Submit Search
Upload
ANN Approach for Fault Classification in Induction Motors using Current and Voltage Signal
•
0 likes
•
33 views
IRJET Journal
Follow
https://irjet.net/archives/V4/i11/IRJET-V4I11353.pdf
Read less
Read more
Engineering
Report
Share
Report
Share
1 of 4
Download now
Download to read offline
Recommended
Performance of induction motor at variable voltage using Artificial Neural Ne...
Performance of induction motor at variable voltage using Artificial Neural Ne...
IRJET Journal
DWT based Fault Diagnosis of Induction Motor
DWT based Fault Diagnosis of Induction Motor
Professor at RYM Engineering College, Ballari
Park’s Vector Approach to detect an inter turn stator fault in a doubly fed i...
Park’s Vector Approach to detect an inter turn stator fault in a doubly fed i...
cscpconf
IRJET- A Review on SVM based Induction Motor
IRJET- A Review on SVM based Induction Motor
IRJET Journal
Switchgear and protection.
Switchgear and protection.
Surabhi Vasudev
Adaptive Relaying,Report
Adaptive Relaying,Report
shoaibfazal gunwan
Adaptive relaying.ppt
Adaptive relaying.ppt
shoaibfazal gunwan
Induction Motors Faults Detection Based on Instantaneous Power Spectrum Analy...
Induction Motors Faults Detection Based on Instantaneous Power Spectrum Analy...
IDES Editor
Recommended
Performance of induction motor at variable voltage using Artificial Neural Ne...
Performance of induction motor at variable voltage using Artificial Neural Ne...
IRJET Journal
DWT based Fault Diagnosis of Induction Motor
DWT based Fault Diagnosis of Induction Motor
Professor at RYM Engineering College, Ballari
Park’s Vector Approach to detect an inter turn stator fault in a doubly fed i...
Park’s Vector Approach to detect an inter turn stator fault in a doubly fed i...
cscpconf
IRJET- A Review on SVM based Induction Motor
IRJET- A Review on SVM based Induction Motor
IRJET Journal
Switchgear and protection.
Switchgear and protection.
Surabhi Vasudev
Adaptive Relaying,Report
Adaptive Relaying,Report
shoaibfazal gunwan
Adaptive relaying.ppt
Adaptive relaying.ppt
shoaibfazal gunwan
Induction Motors Faults Detection Based on Instantaneous Power Spectrum Analy...
Induction Motors Faults Detection Based on Instantaneous Power Spectrum Analy...
IDES Editor
Adaptive relaying
Adaptive relaying
Surabhi Vasudev
40220140501001
40220140501001
IAEME Publication
Induction motor fault diagnosis by motor current signature analysis and neura...
Induction motor fault diagnosis by motor current signature analysis and neura...
Editor Jacotech
A Wavelet Based fault Detection of Induction Motor: A Review
A Wavelet Based fault Detection of Induction Motor: A Review
ijsrd.com
IRJET - Simulation of Low Cost 50Hz Pulse Generator
IRJET - Simulation of Low Cost 50Hz Pulse Generator
IRJET Journal
IRJET-PV Based Single Phase ZSI using Shoot through Technique
IRJET-PV Based Single Phase ZSI using Shoot through Technique
IRJET Journal
Controlling power flow losses in upfc system using adaptive neuro fuzzy contr...
Controlling power flow losses in upfc system using adaptive neuro fuzzy contr...
eSAT Publishing House
Performance evaluation of ann based plasma position controllers for aditya to...
Performance evaluation of ann based plasma position controllers for aditya to...
IAEME Publication
IRJET - Digital Differential Protection of Power Transformer using MATLAB
IRJET - Digital Differential Protection of Power Transformer using MATLAB
IRJET Journal
Electrical Power Systems Protection Lab in PTUK
Electrical Power Systems Protection Lab in PTUK
TareqFuqaha
IRJET - Implementation of Low Harmonics Multilevel Inverter using SPWM
IRJET - Implementation of Low Harmonics Multilevel Inverter using SPWM
IRJET Journal
Power Generation Using Footstep
Power Generation Using Footstep
paperpublications3
Non-conventional Energy Operated ECG System
Non-conventional Energy Operated ECG System
IRJET Journal
Diagnosis of broken bars fault in induction machines using higher order spect...
Diagnosis of broken bars fault in induction machines using higher order spect...
