Skip to main content

2017 | OriginalPaper | Buchkapitel

Fault Diagnosis of Voltage Source Inverter for Induction Motor Drives Using Decision Tree

verfasst von : Ngoc-Tu Nguyen, Huu-Phuc Nguyen

Erschienen in: 9th International Conference on Robotic, Vision, Signal Processing and Power Applications

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this paper, open-circuit faults of voltage source inverter for induction motor drives are investigated. Decision tree, which is an expert system that based on knowledge history with simple model, is applied to detect and classify the faults. Input data for fault diagnosis are collected and extracted from time-domain current signals. Knowledge data are set up from simulation and experiment for building and testing decision tree, and its evaluation results illustrate the potentiality of this method.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Fuchs FW (2003) Some diagnosis methods for voltage source inverters in variable speed drives with induction machines—a survey. Proc IEEE Ind Electron Conf 2:1378–1385 Fuchs FW (2003) Some diagnosis methods for voltage source inverters in variable speed drives with induction machines—a survey. Proc IEEE Ind Electron Conf 2:1378–1385
2.
Zurück zum Zitat Filippetti F, Franceschini G, Tassoni C, Vas P (2000) Recent developments of induction motor drives fault diagnosis using AI techniques. IEEE Trans Ind Electron 47:994–1004CrossRef Filippetti F, Franceschini G, Tassoni C, Vas P (2000) Recent developments of induction motor drives fault diagnosis using AI techniques. IEEE Trans Ind Electron 47:994–1004CrossRef
3.
Zurück zum Zitat Zidani F, Diallo D, El Hachemi Benbouzid M, Nait-Said R (2008) A fuzzy-based approach for the diagnosis of fault modes in a voltage-fed pwm inverter induction motor drive. IEEE Trans Ind Electron 55:586–593CrossRef Zidani F, Diallo D, El Hachemi Benbouzid M, Nait-Said R (2008) A fuzzy-based approach for the diagnosis of fault modes in a voltage-fed pwm inverter induction motor drive. IEEE Trans Ind Electron 55:586–593CrossRef
4.
Zurück zum Zitat Kadri F, Drid S, Djeffal F, Chrifi-Alaoui L (2013) Neural classification method in fault detection and diagnosis for voltage source inverter in variable speed drive with induction motor. In: IEEE 2013 eighth international conference and exhibition on ecological vehicles and renewable energies, pp 1–5 Kadri F, Drid S, Djeffal F, Chrifi-Alaoui L (2013) Neural classification method in fault detection and diagnosis for voltage source inverter in variable speed drive with induction motor. In: IEEE 2013 eighth international conference and exhibition on ecological vehicles and renewable energies, pp 1–5
5.
Zurück zum Zitat Bárcenas E, Lugo-cordero LF, Campos-delgado DU, Hernández-díez JE, Espinoza-trejo DR, Bossio G (2013) Fault diagnosis scheme for open-circuit faults in field-oriented control induction motor drives. IET Power Electron 6:869–877CrossRef Bárcenas E, Lugo-cordero LF, Campos-delgado DU, Hernández-díez JE, Espinoza-trejo DR, Bossio G (2013) Fault diagnosis scheme for open-circuit faults in field-oriented control induction motor drives. IET Power Electron 6:869–877CrossRef
6.
Zurück zum Zitat Murphey YL, Masrur MA, ZhiHang C, Baifang Z (2006) Model-based fault diagnosis in electric drives using machine learning. IEEE/ASME Trans Mechatron 11:290–303CrossRef Murphey YL, Masrur MA, ZhiHang C, Baifang Z (2006) Model-based fault diagnosis in electric drives using machine learning. IEEE/ASME Trans Mechatron 11:290–303CrossRef
7.
Zurück zum Zitat Klima J (2005) Time and frequency domain analysis of fault-tolerant space vector PWM VSI-fed induction motor drive. IEE Proc Electr Power Appl 152:765–774CrossRef Klima J (2005) Time and frequency domain analysis of fault-tolerant space vector PWM VSI-fed induction motor drive. IEE Proc Electr Power Appl 152:765–774CrossRef
8.
Zurück zum Zitat Diallo D, Benbouzid MEH, Hamad D, Pierre X (2005) Fault detection and diagnosis in an induction machine drive: a pattern recognition approach based on concordia stator mean current vector. IEEE Trans Energy Convers 20:512–519CrossRef Diallo D, Benbouzid MEH, Hamad D, Pierre X (2005) Fault detection and diagnosis in an induction machine drive: a pattern recognition approach based on concordia stator mean current vector. IEEE Trans Energy Convers 20:512–519CrossRef
9.
Zurück zum Zitat Jianghan Z, Jin Z, Dehong Z, Chengguang H (2014) High-performance fault diagnosis in pwm voltage-source inverters for vector-controlled induction motor drives. IEEE Trans Power Electron 29:6087–6099CrossRef Jianghan Z, Jin Z, Dehong Z, Chengguang H (2014) High-performance fault diagnosis in pwm voltage-source inverters for vector-controlled induction motor drives. IEEE Trans Power Electron 29:6087–6099CrossRef
10.
Zurück zum Zitat Quinlan JR (1993) C4.5: Programs for machine learning. Morgan Kaufmnn Publisher, Inc Quinlan JR (1993) C4.5: Programs for machine learning. Morgan Kaufmnn Publisher, Inc
Metadaten
Titel
Fault Diagnosis of Voltage Source Inverter for Induction Motor Drives Using Decision Tree
verfasst von
Ngoc-Tu Nguyen
Huu-Phuc Nguyen
Copyright-Jahr
2017
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-1721-6_88

Neuer Inhalt