???global.info.a_carregar???
Professor Adjunto no Instituto Superior de Engenharia de Lisboa (ISEL) na área de Engenharia da Informática. Recebeu o título de Doutor em Engenharia Elétrica pela Universidade do Estado de Santa Catarina (UDESC), Brasil, em 2021, e um segundo título de Doutor em Informática e Inteligência Artificial pela Università degli Studi di Udine (UNIUD), Itália. Foi investigador na Fondazione Bruno Kessler, Itália, e investigador sênior (fellow) de Pós-Doutorado na University of Regina, Canadá. Seus interesses de pesquisa incluem sistemas de energia elétrica, aprendizado profundo, visão computacional e previsão de séries temporais.
Ler resumo completo ↓
Identificação

Identificação pessoal

Nome completo
Stefano Frizzo Stefenon

Nomes de citação

  • Stefenon, Stefano
  • Stefenon, Stefano Frizzo
  • Stefenon, S. F.
  • Stefenon, S.

Identificadores de autor

Ciência ID
4019-BB36-7F74
ORCID iD
0000-0002-3723-616X
Google Scholar ID
https://scholar.google.com/citations?user=ToyM0y8AAAAJ&hl=en&oi=ao
Researcher Id
AAD-7639-2019
Scopus Author Id
57194147390

Endereços de correio eletrónico

  • stefano.stefenon@isel.pt (Profissional)

Domínios de atuação

  • Ciências Exatas - Ciências da Computação e da Informação
  • Ciências da Engenharia e Tecnologias - Engenharia Eletrotécnica, Eletrónica e Informática

Idiomas

Idioma Conversação Leitura Escrita Compreensão Peer-review
Português (Idioma materno)
Inglês Utilizador proficiente (C1) Utilizador proficiente (C1) Utilizador proficiente (C1) Utilizador proficiente (C1) Utilizador proficiente (C1)
Italiano Utilizador independente (B2) Utilizador independente (B2) Utilizador independente (B1) Utilizador independente (B2) Utilizador independente (B2)
Formação
Grau Classificação
2021/11/01 - 2024/10/31
Concluído
 Informatica e Intelligenza Artificiale (Dottorato di Ricerca)
Especialização em Intelligenza Artificiale
Università degli Studi di Udine, Itália
"Machine Learning-based Segment and Object Detection for Engineering Applications" (TESE/DISSERTAÇÃO)
 A
2018/08/01 - 2021/11/26
Concluído
 Engenharia Elétrica (Doctor)
Especialização em Inteligência Artificial
Universidade do Estado de Santa Catarina, Brasil
"Classificação e Previsão de Falhas em Isoladores de Distribuição por Meio do Processamento de Sinal Ultrassônico" (TESE/DISSERTAÇÃO)
 A
2012/03 - 2015/02
Concluído
 Engenharia Elétrica (Master)
Especialização em Sistemas de Potência
Fundaçao Universidade Regional de Blumenau, Brasil
"Estudo das técnicas de inspeção de redes de distribuição para identificação e classificação de defeitos em isoladores através do uso do ultrassom" (TESE/DISSERTAÇÃO)
 A
2007/02 - 2012/06
Concluído
 Engenharia Elétrica (Bachelor)
Fundaçao Universidade Regional de Blumenau, Brasil
Percurso profissional

Ciência

Categoria Profissional
Instituição de acolhimento 		Empregador
2025/04/01 - 2025/08/31 Pós-doutorado (Investigação) University of Regina, Canadá
University of Regina, Canadá
2021/11/01 - 2024/10/31 Investigador (Investigação) Fondazione Bruno Kessler, Itália
2020/11/01 - 2021/10/31 Investigador visitante (Investigação) University of Regina, Canadá
University of Regina Faculty of Engineering & Applied Science, Canadá

Docência no Ensino Superior

Categoria Profissional
Instituição de acolhimento 		Empregador
2025/09/01 - Atual Professor Adjunto (Docente Ensino Superior Politécnico) Instituto Politécnico de Lisboa Instituto Superior de Engenharia de Lisboa, Portugal
Instituto Politécnico de Lisboa Instituto Superior de Engenharia de Lisboa, Portugal
2014/08/08 - 2024/06/01 Professor Auxiliar (Docente Universitário) Universidade do Planalto Catarinense, Brasil
2018/05/01 - 2021/05/01 Professor Auxiliar (Docente Universitário) Universidade do Estado de Santa Catarina, Brasil
Produções