ISA Interchange
IRJET - Expansion of Logic Gates using Trainer
IRJET - Expansion of Logic Gates using Trainer
IRJET Journal
An ECG-on-Chip with 535-nW/Channel Integrated Lossless Data Compressor for Wi...
An ECG-on-Chip with 535-nW/Channel Integrated Lossless Data Compressor for Wi...
ecgpapers
IRJET - ECG based Cardiac Arrhythmia Detection using a Deep Neural Network
IRJET - ECG based Cardiac Arrhythmia Detection using a Deep Neural Network
IRJET Journal
Minor_project_b.tech_sem7_dec_2017
Minor_project_b.tech_sem7_dec_2017
Dipen Kantariya
2005 16 autumn_wiring_matters__complete_no_adverts
2005 16 autumn_wiring_matters__complete_no_adverts
Khalid Sithari
A Detailed Investigation and Testing of Grid Voltage Oriented Sliding Mode Co...
A Detailed Investigation and Testing of Grid Voltage Oriented Sliding Mode Co...
ijtsrd
Protection of induction motor using classical method
Protection of induction motor using classical method
IRJET Journal
MRA Analysis for Faults Indentification in Multilevel Inverter
MRA Analysis for Faults Indentification in Multilevel Inverter
IRJET Journal
More Related Content
What's hot
Adaptive relaying
Adaptive relaying
Surabhi Vasudev
40220140501001
40220140501001
IAEME Publication
Induction motor fault diagnosis by motor current signature analysis and neura...
Induction motor fault diagnosis by motor current signature analysis and neura...
Editor Jacotech
A Wavelet Based fault Detection of Induction Motor: A Review
A Wavelet Based fault Detection of Induction Motor: A Review
ijsrd.com
IRJET - Simulation of Low Cost 50Hz Pulse Generator
IRJET - Simulation of Low Cost 50Hz Pulse Generator
IRJET Journal
IRJET-PV Based Single Phase ZSI using Shoot through Technique
IRJET-PV Based Single Phase ZSI using Shoot through Technique
IRJET Journal
Controlling power flow losses in upfc system using adaptive neuro fuzzy contr...
Controlling power flow losses in upfc system using adaptive neuro fuzzy contr...
eSAT Publishing House
Performance evaluation of ann based plasma position controllers for aditya to...
Performance evaluation of ann based plasma position controllers for aditya to...
IAEME Publication
IRJET - Digital Differential Protection of Power Transformer using MATLAB
IRJET - Digital Differential Protection of Power Transformer using MATLAB
IRJET Journal
Electrical Power Systems Protection Lab in PTUK
Electrical Power Systems Protection Lab in PTUK
TareqFuqaha
IRJET - Implementation of Low Harmonics Multilevel Inverter using SPWM
IRJET - Implementation of Low Harmonics Multilevel Inverter using SPWM
IRJET Journal
Power Generation Using Footstep
Power Generation Using Footstep
paperpublications3
Non-conventional Energy Operated ECG System
Non-conventional Energy Operated ECG System
IRJET Journal
Diagnosis of broken bars fault in induction machines using higher order spect...
Diagnosis of broken bars fault in induction machines using higher order spect...
ISA Interchange
IRJET - Expansion of Logic Gates using Trainer
IRJET - Expansion of Logic Gates using Trainer
IRJET Journal
An ECG-on-Chip with 535-nW/Channel Integrated Lossless Data Compressor for Wi...
An ECG-on-Chip with 535-nW/Channel Integrated Lossless Data Compressor for Wi...
ecgpapers
IRJET - ECG based Cardiac Arrhythmia Detection using a Deep Neural Network
IRJET - ECG based Cardiac Arrhythmia Detection using a Deep Neural Network
IRJET Journal
Minor_project_b.tech_sem7_dec_2017
Minor_project_b.tech_sem7_dec_2017
Dipen Kantariya
2005 16 autumn_wiring_matters__complete_no_adverts
2005 16 autumn_wiring_matters__complete_no_adverts
Khalid Sithari
A Detailed Investigation and Testing of Grid Voltage Oriented Sliding Mode Co...
A Detailed Investigation and Testing of Grid Voltage Oriented Sliding Mode Co...
ijtsrd
What's hot
(20)
Adaptive relaying
Adaptive relaying
40220140501001
40220140501001
Induction motor fault diagnosis by motor current signature analysis and neura...
