FPGA-Microprocessor Based Sensor for Faults Detection in Induction Motors Using Time-Frequency and Machine Learning Methods.

Israel Zamudio-Ramírez https://orcid.org/0000-0002-8499-3948

Roque Alfredo Osornio-Rios Isaias Cueva-Perez Alvaro Ivan Alvarado-Hernandez Larisa Dunai 0001 Israel Zamudio-Ramírez Jose Alfonso Antonino-Daviu FPGA-Microprocessor Based Sensor for Faults Detection in Induction Motors Using Time-Frequency and Machine Learning Methods. 2653 2024 April 24 Sensors 8 https://doi.org/10.3390/s24082653 db/journals/sensors/sensors24.html#OsornioRiosCADZA24

Jonathan Cureño Osornio Geovanni Diaz-Saldaña Israel Zamudio-Ramírez Roque Alfredo Osornio-Rios Jose A. Antonino-Daviu Automatic Mechanical Fault Diagnosis in Induction Motors Through Thermography and Gradient Boosting. 1-6 2024 ISIE https://doi.org/10.1109/ISIE54533.2024.10595734 conf/isie/2024 db/conf/isie/isie2024.html#OsornioDZOA24 Jose E. Ruiz-Sarrio Jose A. Antonino-Daviu Israel Zamudio-Ramírez Roque Alfredo Osornio-Rios Incipient Bearing Fault Signature Identification via Vibration Envelope Analysis and MUSIC. 1-6 2024 ISIE https://doi.org/10.1109/ISIE54533.2024.10595814 conf/isie/2024 db/conf/isie/isie2024.html#Ruiz-SarrioAZO24

Vicente Biot-Monterde Angela Navarro Navarro Israel Zamudio-Ramírez Jose A. Antonino-Daviu Roque Alfredo Osornio-Rios Automatic Classification of Rotor Faults in Soft-Started Induction Motors, Based on Persistence Spectrum and Convolutional Neural Network Applied to Stray-Flux Signals. 316 2023 23 Sensors 1 https://doi.org/10.3390/s23010316 db/journals/sensors/sensors23.html#Biot-MonterdeNZ23

Alvaro Ivan Alvarado-Hernandez Roque Alfredo Osornio-Rios Israel Zamudio-Ramírez Jose Alfonso Antonino-Daviu Hardware Accelerated Thermal Image Processing for the Detection of Induction Motor Faults Based on Statistical Features. 1-6 2023 IECON https://doi.org/10.1109/IECON51785.2023.10311683 conf/iecon/2023 db/conf/iecon/iecon2023.html#AlvaradoHernandezOZA23 Angela Navarro Navarro Jose E. Ruiz-Sarrio Vicente Biot-Monterde Jose A. Antonino-Daviu Roque Alfredo Osornio-Rios Israel Zamudio-Ramírez Detection of Stator Asymmetries in Induction Motors Through the Time-Frequency Analysis of Currents. 1-6 2023 IECON https://doi.org/10.1109/IECON51785.2023.10312469 conf/iecon/2023 db/conf/iecon/iecon2023.html#NavarroRBAOZ23 Roque Alfredo Osornio-Rios Jonathan Cureño Osornio Alvaro Ivan Alvarado-Hernandez Israel Zamudio-Ramírez Juan José Saucedo-Dorantes Jose A. Antonino-Daviu Thermography-Based Method for the Fault Diagnosis of Magnetite-Contaminated Rolling Bearings. 1-7 2023 IECON https://doi.org/10.1109/IECON51785.2023.10311859 conf/iecon/2023 db/conf/iecon/iecon2023.html#OsornioRiosOAZSA23 Vicente Biot-Monterde Angela Navarro Navarro Israel Zamudio-Ramírez Jose A. Antonino-Daviu Roque Alfredo Osornio-Rios Jose E. Ruiz-Sarrio Automatic classification of stator asymmetries and insulation thermal damages in induction motors, applying persistence spectrum and a convolutional neural network to the stray-flux signals. 1-6 2023 ISIE https://doi.org/10.1109/ISIE51358.2023.10227984 conf/isie/2023 db/conf/isie/isie2023.html#BiotMonterdeNZAOR23

Alvaro Ivan Alvarado-Hernandez Israel Zamudio-Ramírez Arturo Yosimar Jaen-Cuellar Roque Alfredo Osornio-Rios Vicente Donderis-Quiles Jose Alfonso Antonino-Daviu Infrared Thermography Smart Sensor for the Condition Monitoring of Gearbox and Bearings Faults in Induction Motors. 6075 2022 22 Sensors 16 https://doi.org/10.3390/s22166075 db/journals/sensors/sensors22.html#Alvarado-Hernandez22

Israel Zamudio-Ramírez Jose A. Antonino-Daviu Roque Alfredo Osornio-Rios Larisa Dunai 0001 Tracking of High-Order Stray-Flux Harmonics Under Starting for the Detection of Winding Asymmetries in Wound-Rotor Induction Motors. 8463-8471 2022 69 IEEE Trans. Ind. Electron. 8 https://doi.org/10.1109/TIE.2021.3108716 db/journals/tie/tie69.html#Zamudio-Ramirez22

Israel Zamudio-Ramírez Roque Alfredo Osornio-Rios Jose A. Antonino-Daviu Hubert Razik René de Jesús Romero-Troncoso Magnetic Flux Analysis for the Condition Monitoring of Electric Machines: A Review. 2895-2908 2022 18 IEEE Trans. Ind. Informatics 5 https://doi.org/10.1109/TII.2021.3070581 db/journals/tii/tii18.html#Zamudio-Ramirez22