Publicações

Artigo em revista
  1. Stefano Frizzo Stefenon; Kin-Choong Yow. "Adaptive filter-driven optimized attention-based CNN-LSTM for load forecasting in microgrids". Results in Engineering (2025): https://doi.org/10.1016/j.rineng.2025.107470.
    10.1016/j.rineng.2025.107470
  2. Rafael Ninno Muniz; Stefano Frizzo Stefenon; William Gouvêa Buratto; Ademir Nied; Rodolfo Cardoso; Cristina Keiko Yamaguchi; Kin-Choong Yow. "Time series forecasting based on multi-criteria optimization for model and filter selection applied to hydroelectric power plants". Energy (2025): https://doi.org/10.1016/j.energy.2025.138688.
    10.1016/j.energy.2025.138688
  3. Cesar Vinicius Zuege; Stefano Frizzo Stefenon; Cristina Keiko Yamaguchi; Viviana Cocco Mariani; Gabriel Villarrubia Gonzalez; Leandro dos Santos Coelho. "Wind speed forecasting approach using conformal prediction and feature importance selection". International Journal of Electrical Power & Energy Systems (2025): https://doi.org/10.1016/j.ijepes.2025.110700.
    10.1016/j.ijepes.2025.110700
  4. Stefano Frizzo Stefenon; Marco Cristoforetti; Alessandro Cimatti. "Automatic digitalization of railway interlocking systems engineering drawings based on hybrid machine learning methods". Expert Systems with Applications (2025): https://doi.org/10.1016/j.eswa.2025.127532.
    10.1016/j.eswa.2025.127532
  5. Stefano Frizzo Stefenon; Laio Oriel Seman; Gurmail Singh; Kin-Choong Yow. "Enhanced insulator fault detection using optimized ensemble of deep learning models based on weighted boxes fusion". International Journal of Electrical Power & Energy Systems (2025): https://doi.org/10.1016/j.ijepes.2025.110682.
    10.1016/j.ijepes.2025.110682
  6. Laio Oriel Seman; Luiza Scapinello Aquino; Stefano Frizzo Stefenon; Kin-Choong Yow; Viviana Cocco Mariani; Leandro dos Santos Coelho. "Simultaneously anomaly detection and forecasting for predictive maintenance using a zero-cost differentiable architecture search-based network". Computers & Industrial Engineering (2025): https://doi.org/10.1016/j.cie.2025.111412.
    10.1016/j.cie.2025.111412
  7. Roger de T. Guerra; Cristina K. Yamaguchi; Stefano F. Stefenon; Leandro dos S. Coelho; Viviana C. Mariani. "Deep Learning Approach for Automatic Heartbeat Classification". Sensors (2025): https://doi.org/10.3390/s25051400.
    10.3390/s25051400
  8. Stefano Frizzo Stefenon; Laio Oriel Seman; Cristina Keiko Yamaguchi; Leandro Dos Santos Coelho; Viviana Cocco Mariani; João Pedro Matos-Carvalho; Valderi Reis Quietinho Leithardt. "Neural Hierarchical Interpolation Time Series (NHITS) for Reservoir Level Multi-Horizon Forecasting in Hydroelectric Power Plants". IEEE Access (2025): https://doi.org/10.1109/ACCESS.2025.3554446.
    10.1109/ACCESS.2025.3554446
  9. Luiza Scapinello Aquino; Laio Oriel Seman; Viviana Cocco Mariani; Leandro Dos Santos Coelho; Stefano Frizzo Stefenon; Gabriel Villarrubia González. "Spatiotemporal Wind Energy Forecasting: A Comprehensive Survey and a Deep Equilibrium-Based Case Study With StemGNN". IEEE Access (2025): https://doi.org/10.1109/ACCESS.2025.3586997.
    10.1109/ACCESS.2025.3586997
  10. Singh, Gurmail; Stefenon, Stefano Frizzo; Yow, Kin-Choong. "The shallowest transparent and interpretable deep neural network for image recognition". Scientific Reports (2025): https://publons.com/wos-op/publon/75739880/.
    10.1038/S41598-025-92945-2
  11. Matos-Carvalho, Joao Pedro; Stefenon, Stefano Frizzo; Leithardt, Valderi Reis Quietinho; Yow, Kin-Choong. "Time series forecasting based on optimized LLM for fault prediction in distribution power grid insulators". ArXiv (2025): https://publons.com/wos-op/publon/77263680/.
  12. Stefano Frizzo Stefenon; Laio Oriel Seman; Evandro Cardozo da Silva; Erlon Cristian Finardi; Leandro dos Santos Coelho; Viviana Cocco Mariani. "Hypertuned wavelet convolutional neural network with long short-term memory for time series forecasting in hydroelectric power plants". Energy (2024): https://doi.org/10.1016/j.energy.2024.133918.
    10.1016/j.energy.2024.133918