Induction motor fault diagnosis by motor current signature analysis and neura...
A Wavelet Based fault Detection of Induction Motor: A Review
A Wavelet Based fault Detection of Induction Motor: A Review
IRJET - Simulation of Low Cost 50Hz Pulse Generator
IRJET - Simulation of Low Cost 50Hz Pulse Generator
IRJET-PV Based Single Phase ZSI using Shoot through Technique
IRJET-PV Based Single Phase ZSI using Shoot through Technique
Controlling power flow losses in upfc system using adaptive neuro fuzzy contr...
Controlling power flow losses in upfc system using adaptive neuro fuzzy contr...
Performance evaluation of ann based plasma position controllers for aditya to...
Performance evaluation of ann based plasma position controllers for aditya to...
IRJET - Digital Differential Protection of Power Transformer using MATLAB
IRJET - Digital Differential Protection of Power Transformer using MATLAB
Electrical Power Systems Protection Lab in PTUK
Electrical Power Systems Protection Lab in PTUK
IRJET - Implementation of Low Harmonics Multilevel Inverter using SPWM
IRJET - Implementation of Low Harmonics Multilevel Inverter using SPWM
Power Generation Using Footstep
Power Generation Using Footstep
Non-conventional Energy Operated ECG System
Non-conventional Energy Operated ECG System
Diagnosis of broken bars fault in induction machines using higher order spect...
Diagnosis of broken bars fault in induction machines using higher order spect...
IRJET - Expansion of Logic Gates using Trainer
IRJET - Expansion of Logic Gates using Trainer
An ECG-on-Chip with 535-nW/Channel Integrated Lossless Data Compressor for Wi...
An ECG-on-Chip with 535-nW/Channel Integrated Lossless Data Compressor for Wi...
IRJET - ECG based Cardiac Arrhythmia Detection using a Deep Neural Network
IRJET - ECG based Cardiac Arrhythmia Detection using a Deep Neural Network
Minor_project_b.tech_sem7_dec_2017
Minor_project_b.tech_sem7_dec_2017
2005 16 autumn_wiring_matters__complete_no_adverts
2005 16 autumn_wiring_matters__complete_no_adverts
A Detailed Investigation and Testing of Grid Voltage Oriented Sliding Mode Co...
A Detailed Investigation and Testing of Grid Voltage Oriented Sliding Mode Co...
Similar to ANN Approach for Fault Classification in Induction Motors using Current and Voltage Signal
Protection of induction motor using classical method
Protection of induction motor using classical method
IRJET Journal
MRA Analysis for Faults Indentification in Multilevel Inverter
MRA Analysis for Faults Indentification in Multilevel Inverter
IRJET Journal
Analytical study and implementation of digital excitation system for diesel g...
Analytical study and implementation of digital excitation system for diesel g...
eSAT Journals
Analytical study and implementation of digital excitation system for diesel g...
Analytical study and implementation of digital excitation system for diesel g...
eSAT Publishing House
Implementation of NN controlled DVR for Enhancing The Power Quality By Mitiga...
Implementation of NN controlled DVR for Enhancing The Power Quality By Mitiga...
International Journal of Power Electronics and Drive Systems
Improved performance of asd under voltage sag conditions
Improved performance of asd under voltage sag conditions
IAEME Publication
Improved performance of asd under voltage sag conditions
Improved performance of asd under voltage sag conditions
IAEME Publication
Design of embedded based three phase preventor and selector system for indust...
Design of embedded based three phase preventor and selector system for indust...
IAEME Publication
IRJET- A Simple Approach to Identify Power System Transmission Line Faults us...
IRJET- A Simple Approach to Identify Power System Transmission Line Faults us...
IRJET Journal
Synchrophasor Based Ocillation Detection: A Case Study for Indian Power Grid
Synchrophasor Based Ocillation Detection: A Case Study for Indian Power Grid
Power System Operation
Induction Motor Fault Diagnostics using Fuzzy System
Induction Motor Fault Diagnostics using Fuzzy System
IRJET Journal
IRJET- Condition Monitoring and Faulty Insulator Locating using Park’s Transf...
IRJET- Condition Monitoring and Faulty Insulator Locating using Park’s Transf...
IRJET Journal
Advance Current Monitoring Techniques to Detect and Diagnosis the Inter-Turn ...
