidade Presbiteriana Mackenzie, Brazil

Norma Velasquez, Universidad Católica Sedes Sapientiae, Peru

Nuno Costa, IPLeiria, Portugal

Nuno Magalhães Ribeiro, Universidade Fernando Pessoa, Portugal

Nuno Melão, Instituto Politécnico de Viseu, Portugal

Nuno Rodrigues, CIIC, ESTG, Polytechnic Institute of Leiria, Portugal

Olger Gutiérrez Aguilar, Universidad Nacional de San Agustín de Arequipa, Peru

Orlando Duran, Pontifícia Universidad Católica de Valparaíso, Chile

Óscar Mealha, University of Aveiro, Portugal

Osvaldo Santos, Instituto Politécnico de Castelo Branco, Portugal

Pablo Chamoso, University of Salamanca, Spain

Patrícia Leite, IPCA - EST, Portugal

Patricia Tedesco, Centro de Informática - UFPE, Brazil

Patricio Domingues, Polytechnic of Leiria, Portugal

Paula Peres, Politécnico do Porto / ISCAP, Portugal

Paula Prata, Universidade da Beira Interior, Portugal

Paulo Martins, Universidade de Trás-os-Montes e Alto Douro & INESC TEC, Portugal

Paulo Rurato, Universidade Fernando Pessoa, Portugal

Paulo Urbano, FC, University of Lisbon, Portugal

Pedro Araújo, Universidade da Beira Interior, Portugal

Pedro Manuel do Espírito Santo, Polytechnic University of Leiria, Portugal, Portugal

Pedro Martins, Polytechnic of Viseu, Portugal

Pedro Martins, ISCAC, Polytechnic Institute of Coimbra, Portugal

Pedro Martins, Polytechnic of Viseu, Portugal

Pedro Mauricio Acosta-Castellanos, Universidad Santo Tomás, Colombia

Pedro Sousa, University of Minho, Portugal

Rafael Caldeirinha, Instituto de Telecomunicações and Polytechnic of Leiria, Portugal

Raul Laureano, Iscte-Instituto Universitário de Lisboa, Portugal

Renata Spolon Lobato, Universidade Estadual Paulista "Júlio de Mesquita Filho", Brazil

René Faruk Garzozi-Pincay, Universidad Estatal Península de Santa Elena, Ecuador

Ricardo Alejandro Chung Ching, Universidad Nacional de Ingeniería, Peru

Ricardo Garcia León, Universidad Francisco de Paula Santander Ocaña, Colombia

Ricardo Linden, Cepel, Brazil

Ricardo Simoes, Polytechnic Institute of Cavado and Ave, Portugal

Rita Margarida Teixeira Ascenso, ESTG, IPLeiria, Portugal

Rita Oliveira, DigiMedia, University of Aveiro, Portugal

Roberto Marichal, Universidad La Laguna, Spain

Roberto Theron, University of Salamanca, Spain

Rocío González-Sánchez, Universidad Rey Juan Carlos, Spain

Rodolfo Miranda de Barros, Universidade Estadual de Londrina, Brazil

Rodrigo Rocha, UFAPE, Brazil

Rodrigo Tocantins da Silva, Military Institute of Engineering, Brazil

Rogéria Cristiane Gratão de Souza, UNESP - São Paulo State University, Brazil

Rogerio Garcia, São Paulo State University, Brazil

Rosa  Maria Reis, ISEP/GILT, Portugal

Rui Araújo, University of Coimbra, Portugal

Rui Cruz, Universidade de Lisboa, Instituto Superior Técnico, Portugal

Rui Humberto Pereira, ISCAP/IPP, Portugal

Rui Moreira, UFP; LIACC, Portugal

Rui Pedro Lourenco, CeBER; FEUC, Portugal

Rui Pedro Marques, University of Aveiro, Portugal

Rui Pitarma, 117960462, Portugal

Rui Quaresma, Universidade de Évora, Portugal

Rui Rodrigues, ESMAD, Politécnico do Porto, Portugal

Rui Santos Cruz, INESC-ID/IST - Univ. Lisboa, Portugal

Rute Abreu, Instituto Politécnico da Guarda, Portugal

Sandra Riascos-Erazo, Universidad del Valle, Colombia

Sandro Carvalho, Instituto Politécnico do Porto, Portugal

Santiago Gonzales Sanchez, Universidad César Vallejo, Peru

Sara Balderas-Díaz, University of Cadiz, Spain

Sara Paiva, Instituto Politécnico de Viana do Castelo, Portugal

Saulo Rocha, Universidade Federal Fluminense, Brazil

Sergio Araya Guzmán, Universidad del Bío-Bío, Chile

Sergio Correia, Portalegre Polytechnic University, Portugal

Sérgio Lopes, University of Minho, Portugal

Sergio Luján Mora, University of Alicante, Spain

Sergio Moro, ISCTE, Portugal

Sergio Nunes, ISEG, Portugal

Silvia García-Méndez, University of Vigo, Spain

Sofia Ribeiro, University of Aveiro, Portugal

Sónia P. Nogueira, Bragança Polytechnic University, Portugal

Sónia Rolland Sobral, UPT, Portugal

Sussy Bayoan Oré, Universidad Nacional Mayor de San Marcos, Peru

Tales Paiva Nogueira, Universidade da Integração Internacional da Lusofonia Afro-Brasileira, Brazil

Tamara Silvana Márquez Lemp, Universidad Autónoma de Chile, Chile

Telmo Silva, DigiMedia, University of Aveiro. Portugal, Portugal

Thiago Dias, Centro Federal de Educação Tecnológica de Minas Gerais, Brazil

Tiago Trancoso, IPVC, Portugal

Valderi Leithardt, Iscte - Instituto Universitário de Lisboa, Portugal

Valério Rosset, Instituto Tecnológico de Aeronáutica - ITA, Brazil

Veronica Martinez Lazcano, Universidad Autónoma del Estado de Hidalgo, Mexico

Verónica Vasconcelos, Polytechnic  University of Coimbra, Portugal

Víctor Flores, Universidad Católica del Norte, Chile

Víctor H. Castillo, University of Colima, Mexico

Víctor Mondelo, Universidade de Vigo, Spain

Vinícius Gabriel Santos Bezerra, Universidade de Pernambuco, Brazil

Virginia Araujo, Atlantica University, Portugal

Virginia de Melo Trinks, Universidade de Brasília , Brazil

Vitor Gonçalves, CITeD, Instituto Politécnico de Bragança, Portugal

Vladimir Villarreal, Universidad Tecnológica de Panamá, Panama

Wagner Tanaka Botelho, Universidade Federal do ABC (UFABC), Brazil

Zenaide Silva, Universidade Federal do Sul e Sudeste do Pará, Brazil