  13. José Henrique Kleinübing Larcher; Stefano Frizzo Stefenon; Leandro dos Santos Coelho; Viviana Cocco Mariani. "Enhanced multi-step streamflow series forecasting using hybrid signal decomposition and optimized reservoir computing models". Expert Systems with Applications (2024): https://doi.org/10.1016/j.eswa.2024.124856.
    10.1016/j.eswa.2024.124856
  14. Bernardo Luis Tuleski; CRISTINA KEIKO YAMAGUCHI; Stefano Frizzo Stefenon; Leandro dos Santos Coelho; Viviana Cocco Mariani. "Audio-Based Engine Fault Diagnosis with Wavelet, Markov Blanket, ROCKET, and Optimized Machine Learning Classifiers". Sensors (2024): https://www.mdpi.com/1424-8220/24/22/7316.
    10.3390/s24227316
  15. Sinvaldo Rodrigues Moreno; Laio Oriel Seman; Stefano Frizzo Stefenon; Leandro dos Santos Coelho; Viviana Cocco Mariani. "Enhancing wind speed forecasting through synergy of machine learning, singular spectral analysis, and variational mode decomposition". Energy (2024): https://doi.org/10.1016/j.energy.2024.130493.
    10.1016/j.energy.2024.130493
  16. "Hypertuned temporal fusion transformer for multi-horizon time series forecasting of dam level in hydroelectric power plants". INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS 157 (2024): https://air.uniud.it/handle/11390/1273385.
    10.1016/j.ijepes.2024.109876
  17. "Hypertuned-YOLO for interpretable distribution power grid fault location based on EigenCAM". AIN SHAMS ENGINEERING JOURNAL (2024): https://air.uniud.it/handle/11390/1274644.
    10.1016/j.asej.2024.102722
  18. "Enhancing hydroelectric inflow prediction in the Brazilian power system: A comparative analysis of machine learning models and hyperparameter optimization for decision support". ELECTRIC POWER SYSTEMS RESEARCH 230 (2024): https://air.uniud.it/handle/11390/1274024.
    10.1016/j.epsr.2024.110275
  19. Marcos Yamasaki, Junior; Roberto Zanetti Freire; Laio Oriel Seman; Stefano Frizzo Stefenon; Viviana Cocco Mariani; Leandro dos Santos Coelho; Yamasaki Junior, Marcos; et al. "Optimized hybrid ensemble learning approaches applied to very short-term load forecasting". International Journal of Electrical Power & Energy Systems (2024): https://doi.org/10.1016/j.ijepes.2023.109579.
    10.1016/j.ijepes.2023.109579
  20. Ribeiro, Matheus Henrique Dal Molin; da Silva, Ramon Gomes; Moreno, Sinvaldo Rodrigues; Canton, Cristiane; Larcher, Jose Henrique Kleinuebing; Stefenon, Stefano Frizzo; Mariani, Viviana Cocco; Coelho, Leandro dos Santos. "Variational mode decomposition and bagging extreme learning machine with multi-objective optimization for wind power forecasting". Applied Intelligence (2024): https://publons.com/wos-op/publon/66763846/.
    10.1007/S10489-024-05331-2
  21. Laio Oriel Seman; Stefano Frizzo Stefenon; Viviana Cocco Mariani; Leandro dos Santos Coelho. "Ensemble learning methods using the Hodrick–Prescott filter for fault forecasting in insulators of the electrical power grids". International Journal of Electrical Power & Energy Systems (2023): https://doi.org/10.1016/j.ijepes.2023.109269.
    10.1016/j.ijepes.2023.109269
  22. Stefano Frizzo Stefenon; Gurmail Singh; Bruno José Souza; Roberto Zanetti Freire; Kin-Choong Yow. "Optimized hybrid YOLOu-Quasi-ProtoPNet for insulators classification". IET Generation, Transmission & Distribution (2023): https://doi.org/10.1049/gtd2.12886.
    10.1049/gtd2.12886
  23. Guilherme Augusto Silva Surek; Laio Oriel Seman; Stefano Frizzo Stefenon; Viviana Cocco Mariani; Leandro dos Santos Coelho. "Video-Based Human Activity Recognition Using Deep Learning Approaches". Sensors (2023): https://doi.org/10.3390/s23146384.
    10.3390/s23146384
  24. Stefano Frizzo Stefenon; Laio Oriel Seman; Nemesio Fava Sopelsa Neto; Luiz Henrique Meyer; Viviana Cocco Mariani; Leandro dos Santos Coelho. "Group Method of Data Handling Using Christiano–Fitzgerald Random Walk Filter for Insulator Fault Prediction". Sensors (2023): https://doi.org/10.3390/s23136118.
    10.3390/s23136118
  25. Stefano Frizzo Stefenon; Laio Oriel Seman; Luiza Scapinello Aquino; Leandro dos Santos Coelho. "Wavelet-Seq2Seq-LSTM with attention for time series forecasting of level of dams in hydroelectric power plants". Energy (2023): https://doi.org/10.1016/j.energy.2023.127350.
    10.1016/j.energy.2023.127350