Advance Current Monitoring Techniques to Detect and Diagnosis the Inter-Turn ...
theijes
Three Phase Load Balancing
Three Phase Load Balancing
IRJET Journal
IRJET- Performance Analysis of Induction Motor using IoT
IRJET- Performance Analysis of Induction Motor using IoT
IRJET Journal
Development of Compact Pulse Generator with Adjustable Pulse Width for Pulse ...
Development of Compact Pulse Generator with Adjustable Pulse Width for Pulse ...
International Journal of Power Electronics and Drive Systems
IRJET- A Unique Methodology for Transmission Line Breakage Detection and ...
IRJET- A Unique Methodology for Transmission Line Breakage Detection and ...
IRJET Journal
IRJET- Enhancement of Power Quality using DPFC
IRJET- Enhancement of Power Quality using DPFC
IRJET Journal
Performance Evaluation of Three Phase Induction Motor using MOSFET & IGBT Bas...
Performance Evaluation of Three Phase Induction Motor using MOSFET & IGBT Bas...
IRJET Journal
Condition monitoring of induction motor with a case study
Condition monitoring of induction motor with a case study
IAEME Publication
Similar to ANN Approach for Fault Classification in Induction Motors using Current and Voltage Signal
(20)
Protection of induction motor using classical method
Protection of induction motor using classical method
MRA Analysis for Faults Indentification in Multilevel Inverter
MRA Analysis for Faults Indentification in Multilevel Inverter
Analytical study and implementation of digital excitation system for diesel g...
Analytical study and implementation of digital excitation system for diesel g...
Analytical study and implementation of digital excitation system for diesel g...
Analytical study and implementation of digital excitation system for diesel g...
Implementation of NN controlled DVR for Enhancing The Power Quality By Mitiga...
Implementation of NN controlled DVR for Enhancing The Power Quality By Mitiga...
Improved performance of asd under voltage sag conditions
Improved performance of asd under voltage sag conditions
Improved performance of asd under voltage sag conditions
Improved performance of asd under voltage sag conditions
Design of embedded based three phase preventor and selector system for indust...
Design of embedded based three phase preventor and selector system for indust...
IRJET- A Simple Approach to Identify Power System Transmission Line Faults us...
IRJET- A Simple Approach to Identify Power System Transmission Line Faults us...
Synchrophasor Based Ocillation Detection: A Case Study for Indian Power Grid
Synchrophasor Based Ocillation Detection: A Case Study for Indian Power Grid
Induction Motor Fault Diagnostics using Fuzzy System
Induction Motor Fault Diagnostics using Fuzzy System
IRJET- Condition Monitoring and Faulty Insulator Locating using Park’s Transf...
IRJET- Condition Monitoring and Faulty Insulator Locating using Park’s Transf...
Advance Current Monitoring Techniques to Detect and Diagnosis the Inter-Turn ...
Advance Current Monitoring Techniques to Detect and Diagnosis the Inter-Turn ...
Three Phase Load Balancing
Three Phase Load Balancing
IRJET- Performance Analysis of Induction Motor using IoT
IRJET- Performance Analysis of Induction Motor using IoT
Development of Compact Pulse Generator with Adjustable Pulse Width for Pulse ...
Development of Compact Pulse Generator with Adjustable Pulse Width for Pulse ...
IRJET- A Unique Methodology for Transmission Line Breakage Detection and ...
IRJET- A Unique Methodology for Transmission Line Breakage Detection and ...
IRJET- Enhancement of Power Quality using DPFC
IRJET- Enhancement of Power Quality using DPFC
Performance Evaluation of Three Phase Induction Motor using MOSFET & IGBT Bas...
Performance Evaluation of Three Phase Induction Motor using MOSFET & IGBT Bas...
