Recent developments of induction motor drives fault diagnosis using ai techniques
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RECENT DEVELOPMENTS OF INDUCTION MOTOR DRIVES FAULT DIAGNOSIS USING AI TECHNIQUES PowerPoint PPT Presentation


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RECENT DEVELOPMENTS OF INDUCTION MOTOR DRIVES FAULT DIAGNOSIS USING AI TECHNIQUES. Oly Paz. 1. ARTIFICIAL INTELLIGENCE. It is the science and engineering of making intelligent machines, specially intelligent computer programs.

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RECENT DEVELOPMENTS OF INDUCTION MOTOR DRIVES FAULT DIAGNOSIS USING AI TECHNIQUES

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Recent developments of induction motor drives fault diagnosis using ai techniques

RECENT DEVELOPMENTS OF INDUCTION MOTOR DRIVES FAULT DIAGNOSIS USING AI TECHNIQUES

Oly Paz

1


Artificial intelligence

ARTIFICIAL INTELLIGENCE

  • It is the science and engineering of making intelligent machines, specially intelligent computer programs.

  • It is important for AI is to have algorithms as capable as people at solving problems, and the identification of subdomains for which good algorithms exit .


Recent developments of induction motor drives fault diagnosis using ai techniques

Human involvement in the actual fault detection decision making is slowly being replaced by automated tools such as expert systems, neural networks and fuzzy logic based systems.


Data adquisition system

DATA ADQUISITION SYSTEM


The main step of a procedure can be classified as

The main step of a procedure can be classified as :

  • Signature extraction;

  • Fault identification;

  • Fault severity evaluation.


Basic stator current monitoring system configuration

Basic stator current monitoring system configuration


Single phase stator current monitoring scheme

Single-phase stator current monitoring scheme


Recent developments of induction motor drives fault diagnosis using ai techniques

Input current variation for a 5.5 kW machine with a load torque of 30 N starting at 0.5 sec.


Data retrieving strategies

DATA RETRIEVING STRATEGIES:


Spectrum line search and fault classification

SPECTRUM LINE SEARCH AND FAULT CLASSIFICATION


Recent developments of induction motor drives fault diagnosis using ai techniques

AI-BASED TECHNIQUES:

  • Artificial Neural Networks (ANN),

  • Fuzzy Logic,

  • Fuzzy-NNs,

  • Genetic Algorithms (GAs).


Recent developments of induction motor drives fault diagnosis using ai techniques

ANN based fault diagnosis


Recent developments of induction motor drives fault diagnosis using ai techniques

NN-Based Diagnosis Examples

ANN architecture for stator short circuit diagnosis.In=negative sequence stator currentIp=positive sequence stator currentIp=positive sequence component of the healthy machineIr=rated currentfp= output fault percentages= slipsr=rated slip


Fuzzy diagnostic system layout with feature extraction

Fuzzy diagnostic system layout with feature extraction


Recent developments of induction motor drives fault diagnosis using ai techniques

Fuzzy-Logic-Based Diagnosis Examples

Input variables fuzzy sets for I1


Recent developments of induction motor drives fault diagnosis using ai techniques

Fuzzy rules for the detection of broken bars fault severity, using as input variables the fault components I1 and I2:

3-D map of the input-output relationships between the sideband components I1 and I2


Fuzzy nn based diagnosis examples

FUZZY NN-BASED DIAGNOSIS EXAMPLES

Adaptative ANFIs architecture for rotor fault diagnosis based on the sideband components I1 and I2


Fault diagnosis of drives

FAULT DIAGNOSIS OF DRIVES

Experimental spectra and instantaneous supply current and output converter current in (a), (b) healthy condition and (c), (d) fault condition.


Stator current park s vector pattern

Stator current Park’s vector pattern


Recent developments of induction motor drives fault diagnosis using ai techniques

GENETIC ALGORITHMS

  • GAs are stochastic optimization techniques inspired by laws of natural selection and genetics. They use the concept of Darwin’s theory of evolution, which is based on the ruled of the survival of the fittest.

  • These algorithms do not need functional derivative information to search for a set of parameters that minimize a given objective function.


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