  26. Andressa Borré; Laio Oriel Seman; Eduardo Camponogara; Stefano Frizzo Stefenon; Viviana Cocco Mariani; Leandro dos Santos Coelho. "Machine Fault Detection Using a Hybrid CNN-LSTM Attention-Based Model". Sensors (2023): https://doi.org/10.3390/s23094512.
    10.3390/s23094512
  27. Gurmail Singh; Stefano Frizzo Stefenon; Kin-Choong Yow. "Interpretable visual transmission lines inspections using pseudo-prototypical part network". Machine Vision and Applications (2023): https://doi.org/10.1007/s00138-023-01390-6.
    10.1007/s00138-023-01390-6
  28. Anne Carolina Rodrigues Klaar; Stefano Frizzo Stefenon; Laio Oriel Seman; Viviana Cocco Mariani; Leandro dos Santos Coelho. "Structure Optimization of Ensemble Learning Methods and Seasonal Decomposition Approaches to Energy Price Forecasting in Latin America: A Case Study about Mexico". Energies (2023): https://doi.org/10.3390/en16073184.
    10.3390/en16073184
  29. Anne Carolina Rodrigues Klaar; Stefano Frizzo Stefenon; Laio Oriel Seman; Viviana Cocco Mariani; Leandro dos Santos Coelho. "Optimized EWT-Seq2Seq-LSTM with Attention Mechanism to Insulators Fault Prediction". Sensors (2023): https://doi.org/10.3390/s23063202.
    10.3390/s23063202
  30. Luiz Alfonso Glasenapp; Aurélio Faustino Hoppe; Miguel Alexandre Wisintainer; Andreza Sartori; Stefano Frizzo Stefenon. "OCR Applied for Identification of Vehicles with Irregular Documentation Using IoT". Electronics (2023): https://doi.org/10.3390/electronics12051083.
    10.3390/electronics12051083
  31. Stefano Frizzo Stefenon; Laio Oriel Seman; Viviana Cocco Mariani; Leandro dos Santos Coelho. "Aggregating Prophet and Seasonal Trend Decomposition for Time Series Forecasting of Italian Electricity Spot Prices". Energies (2023): https://doi.org/10.3390/en16031371.
    10.3390/en16031371
  32. Wilbert, Henrique José; Hoppe, Aurélio Faustino; Sartori, Andreza; Stefenon, Stefano Frizzo; Silva, Luís Augusto. "Recency, Frequency, Monetary Value, Clustering, and Internal and External Indices for Customer Segmentation from Retail Data". ALGORITHMS 16 9 (2023): https://air.uniud.it/handle/11390/1255685.
    10.3390/a16090396
  33. Souza, B. J.; Stefenon Frizzo, S.; Singh, G; Freire, R. Z.. "Hybrid-YOLO for classification of insulators defects in transmission lines based on UAV". INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS 148 (2023): https://air.uniud.it/handle/11390/1242744.
    10.1016/j.ijepes.2023.108982
  34. "Evaluation of visible contamination on power grid insulators using convolutional neural networks". ELECTRICAL ENGINEERING (2023): https://air.uniud.it/handle/11390/1254471.
    10.1007/s00202-023-01915-2
  35. Sérgio Henrique Lopes Cabral; Stefano Frizzo Stefenon; Raúl García Ovejero; Valderi Reis Quietinho Leithardt. "Practical Validation of a New Analytical Method for the Analysis of Power Transmission Lines at Steady State". IEEE Access (2023): https://doi.org/10.1109/ACCESS.2023.3303410.
    10.1109/ACCESS.2023.3303410
  36. da Rocha Fernandes, Anita Maria; Cassaniga, Mateus Junior; Passos, Bianka Tallita; Comunello, Eros; Stefenon, Stefano Frizzo; Quietinho Leithardt, Valderi Reis. "Detection and classification of cracks and potholes in road images using texture descriptors". Journal of Intelligent & Fuzzy Systems (2023): https://publons.com/wos-op/publon/54422281/.
    10.3233/JIFS-223218
  37. Westarb, Gustavo; Stefenon, Stefano Frizzo; Hoppe, Aurelio Faustino; Sartori, Andreza; Rodrigues Klaar, Anne Carolina; Quietinho Leithardt, Valderi Reis. "Complex graph neural networks for medication interaction verification". Journal of Intelligent & Fuzzy Systems (2023): https://publons.com/wos-op/publon/54470922/.
    10.3233/JIFS-223656
  38. Stefano Frizzo Stefenon; Kin-Choong Yow; Ademir Nied; Luiz Henrique Meyer. "Classification of distribution power grid structures using inception v3 deep neural network". Electrical Engineering (2022): https://doi.org/10.1007/s00202-022-01641-1.
    10.1007/s00202-022-01641-1
  39. Nathielle Waldrigues Branco; Mariana Santos Matos Cavalca; Stefano Frizzo Stefenon; Valderi Reis Quietinho Leithardt. "Wavelet LSTM for Fault Forecasting in Electrical Power Grids". Sensors (2022): https://doi.org/10.3390/s22218323.
