Data Mining-Based Performance Evaluation of DC-DC Power Converter Test Bench Using IoT Monitoring

This study presents the implementation of data mining techniques in a DC-DC power converter test bench integrated with IoT systems. By using decision trees, the efficiency of the converters under various duty cycles is evaluated in real time. The system utilizes ESP32 and Arduino MEGA boards alongside multiple voltage and current sensors to collect data, which is stored in the THINGSPEAKcloud.RAPIDMINER software is used for mining and visualization.The findings highlight the conditions under which converters perform optimally, making this a promising approach for future control system designs.

Authors

Publication Details

Journal
International Journal of Science and Research (IJSR)
Published
2025-04-19
DOI
https://doi.org/10.21275/sr25409010615
Primary Topic
Multilevel Inverters and Converters
Type
article
Field-Weighted Citation Impact
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article

Data Mining-Based Performance Evaluation of DC-DC Power Converter Test Bench Using IoT Monitoring

José Manuel Ramia, x LoveraGarcia, Jesus Adan, De la GarzaMacedo et al.
International Journal of Science and Research (IJSR)
Multilevel Inverters and Converters
article

Data Mining-Based Performance Evaluation of DC-DC Power Converter Test Bench Using IoT Monitoring

José Manuel Ramia, x LoveraGarcia, Jesus Adan, De la GarzaMacedo, x MastacheMastache, Jorge Edmundo, BalderasPerez Karina
article en

Abstract

This study presents the implementation of data mining techniques in a DC-DC power converter test bench integrated with IoT systems. By using decision trees, the efficiency of the converters under various duty cycles is evaluated in real time. The system utilizes ESP32 and Arduino MEGA boards alongside multiple voltage and current sensors to collect data, which is stored in the THINGSPEAKcloud.RAPIDMINER software is used for mining and visualization.The findings highlight the conditions under which converters perform optimally, making this a promising approach for future control system designs.

International Journal of Science and Research (IJSR)Vol. 14(4)
Openalex Percentile: Top 94%
Multilevel Inverters and Converters
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