Condition monitoring of induction motor with a case study
Condition monitoring of induction motor with a case study
More from IRJET Journal
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
IRJET Journal
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
IRJET Journal
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
IRJET Journal
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
IRJET Journal
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
IRJET Journal
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
IRJET Journal
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
IRJET Journal
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
IRJET Journal
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
IRJET Journal
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
IRJET Journal
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
IRJET Journal
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
IRJET Journal
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
IRJET Journal
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
IRJET Journal
React based fullstack edtech web application
React based fullstack edtech web application
IRJET Journal
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
IRJET Journal
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
IRJET Journal
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
IRJET Journal
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
IRJET Journal
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
IRJET Journal
More from IRJET Journal
(20)
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
React based fullstack edtech web application
React based fullstack edtech web application
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Recently uploaded
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
ranjana rawat
microprocessor 8085 and its interfacing
microprocessor 8085 and its interfacing
jaychoudhary37
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
9953056974 Low Rate Call Girls In Saket, Delhi NCR
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptx
DeepakSakkari2
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
Call Girls in Nagpur High Profile
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Low Rate Call Girls In Saket, Delhi NCR
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
Suhani Kapoor
Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...
VICTOR MAESTRE RAMIREZ
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
purnimasatapathy1234
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
srsj9000
Introduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptx
vipinkmenon1
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
KurinjimalarL3
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
NikhilNagaraju
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
João Esperancinha
Call Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile service
rehmti665
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Dr.Costas Sachpazis
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
hassan khalil
Past, Present and Future of Generative AI
Past, Present and Future of Generative AI
abhishek36461
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
Soham Mondal
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
ranjana rawat
Recently uploaded
(20)
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
microprocessor 8085 and its interfacing
microprocessor 8085 and its interfacing
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptx
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Introduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptx
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Call Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile service
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
Past, Present and Future of Generative AI
Past, Present and Future of Generative AI
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
ANN Approach for Fault Classification in Induction Motors using Current and Voltage Signal
1.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1953 ANN Approach for Fault Classification in Induction Motors Using Current and Voltage Signal Praful D. Thamke1, Dr. Mrs. Anjali U. Jawadekar2 1Department of Electrical Engineering, S.S.G.M.C.E. shegaon, Maharashtra (444203), India 2 Associate Professor, Department of Electrical Engineering, S.S.G.M.C.E. shegaon, Maharashtra (444203), India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract – In many industries, three-phase Induction motors especially squirrel cage Induction motor plays an very important role as an prime mover. So failure of such motor may leads to increase the productionlossesandalsomayleads to shut down the entire industries. Hence to prevent such failure, continuous maintenance schedule is required. Condition monitoring and Fault classification has great importance in the industrial line. In this paper, Fault classification using Artificial Neural Network is proposed. Motor phase currents and voltage recorded under various fault conditions were analyzed by using negative sequence current and Swing angle. The multilayer perceptron feed- forward ANN were used for the classification purpose. Key Words: Broken-bar, inter-turn short circuit, Negative sequence current, swing angle, ANN, Induction Motor. 