    10.3390/s22218323
  40. Nemesio Fava Sopelsa Neto; Stefano Frizzo Stefenon; Luiz Henrique Meyer; Raúl García Ovejero; Valderi Reis Quietinho Leithardt; Raul Garcia Ovejero. "Fault Prediction Based on Leakage Current in Contaminated Insulators Using Enhanced Time Series Forecasting Models". Sensors (2022): https://doi.org/10.3390/s22166121.
    10.3390/s22166121
  41. "Semi-ProtoPNet Deep Neural Network for the Classification of Defective Power Grid Distribution Structures". Sensors 22 13 (2022): 4859-4859. http://dx.doi.org/10.3390/s22134859.
    10.3390/s22134859
  42. Stéfano Frizzo Stefenon; Laio Oriel Seman; Bruno Antonio Pavan; Raúl García Ovejero; Valderi Reis Quietinho Leithardt. "Optimal design of electrical power distribution grid spacers using finite element method". IET Generation, Transmission & Distribution 16 9 (2022): 1865-1876. https://doi.org/10.1049/gtd2.12425.
    10.1049/gtd2.12425
  43. Stéfano Frizzo Stefenon; Clodoaldo Schutel Furtado Neto; Thiago Spindola Coelho; Ademir Nied; Cristina Keiko Yamaguchi; Kin-Choong Yow. "Particle swarm optimization for design of insulators of distribution power system based on finite element method". Electrical Engineering (2022): https://doi.org/10.1007/s00202-021-01332-3.
    10.1007/s00202-021-01332-3
  44. "Analysis of the Ultrasonic Signal in Polymeric Contaminated Insulators Through Ensemble Learning Methods". IEEE Access 10 (2022): 33980-33991. http://dx.doi.org/10.1109/access.2022.3161506.
    10.1109/access.2022.3161506
  45. Stéfano Frizzo Stefenon; Marcelo Picolotto Corso; Ademir Nied; Fabio Luis Perez; Kin-Choong Yow; Gabriel Villarrubia Gonzalez; Valderi Reis Quietinho Leithardt. "Classification of insulators using neural network based on computer vision". IET Generation, Transmission & Distribution (2022): https://doi.org/10.1049/gtd2.12353.
    10.1049/gtd2.12353
  46. Vieira, Joelton Cezar; Sartori, Andreza; Stefenon, Stefano Frizzo; Perez, Fabio Luis; De Jesus, Gabriel Schneider; Leithardt, Valderi Reis Quietinho. "Low-cost CNN for Automatic Violence Recognition on Embedded System". IEEE ACCESS 10 (2022): 25190-25202. https://air.uniud.it/handle/11390/1220689.
    10.1109/ACCESS.2022.3155123
  47. Stefenon, S. F.; Ribeiro, M. H. D. M.; Nied, A.; Yow, K. -C.; Mariani, V. C.; Coelho, L. D. S.; Seman, L. O.. "Time series forecasting using ensemble learning methods for emergency prevention in hydroelectric power plants with dam". ELECTRIC POWER SYSTEMS RESEARCH 202 (2022): https://air.uniud.it/handle/11390/1217170.
    10.1016/j.epsr.2021.107584
  48. "Echo state network applied for classification of medium voltage insulators". International Journal of Electrical Power & Energy Systems (2021):
    10.1016/j.ijepes.2021.107336
  49. "Long short-term memory stacking model to predict the number of cases and deaths caused by COVID-19". Journal of Intelligent & Fuzzy Systems (2021): https://doi.org/10.3233/JIFS-212788.
    10.3233/JIFS-212788
  50. "Comparison of artificial intelligence techniques to failure prediction in contaminated insulators based on leakage current". Journal of Intelligent & Fuzzy Systems (2021): https://doi.org/10.3233/JIFS-211126.
    10.3233/JIFS-211126
  51. "Static Attitude Determination Using Convolutional Neural Networks". Sensors 21 19 (2021): 6419-6419. http://dx.doi.org/10.3390/s21196419.
    10.3390/s21196419
  52. Marcelo Picolotto Corso; Fabio Luis Perez; Stéfano Frizzo Stefenon; Kin-Choong Yow; Raúl García Ovejero; Valderi Reis Quietinho Leithardt. "Classification of Contaminated Insulators Using k-Nearest Neighbors Based on Computer Vision". Computers 10 9 (2021): 112-112. https://doi.org/10.3390/computers10090112.
    10.3390/computers10090112
  53. "Practical Aspects of the Skin Effect in Low Frequencies in Rectangular Conductors". IEEE Access (2021): https://ieeexplore.ieee.org/document/9389749.
    10.1109/ACCESS.2021.3069821
  54. "Experimental Comparison of Preferential vs. Common Delta Connections for the Star-Delta Starting of Induction Motors". Energies (2021): https://www.mdpi.com/1996-1073/14/5/1318.
    10.3390/en14051318
