Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis

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This research focuses on designing an automated test bench for alternators, which incorporates real - time monitoring using Internet of Things (IoT) technologies, advanced electrical analysis, and intelligent diagnostics based on a Multilayer Perceptron (MLP ) artificial intelligence model. The syst...

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Detalles Bibliográficos
Autores: Maravi Obispo, Kevin Gliserio, Gago Salcedo, Jeancarlos, Huamán Rojas, Jezzy James
Formato: tesis de grado
Fecha de Publicación:2025
Institución:Universidad Continental
Repositorio:CONTINENTAL-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.continental.edu.pe:20.500.12394/18229
Enlace del recurso:https://hdl.handle.net/20.500.12394/18229
https://doi.org/10.14445/23488379/IJEEE-V12I6P102
Nivel de acceso:acceso abierto
Materia:Búsquedas en Internet
Internet searches
Inteligencia artificial
Artificial intelligence
Sistema eléctrico
Electrical system
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dc.title.es_PE.fl_str_mv Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis
dc.title.alternative.es_PE.fl_str_mv Desarrollo de un sistema de prueba automatizado para alternadores con monitoreo en tiempo real basado en IoT y análisis eléctrico
title Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis
spellingShingle Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis
Maravi Obispo, Kevin Gliserio
Búsquedas en Internet
Internet searches
Inteligencia artificial
Artificial intelligence
Sistema eléctrico
Electrical system
https://purl.org/pe-repo/ocde/ford#2.02.01
title_short Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis
title_full Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis
title_fullStr Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis
title_full_unstemmed Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis
title_sort Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis
author Maravi Obispo, Kevin Gliserio
author_facet Maravi Obispo, Kevin Gliserio
Gago Salcedo, Jeancarlos
Huamán Rojas, Jezzy James
author_role author
author2 Gago Salcedo, Jeancarlos
Huamán Rojas, Jezzy James
author2_role author
author
dc.contributor.advisor.fl_str_mv Huamán Rojas, Jezzy James
dc.contributor.author.fl_str_mv Maravi Obispo, Kevin Gliserio
Gago Salcedo, Jeancarlos
Huamán Rojas, Jezzy James
dc.subject.es_PE.fl_str_mv Búsquedas en Internet
Internet searches
Inteligencia artificial
Artificial intelligence
Sistema eléctrico
Electrical system
topic Búsquedas en Internet
Internet searches
Inteligencia artificial
Artificial intelligence
Sistema eléctrico
Electrical system
https://purl.org/pe-repo/ocde/ford#2.02.01
dc.subject.ocde.es_PE.fl_str_mv https://purl.org/pe-repo/ocde/ford#2.02.01
description This research focuses on designing an automated test bench for alternators, which incorporates real - time monitoring using Internet of Things (IoT) technologies, advanced electrical analysis, and intelligent diagnostics based on a Multilayer Perceptron (MLP ) artificial intelligence model. The system allows the testing of automotive alternators under various operating conditions, measuring the RPM, voltage, and current generated and sending the data to a web platform via an ESP32 microcontroller. Multiple tes ts were performed during the experiment at various load levels and speeds, demonstrating a direct relationship between voltage and RPM. Additionally, the PZEM - 003/017 achieved a measurement margin of error of less than 1%, and the AI model's fault detectio n accuracy exceeded 90%. Likewise, a finite element analysis (FEA) of the system's structural framework was performed, validating the rigidity and safety of the structure under specified rigid loads through simulations of tension, displacement, and safety factors. The developed system provides accurate, cost - effective, and scalable diagnostic tools for alternators in industrial maintenance, technical training, and testing environments. The modular architecture, incorporation of dynamic speed control, and re al - time predictive analytics capabilities represent a significant improvement over traditional methods.
publishDate 2025
dc.date.accessioned.none.fl_str_mv 2025-10-16T22:52:08Z
dc.date.available.none.fl_str_mv 2025-10-16T22:52:08Z
dc.date.issued.fl_str_mv 2025
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dc.identifier.citation.es_PE.fl_str_mv Maravi, K., Gago, J., & Huaman, J. (2025). Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis [Tesis de licenciatura, Universidad Continental]. Repositorio Institucional Continental. https://repositorio.continental.edu.pe/handle/20.500.12394/18229
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12394/18229
dc.identifier.journal.es_PE.fl_str_mv International Journal of Electrical and Electronics Engineering
dc.identifier.doi.none.fl_str_mv https://doi.org/10.14445/23488379/IJEEE-V12I6P102
identifier_str_mv Maravi, K., Gago, J., & Huaman, J. (2025). Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis [Tesis de licenciatura, Universidad Continental]. Repositorio Institucional Continental. https://repositorio.continental.edu.pe/handle/20.500.12394/18229
International Journal of Electrical and Electronics Engineering
url https://hdl.handle.net/20.500.12394/18229
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spelling Huamán Rojas, Jezzy JamesMaravi Obispo, Kevin GliserioGago Salcedo, JeancarlosHuamán Rojas, Jezzy James2025-10-16T22:52:08Z2025-10-16T22:52:08Z2025Maravi, K., Gago, J., & Huaman, J. (2025). Development of an Automated Testing System for Alternators with Real-Time Monitoring Based on IoT and Electrical Analysis [Tesis de licenciatura, Universidad Continental]. Repositorio Institucional Continental. https://repositorio.continental.edu.pe/handle/20.500.12394/18229https://hdl.handle.net/20.500.12394/18229International Journal of Electrical and Electronics Engineeringhttps://doi.org/10.14445/23488379/IJEEE-V12I6P102This research focuses on designing an automated test bench for alternators, which incorporates real - time monitoring using Internet of Things (IoT) technologies, advanced electrical analysis, and intelligent diagnostics based on a Multilayer Perceptron (MLP ) artificial intelligence model. The system allows the testing of automotive alternators under various operating conditions, measuring the RPM, voltage, and current generated and sending the data to a web platform via an ESP32 microcontroller. Multiple tes ts were performed during the experiment at various load levels and speeds, demonstrating a direct relationship between voltage and RPM. Additionally, the PZEM - 003/017 achieved a measurement margin of error of less than 1%, and the AI model's fault detectio n accuracy exceeded 90%. Likewise, a finite element analysis (FEA) of the system's structural framework was performed, validating the rigidity and safety of the structure under specified rigid loads through simulations of tension, displacement, and safety factors. The developed system provides accurate, cost - effective, and scalable diagnostic tools for alternators in industrial maintenance, technical training, and testing environments. 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