1. INTRODUCTION During 1888, when Nicola tesla was invented of an Induction motor which is simple and rugged for converting electrical energy to mechanical energy. But the use of such types of motor was quite limited due the speed torque control. But when the power controlled switch was come to in phase which has the capabilities to implement the field oriented control system for torque-speed control, the Induction motor was the mostpopularinevery powersector areas, Such as industrial, tractional and also agricultural areas. Now days, accordingly, the induction motor specially squirrel cage Induction motor are the main prime mover at many industrial process. So failure of such motorsmayleads to increase the production loss due to the shut-down of the plant. Hence maintenance schedules are provided to reduce such types of failure and to prevent from unwanted interruption on motor. Accordingly, the online fault detection systems becomevery popular tool to increase the efficiency and reliability of the industrial sectors. Thus online fault classification and diagnosis becoming very importance in electrical machine protection since the greatly improve reliability, availability and maintainability in a wide range of application. Artificial Neural Network is the most robust technique for the classification purpose. In this, the negative sequence current and swing angle used to classify the healthy condition, rotor broken-bar fault condition and StatorInter- turn short circuit condition. Symmetrical undaunted motors powered by symmetrical multiphasevoltagesources haveno negative sequence currents flowing in the motor. The internal failure of motor will break thatsymmetry anditgive rise to a negative sequence current which maybeincreaseas the severity of fault get increase [3]. And also due to these internal failure the air gap magnetic field get disturb. So that these field get oscillate around its original axis duetothisthe angular phase shift between thecurrentandvoltage whichis known as swing angle is get change[4]. For the different types of fault condition the values of negative sequence current and swing angles are different which can be used to classify the situation of the motor. In this paper, Negative sequence current and swing angle is used to classify the healthy, rotor broken-bar, and stator inter-turn short-circuit condition of motor with the help of FFANN. ANN data applied in this work proposed to evaluate the performance of networks and also present the results obtained from experimental data. 2. ARTIFICIAL NEURAL NETWORK ANN is a system based on the biological neural network such as a brain. The brain has approximately 109 neuron, which are communicated through junction called synapses. Each neuron receives thousands of connection approximately 1012 with other neuron constantly receiving the incoming signal to reach the cell body. If the resultant sum of the signal surpasses a certain threshold,a response is sent signal through axon. In a similar way Artificial Neural Network is an efficient computing system whose central theme is borrowed from the analogy of biological neural networks. ANN has large collection of units whichareinterconnectedpatternsothatit allows communication between them. These units are known as neurons. Every neuron is interconnected with the other neuron by connection link. Every connection link has weight. Weight has some important information about the input signal for particular solution of the network. To perform specific task, network is adjusted the weight by comparing the output and the target, until the network output is matches with the target. Neural networks have been trained to perform complex functions in various fields of application including pattern recognition, identification and classification. In this paper multilayer perceptron feed-forward network were used for
2.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1954 training purpose, for that pattern recognition neural network toolbox is used for classification purpose. 1.1 Multi-layer Perceptron’s A multi-layer perceptron called feed-forward neural networks with hidden layers contains at least two layers of functional units shown in figure 1. Fig -1: Multilayer Perceptron feed-forward network In MLP FFN least one layer contains hidden units, which do not communicate with the environment. If the number of hidden units is appropriately chosen multi layer perceptron are universal approximators, i.e. they can solve, at least theoretically, any association problem. 3. NEGATIVE SEQUENCE CURRENT AND SWING ANGLE When the motor is on healthy condition, it consists of symmetrical condition. If the failure occurred then such motor is categories into unsymmetrical condition. And according to power system, the analysis of unsymmetrical circuit can be achieved by usingsymmetrical components i.e. positive, negative and zero sequence component and accordingly most of the investigation of fault diagnosis of induction motor were done by using Negative sequence current and negative and zero sequence impedance. In this paper Negative sequence current called are used to classify the machine behaviour. The expression for negative sequence Voltage and current is defined as: Vns(t)= (va(t)+αvb(t)+α2vc(t)) (1) Ins(t)= (ia(t)+αib(t)+α2ic(t)) (2) Where, α= exp(j2π/3) is the sequence component transformation operator. Vns and Ins are the Negative sequence of stator voltage and current respectively. va, vb, vc and ia, ib, ic are the measured quantity of stator voltage and current of phase a, b and c respectively. For the classification of the different condition, the direct measured signals are not suitable. The signal must have some critical information about the condition of motor, which describe healthy, rotor broken-bar and stator inter- turn short circuit of the motor. Therefore the peak value obtained per cycle of swing angle and absolute value of real part of negative current signal is used, the expressionforthe absolute value of real part of the negative sequence current and phase shift between current and voltage() is define as: r= abs(real(Ins(t))) (3) = Ins(t)- Vns(t) (4) Where the swing angle (Δ) is define as Δ= max - min (5) The quantity r and Δ is used as an input layer to ANN to train the network. 4. EXPERIMENTAL SETUP A 2-HP, 4 Pole, 415v, 50Hz, three phase squirrel cage Induction motor was tested under full-Load condition. The Motor used has 36 slots and 24 coils. Each phase comprises with 8 coils which carries 300 turns. As a load a 3HP, 240v, DC shunt generator was used. For capturing the phase current and voltage signals, 16-bit USB 2.0-based DAQ Adlink module is used. To sense current, current probes of input range of 0.01Amps-5 Amps and output range of 400 mV/A, were used and 230/6v, step-down transformers are used to sense the phase voltage. The experimental setup is shown in figure 2. Fig -2: Experimental Setup 4.1. For Healthy Condition: A balance three phase power suppliesisenergizedto three phase Induction motor. The motor is operated in healthy condition. The stator phase voltage and current are shown in figure 3.