  55. "Development of Measurement Device and Data Acquisition for Electric Vehicle". Revista Gestão Inovação e Tecnologias 11 1 (2021): 5809-5822. http://dx.doi.org/10.7198/geintec.v11i1.1203.
    10.7198/geintec.v11i1.1203
  56. Stefenon, S.F.; Kasburg, C.; Freire, R.Z.; Ferreira, F.C.S.; Bertol, D.W.; Nied, A.. "Photovoltaic power forecasting using wavelet Neuro-Fuzzy for active solar trackers". Journal of Intelligent and Fuzzy Systems 40 1 (2021): 1083-1096. http://www.scopus.com/inward/record.url?eid=2-s2.0-85099052575&partnerID=MN8TOARS.
    10.3233/JIFS-201279
  57. Neto, N.F.S.; Stefenon, S.F.; Meyer, L.H.; Bruns, R.; Nied, A.; Seman, L.O.; Gonzalez, G.V.; Leithardt, V.R.Q.; Yow, K.-C.. "A study of multilayer perceptron networks applied to classification of ceramic insulators using ultrasound". Applied Sciences (Switzerland) 11 4 (2021): 1-19. http://www.scopus.com/inward/record.url?eid=2-s2.0-85100894047&partnerID=MN8TOARS.
    10.3390/app11041592
  58. Stefano Frizzo Stefenon; Matheus Henrique Dal Molin Ribeiro; Ademir Nied; Viviana Cocco Mariani; Leandro Dos Santos Coelho; Valderi Reis Quietinho Leithardt; Luis Augusto Silva; Laio Oriel Seman. "Hybrid Wavelet Stacking Ensemble Model for Insulators Contamination Forecasting". IEEE Access 9 (2021): 66387-66397. https://doi.org/10.1109/ACCESS.2021.3076410.
    10.1109/ACCESS.2021.3076410
  59. "Fault Detection in Insulators Based on Ultrasonic Signal Processing Using a Hybrid Deep Learning Technique". IET Science, Measurement and Technology (2020): https://digital-library.theiet.org/content/journals/10.1049/iet-smt.2020.0083.
    10.1049/iet-smt.2020.0083
  60. Fabricio Leonardo Ribeiro; Rafael Gattino Furtado; Stéfano Frizzo Stefenon; Graciela Alessandra Dela Rocca; Gabriel Constante Carvalho. "AVALIAÇÃO TÉCNICA E DE VIABILIDADE ECONÔMICA DA UTILIZAÇÃO DA TECNOLOGIA PLC". Conexões - Ciência e Tecnologia (2020): https://doi.org/10.21439/conexoes.v14i3.1433.
    10.21439/conexoes.v14i3.1433
  61. Madalena Pereira da Silva; Marina Patrício De Arruda; Marlene Zwierewicz; Stéfano Frizzo Stefenon; Fernanda Cristina Silva Ferreira; Anne Carolina Rodrigues Klaar; Cristina Keiko Yamaguchi; et al. "THE MOBILITY OF PROFESSORS IN PERFORMING DISTANCE EDUCATION ACTIVITIES". International Journal for Innovation Education and Research (2020): https://doi.org/10.31686/ijier.vol8.iss4.2303.
    10.31686/ijier.vol8.iss4.2303
  62. Muniz, R.N.; Stefenon, S.F.; Buratto, W.G.; Nied, A.; Meyer, L.H.; Finardi, E.C.; Kühl, R.M.; de Sá, J.A.S.; da Rocha, B.R.P.. "Tools for measuring energy sustainability: A comparative review". Energies 13 9 (2020): http://www.scopus.com/inward/record.url?eid=2-s2.0-85084937778&partnerID=MN8TOARS.
    10.3390/en13092366
  63. Stefenon, S.F.; Dal Molin Ribeiro, M.H.; Nied, A.; Mariani, V.C.; Coelho, L.D.S.; Menegat da Rocha, D.F.; Grebogi, R.B.; Ruano, A.E.D.B.. "Wavelet group method of data handling for fault prediction in electrical power insulators". International Journal of Electrical Power and Energy Systems 123 (2020): http://www.scopus.com/inward/record.url?eid=2-s2.0-85086991622&partnerID=MN8TOARS.
    10.1016/j.ijepes.2020.106269
  64. Yamaguchi, C.K.; Stefenon, S.F.; Ramos, N.K.; dos Santos, V.S.; Forbici, F.; Klaar, A.C.R.; Ferreira, F.C.S.; et al. "Young people’s perceptions about the difficulties of entrepreneurship and developing rural properties in family agriculture". Sustainability (Switzerland) 12 21 (2020): 1-12. http://www.scopus.com/inward/record.url?eid=2-s2.0-85094210316&partnerID=MN8TOARS.
    10.3390/su12218783
  65. Ribeiro, M.H.D.M.; Stefenon, S.F.; Lima, J.D.D.; Nied, A.; Mariani, V.C.; Coelho, L.D.S.. "Electricity price forecasting based on self-adaptive decomposition and heterogeneous ensemble learning". Energies 13 19 (2020): http://www.scopus.com/inward/record.url?eid=2-s2.0-85092702540&partnerID=MN8TOARS.
    10.3390/en13195190
  66. Stefenon, S.F.; Freire, R.Z.; dos Santos Coelho, L.; Meyer, L.H.; Grebogi, R.B.; Buratto, W.G.; Nied, A.. "Electrical insulator fault forecasting based on a wavelet neuro-fuzzy system". Energies 13 2 (2020): http://www.scopus.com/inward/record.url?eid=2-s2.0-85078477073&partnerID=MN8TOARS.