Israel Zamudio-Ramírez Jose Alfonso Antonino-Daviu Miguel Trejo-Hernandez Roque Alfredo Osornio-Rios Cutting Tool Wear Monitoring in CNC Machines Based in Spindle-Motor Stray Flux Signals. 3267-3275 2022 18 IEEE Trans. Ind. Informatics 5 https://doi.org/10.1109/TII.2020.3022677 db/journals/tii/tii18.html#Zamudio-Ramirez22a

Israel Zamudio-Ramírez Vicente Biot-Monterde Angela Navarro Navarro Jose A. Antonino-Daviu Roque Alfredo Osornio-Rios Petri Mäki-Ontto Lauri Salmia Tomas Fajt Detection of corrosion in ball bearings through the computation of statistical indicators of stray-flux signals. 1-6 2022 IECON https://doi.org/10.1109/IECON49645.2022.9968667 conf/iecon/2022 db/conf/iecon/iecon2022.html#Zamudio-Ramirez22

Arturo Yosimar Jaen-Cuellar Roque Alfredo Osornio-Rios Miguel Trejo-Hernandez Israel Zamudio-Ramírez Geovanni Diaz-Saldaña José Pablo Pacheco-Guerrero Jose Alfonso Antonino-Daviu System for Tool-Wear Condition Monitoring in CNC Machines under Variations of Cutting Parameter Based on Fusion Stray Flux-Current Processing. 8431 2021 21 Sensors 24 https://doi.org/10.3390/s21248431 db/journals/sensors/sensors21.html#Jaen-CuellarOTZ21

Alvaro Ivan Alvarado-Hernandez Israel Zamudio-Ramírez Jose Alfonso Antonino-Daviu Roque Alfredo Osornio-Rios Infrared thermography image processing for the electromechanical fault detection on the kinematic chain. 1-6 2021 IECON https://doi.org/10.1109/IECON48115.2021.9589542 conf/iecon/2021 db/conf/iecon/iecon2021.html#Alvarado-Hernandez21

Israel Zamudio-Ramírez Roque Alfredo Osornio-Rios Jose Alfonso Antonino-Daviu Alfredo Quijano Lopez Smart-Sensor for the Automatic Detection of Electromechanical Faults in Induction Motors Based on the Transient Stray Flux Analysis. 1477 2020 20 Sensors 5 https://doi.org/10.3390/s20051477 https://www.wikidata.org/entity/Q90393440 db/journals/sensors/sensors20.html#Zamudio-Ramirez20

Israel Zamudio-Ramírez Jose Alfonso Antonino-Daviu Roque Alfredo Osornio-Rios René de Jesús Romero-Troncoso Hubert Razik Detection of Winding Asymmetries in Wound-Rotor Induction Motors via Transient Analysis of the External Magnetic Field. 5050-5059 2020 67 IEEE Trans. Ind. Electron. 6 https://doi.org/10.1109/TIE.2019.2931274 db/journals/tie/tie67.html#Zamudio-Ramirez20

Israel Zamudio-Ramírez Roque Alfredo Osornio-Rios Geovanni Diaz-Saldaña Miguel Trejo-Hernandez Jose A. Antonino-Daviu STFT-based induction motor stray flux analysis for the monitoring of cutting tool wearing in CNC machines. 2511-2516 2020 IECON https://doi.org/10.1109/IECON43393.2020.9254795 conf/iecon/2020 db/conf/iecon/iecon2020.html#Zamudio-Ramirez20 Jose A. Antonino-Daviu Israel Zamudio-Ramírez Roque Alfredo Osornio-Rios Vicente Fuster-Roig René de Jesús Romero-Troncoso Larisa Dunai Dunai 0001 Stray Flux Analysis for the Detection of Rotor Failures in Wound Rotor Induction Motors. 3704-3709 2019 IECON https://doi.org/10.1109/IECON.2019.8927619 conf/iecon/2019 db/conf/iecon/iecon2019.html#Antonino-DaviuZ19 Israel Zamudio-Ramírez Roque Alfredo Osornio-Rios René de Jesús Romero-Troncoso Jose A. Antonino-Daviu Wavelet entropy to estimate the winding insulation healthiness in induction motors. 3716-3722 2019 IECON https://doi.org/10.1109/IECON.2019.8927544 conf/iecon/2019 db/conf/iecon/iecon2019.html#Zamudio-Ramirez19 Alvaro Ivan Alvarado-Hernandez Jose A. Antonino-DaviuJose Alfonso Antonino-Daviu Vicente Biot-Monterde Isaias Cueva-Perez Geovanni Diaz-Saldaña Vicente Donderis-Quiles Juan Jose Saucedo DorantesJuan José Saucedo-Dorantes Larisa Dunai 0001Larisa Dunai Dunai 0001 Tomas Fajt Vicente Fuster-Roig Arturo Yosimar Jaen-Cuellar Alfredo Quijano Lopez Petri Mäki-Ontto Angela Navarro Navarro Jonathan Cureño Osornio Roque Alfredo Osornio-Rios José Pablo Pacheco-Guerrero Hubert Razik René de Jesús Romero-Troncoso Jose E. Ruiz-Sarrio Lauri Salmia Miguel Trejo-Hernandez