3.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1955 Fig -3: Voltage and current signal at full-load for healthy condition. 4.2. Rotor Broken-Bar Fault Condition: As the squirrel cage Induction motor is rugged in construction, the bar defect generally occurred in a large machines. This defect comes in machine due to high temperature and large centrifugal force during transient operation of motor, such as continuous start up, this may due to frequent start- stop duty cycle. And also the bar get damage due to poor end ring joints forms during manufacturing. Once the defect occurred, rotor gets overheated in the cage, which produces high centrifugal forces. In this paper the Rotor Broken bar achieved by cutting 5 bar of the rotor. In this the current and voltage signal are shown in figure 4. Fig -4: Voltage and current signal at full-load for Rotor Broken-bar 4.3. Stator Inter-turn Short Circuit Stator faults generally occurred due to the winding insulation failure. This may due to overloading, frequent motor start and stop, coil vibration and due to transient voltage stress. Such faults may leads to generate heat in a defective region of a winding which causes the fault rapidly progress to more severs forms such as phase to ground and phase to phase faults. In this, A phase has been tapped where eachtapping is made after 10 turns, near to the star point (neutral). For Inter-turn fault 20 turn of phase A gets shorted. The current and voltage signal for stator with 20-turn short circuited are shown in figure 5. Fig -5: Voltage and current signal at full-load for stator Inter-turn fault. 5. RESULTS: Stator voltage and currents are captured from motor terminals under healthy and faulty conditions, at full load conditions. From the voltage and current signal, negative sequence current Ins(t) and voltage Vns(t) are obtained by using equation (1) and (2). And to definerand equation (3) and (4) were used. The curve for peak values of r and Δ obtained for each cycle for healthy, Rotor broken bar and Stator inter-turn short circuit for seven second are shownin figure 6 and 7 respectively. Fig -6: rpeak for Healthy, broken rotor-bar and stator inter- turn short circuit
4.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1956 Fig -8: Δpeak for Healthy, broken rotor-bar and stator inter-turn short circuit. 5.1. Fault Classification using ANN An Artificial neural network with its patternrecognitiontool can be effectively employed for the classification of fault of three phase induction motor. In present study two layer feed-forward artificial neural networks is used and trained with supervised learning algorithm. FFANN consists of one hidden layer and one output layer. In Input layer, it consists of 2 neurons; i.e. rpeak and Δpeak. Output layer consists of three neurons representing healthy, rotor fault and stator fault respectively. For training, Learning rate =0.8, Momentum=0.5,and for constrained output, Tansigmoid Transfer function is used, the samples are divided into three subset which are training subset, testing subset and validation subset. For training subset contains 80% of samples are set, for Testing is 15 % and for validation 05%. With these assumptions variationofpercentageaccuracyfor classification of faults of induction motor with respect to number of processing elements in hidden layer is obtained. Table 1 and Figure 9 and shows % accuracy with the variation of processing elements. Table -1: Percentage accuracy of classification No. of Processing Element Percentage accuracy Healthy Rotor Fault Stator Fault 1 85% 60% 100% 2 100% 80% 100% 3 100% 100% 100% Fig -9: percentage accuracy using ANN 6. CONCLUSIONS In This paper, an application of neural network for healthy, broken rotor bar and stator inter-turn fault detection of three phase induction motor using stator current data are presented. The major component for analysis is used to extract pattern and data reduction. Stator current and voltage signals are recorded, statistical parametercomputed for healthy and faulty conditions. Further analyzed by negative sequence current and swing angle which are fed as an input to ANN. The results shows that the ANN with major principal components was the most efficient regarding the criteria of accuracy in fault detection with three processing elements in hidden layer. REFERENCES [1] V. N. Ghate and S. V. Dudul “Cascade Neural-Network- Based Fault Classifier forThree-PhaseInductionMotor,” IEEE transactions on industrial electronics,vol.58,no.5, may 2011, pp. 1555-1562. [2] J.H. Jung, J.J Lee, B.H. Kwon, “Online Diagnosis of Induction Motors Using MCSA” IEEE Transactions on Industrial Electronics, vol.53, no 6,pp1842-1852, December 2006.. [3] G.B.Kliman,W.J.Premerlani, R.A.Koeg1&D.Hoevveler,“A New Approach to On-Line Turn Fault Detection in AIC Motors” 0-7803-3544-919$65 .00 0 1996IEEE,pp.687- 693. [4] A. U. Jawadekar, S. Paraskar, S. Jadhav & G. Dhole, “Artificial neural network-based induction motor fault classifier using continuous wavelet transform,” Systems Science & Control Engineering: An Open Access Journal, 2014 Vol. 2, 684–690
Download now