    10.3390/en13020484
  67. Stefenon, S.F.; Branco, N.W.; Nied, A.; Bertol, D.W.; Finardi, E.C.; Sartori, A.; Meyer, L.H.; Grebogi, R.B.. "Analysis of training techniques of ANN for classification of insulators in electrical power systems". IET Generation, Transmission and Distribution 14 8 (2020): 1591-1597. http://www.scopus.com/inward/record.url?eid=2-s2.0-85082885427&partnerID=MN8TOARS.
    10.1049/iet-gtd.2019.1579
  68. Stefenon, S.F.; Grebogi, R.B.; Freire, R.Z.; Nied, A.; Meyer, L.H.. "Optimized Ensemble Extreme Learning Machine for Classification of Electrical Insulators Conditions". IEEE Transactions on Industrial Electronics 67 6 (2020): 5170-5178. http://www.scopus.com/inward/record.url?eid=2-s2.0-85079755874&partnerID=MN8TOARS.
    10.1109/TIE.2019.2926044
  69. Stefenon, S.F.; Kasburg, C.; Nied, A.; Klaar, A.C.R.; Ferreira, F.C.S.; Branco, N.W.. "Hybrid deep learning for power generation forecasting in active solar trackers". IET Generation, Transmission and Distribution 14 23 (2020): 5667-5674. http://www.scopus.com/inward/record.url?eid=2-s2.0-85095721838&partnerID=MN8TOARS.
    10.1049/iet-gtd.2020.0814
  70. Stefenon, S.F.; Seman, L.O.; Neto, C.S.F.; Nied, A.; Seganfredo, D.M.; da Luz, F.G.; Sabino, P.H.; González, J.T.; Leithardt, V.R.Q.. "Electric field evaluation using the finite element method and proxy models for the design of stator slots in a permanent magnet synchronous motor". Electronics (Switzerland) 9 11 (2020): 1-20. http://www.scopus.com/inward/record.url?eid=2-s2.0-85096568152&partnerID=MN8TOARS.
    10.3390/electronics9111975
  71. "Aplicação das Metodologias Ativas no Ensino de Engenharia Através da Avaliação Integrativa na Universidade do Planalto Catarinense". INTERCIENCIA (2019): http://https://www.interciencia.net/wp-content/uploads/2019/08/408_Com_Stefenon_v44n7.pdf.
  72. Stefano, F.S.; Ademir, N.. "FEM Applied to Evaluation of the Influence of Electric Field on Design of the Stator Slots in PMSM". IEEE Latin America Transactions 17 4 (2019): 590-596. http://www.scopus.com/inward/record.url?eid=2-s2.0-85075020704&partnerID=MN8TOARS.
    10.1109/TLA.2019.8891883
  73. Kasburg, C.; Frizzo Stefenon, S.. "Deep Learning for Photovoltaic Generation Forecast in Active Solar Trackers". IEEE Latin America Transactions 17 12 (2019): 2013-2019. http://www.scopus.com/inward/record.url?eid=2-s2.0-85081537628&partnerID=MN8TOARS.
    10.1109/TLA.2019.9011546
  74. Frizzo Stefenon, S.; Silva, M.C.; Bertol, D.W.; Meyer, L.H.; Nied, A.. "Fault diagnosis of insulators from ultrasound detection using neural networks". Journal of Intelligent and Fuzzy Systems 37 5 (2019): 6655-6664. http://www.scopus.com/inward/record.url?eid=2-s2.0-85075872652&partnerID=MN8TOARS.
    10.3233/JIFS-190013
  75. Stefenon, Stefano Frizzo; Steinheuser, Diogo Felipe; da Silva, Madalena Pereira; Silva Ferreira, Fernanda Cristina; Rodrigues Klaar, Anne Carolina; de Souza, Kevin Eduardo; Godinho Junior, Antonio; et al. "APPLICATION OF ACTIVE METHODOLOGIES IN ENGINEERING EDUCATION THROUGH THE INTEGRATIVE EVALUATION AT THE UNIVERSIDADE DO PLANALTO CATARINENSE, BRAZIL". Interciencia (2019): https://publons.com/wos-op/publon/29592577/.
  76. de Oliveira, Joaquim Rodrigo; Stefenon, Stefano Frizzo; Rodrigues Klaar, Anne Carolina; Yamaguchi, Cristina Keiko; da Silva, Madalena Pereira; Salvador Bizotto, Beatriz Lucia; Silva Ogoshi, Rosana Claudio; Gequelin, Evelize de Fatima. "ENTERPRISE RESOURCE PLANNING AND CUSTOMER RELATIONSHIP MANAGEMENT THROUGH MANAGEMENT OF THE SUPPLY CHAIN". INTERCIENCIA (2018): https://www.interciencia.net/wp-content/uploads/2018/11/784-STEFANON-43_11.pdf.
  77. "Solar Energy Microgeneration in Serrana Meso-Region: Project of a Grid-Connected Photovoltaic Power System in Lages/SC". International Journal for Innovation Education and Research (2018): http://dx.doi.org/10.31686/ijier.vol6.iss10.1179.
    10.31686/ijier.vol6.iss10.1179
  78. "Three-Parameter Logistic Model (ML3): A Bibliometrics Analysis". International Journal of Advanced Engineering Research and Science (2018): http://ijaers.com/detail/three-parameter-logistic-model-ml3-a-bibliometrics-analysis/.
    10.22161/ijaers.5.4.18
  79. "Análise da Percepção de Moradores sobre a Separação e Reciclagem de Resíduos Sólidos e do Empreendimento “Renascer da Cidadania”, Lages, SC". Conexões - Ciência e Tecnologia (2018): http://dx.doi.org/10.21439/conexoes.v12i1.1234.
    10.21439/conexoes.v12i1.1234
  80. "FINANCIAL FEASIBILITY STUDY FOR RADIO INSTALLATION LINK ON THE MOBILE TELEPHONE NETWORK". Revista GEINTEC - Gestão, Inovação e Tecnologias (2018): http://www.revistageintec.net/index.php/revista/article/view/1143.
    10.7198/geintec.v8i3.1143
  81. Corso, M.P.; Stefenon, S.F.; Couto, V.F.; Cabral, S.H.L.; Nied, A.. "Evaluation of Methods for Electric Field Calculation in Transmission Lines". IEEE Latin America Transactions 16 12 (2018): 2970-2976. http://www.scopus.com/inward/record.url?eid=2-s2.0-85071332066&partnerID=MN8TOARS.
    10.1109/TLA.2018.8804264
  82. Frizzo Stefenon, S.; Policarpo Americo, J.; Henrique Meyer, L.; Bartnik Grebogi, R.; Nied, A.. "Analysis of the Electric Field in Porcelain Pin-Type Insulators via Finite Elements Software". IEEE Latin America Transactions 16 10 (2018): 2505-2512. http://www.scopus.com/inward/record.url?eid=2-s2.0-85070870446&partnerID=MN8TOARS.
    10.1109/TLA.2018.8795129
  83. "Comparison of Pre-Cooling and Storage Processes for Fuji Apple Quality Maintenance using the Decision Support Method". International Journal of Advanced Engineering Research and Science (2018): http://dx.doi.org/10.22161/ijaers.5.7.25.
    10.22161/ijaers.5.7.25
  84. "Análise de viabilidade econômica da substituição de lâmpadas comuns por econômicas e tecnologia LED em residências". Espacios (Caracas) (2017): http://www.revistaespacios.com/a17v38n51/17385117.html.
  85. "Estudo da Eficiência Energética e Viabilidade Econômica Voltado à Iluminação do Centro de Ciências Exatas e Tecnológicas da UNIPLAC". Espacios (Caracas) (2017): http://www.revistaespacios.com/a17v38n42/17384206.html.
  86. "Atmospheric Discharge Protection In Telecommunication Stations". Global Journal of Engineering Science and Research Management (2017): https://zenodo.org/record/888557.
    10.5281/ZENODO.888557
  87. "Lean manufacturing in association to the industrial automation: Case study applied to furniture industry". Espacios (Caracas) 38 17 (2017): http://www.scopus.com/inward/record.url?eid=2-s2.0-85017376532&partnerID=MN8TOARS.
  88. Frizzo Stefenon, S.; De Oliveira, J.R.; Coelho, A.S.; Meyer, L.H.. "Diagnostic of Insulators of Conventional Grid Through LabVIEW Analysis of FFT Signal Generated from Ultrasound Detector". IEEE Latin America Transactions 15 5 (2017): http://www.scopus.com/inward/record.url?eid=2-s2.0-85018894231&partnerID=MN8TOARS.
    10.1109/TLA.2017.7910202
  89. "ANALYSIS OF TECNICAL AND FINANCIAL VIABILITY OF A FIXED SITE INTERNET BROADBAND". Revista GEINTEC - Gestão, Inovação e Tecnologias (2016): http://www.revistageintec.net/portal/index.php/revista/article/view/984/733.
    10.7198/S2237-072220160004008
  90. "Estudo Sobre a Eficiência no Sistema de Iluminação em Salas de Aula (UNIPLAC)". Espacios (Caracas) (2016): http://www.revistaespacios.com/a16v37n21/16372124.html.
  91. "Application of the 5W2H for the creation of the internal manual safety". Espacios (Caracas) 37 20 (2016): http://www.scopus.com/inward/record.url?eid=2-s2.0-85017588999&partnerID=MN8TOARS.
Capítulo de livro
  1. Cristina Keiko Yamaguchi; Stefano Frizzo Stefenon; Juan Francisco De Paz Santana; Valderi Reis Quietinho Leithardt. "Are Graph Neural Networks Better than Standard Classifiers?". 2025.
    10.1007/978-3-031-99474-6_4
  2. Stefano Frizzo Stefenon; Marco Cristoforetti; Alessandro Cimatti. "Towards Automatic Digitalization of Railway Engineering Schematics". 2023.
    10.1007/978-3-031-47546-7_31
Pré-impressão
  1. Stefano Frizzo Stefenon; Marco Cristoforetti; Alessandro Cimatti. "Conditional Diffusion to Enhance Performance of Object Detection in Unbalanced Data Engineering Drawings". 2025. https://doi.org/10.21203/rs.3.rs-6204987/v1.
    10.21203/rs.3.rs-6204987/v1

Outros

Outra produção
  1. Machine Learning-based Segment and Object Detection for Engineering Applications. 2025. https://air.uniud.it/handle/11390/1308684.