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IOT BASED HARMONIC
ANALYSIS USING
WAVELET TRANSFORM
GROUP MEMBERS:
EKTA BHATT -02
NEHA CHALGERI -03
KRISHNAPRIYA NAIR -06
PROJECT GUIDE - Dr. NIRANJAN KULKARNI
ABSTRACT
 A wavelet transform based method will be proposed in the project for
harmonic analysis. This project research is motivated by the ADANI
ENERGY POWER SECTOR for power quality monitoring
 In the project, an analyzer for recognizing power quality disturbances
will been developed. The analyzer adopts wavelet transform to extract
features of various distorted waveforms including those containing
harmonics
 Obviously, it is no longer necessary or economic to use Fourier
transform for evaluating harmonics that are retrievable from the
transformed data
 By employing techniques of WAVELET TRANSFORM, furthermore, each
harmonic component is directly retrieved. Both the distortion
estimation and the harmonics evaluation will be achieved with high
accuracy.All the controls will be IOT based
INTRODUCTION
 The growing use of power electronics systems in power supply networks
nowadays presents an increasing importance of harmonic studies.
 A power quality problem can be described as any variation in the electrical
power service, such as voltage dips and fluctuations, momentary
interruptions, harmonics and transients, resulting in mis-operation or failure
of end-use equipment
 The presence of harmonic distorts the shape of the voltage and current
which in turn creates many problems
 Traditionally, the discrete Fourier transform (DFT) is proposed for harmonic
analysis. But this traditional method have lot of limitations
 A new approach called Wavelet technique is applied here for harmonic
studies to overcome the limitations in the conventional methods and to give
an improved power quality to the system
COMPONENTS
 ARM Cortex M3. / MSP 320
 Micro Chip Software
 Current Transformer
 Current Sensing Circuit
 Power supply unit
HARMONICS
 Harmonic is multiple of the
fundamental frequency and it can be
voltage and current in an electric
power system are a result of non-
linear electric loads
 Harmonic frequencies in the power
grid are a frequent cause of power
quality problems
 In power systems, harmonics are
defined as positive integer multiples
of the fundamental frequency
 Since the harmonics are at higher
frequencies, they produce higher core
losses in a motor
 This results in increased heating of the
motor core, which (if excessive) can
shorten the life of the motor
What’s wrong with FFT?
 By using Fourier Transform (FFT),
we loose the time information
 For stationary signals - this
doesn’t matter, but what about
non-stationary or transients?
 In the FFT we can only see the
sinus frequency
 In the Wavelet plot we can clearly
see the exact location in time of
the discontinuity
WAVELET TRANSFORM
 Wavelets are oscillating waveforms
of short duration with amplitude
decaying quickly to zero at both
ends
 In WT, the wavelet is dilated and
shifted to vary the frequency of
oscillation and time location
DISCRETE WAVELET TRANSFORM
 This transform is used in this
project to detect harmonics in the
current waveform
 The formula which is used for
converting a current waveform into
DWT is given alongside
 In discrete wavelet analysis we
split the signal again and again into
Approximations and Details
• Approximations: High-scale,
low-frequency components of
the signal
• Details: low-scale, high-
frequency components
 fig: split, predict, update in lifting
process
 Fig: filtering into details and
approximation in DWT
BLOCK DIAGRAM
LITERATURE SURVEY
ADVANTAGES AND APPLICATIONS
 Advantages are as follows
 It helps to overcome the following:
1. Overheating of components
2. Equipment malfunction
3. Nuisance tripping of circuit breakers
4. Inaccurate measurements on sensors
5. Telecommunication interference
 Application are as follows
 Using a harmonic analyzer, industries can
significantly improve their energy efficiency
by adopting all possible measures. With the
early detection of harmonic voltage,
industries can replace their older
equipment, reducing the risk of any further
damage or complete shutdown of the
equipment
 The harmonic analyzer is the best
equipment to carry out a detailed power
quality analysis
CONCLUSION
 The proposed wavelet transform based method provides an alternative for
harmonic analysis
 With this method, distortions due to different sub-band harmonics can be
easily estimated and each harmonic component can be evaluated from part of
the transformed data
 The accuracy achieved is satisfactory with potential of further improvement
REFERENCES
[1] Robi Polikar - "Fundamental concept of Wavelet transforms,"
[2] Fedora Lia Dias, Jagadanand G -"ARM based Wavelet Transform
implementation for embedded system application," IEEE Paper,5th SARC-IRF
International Conference, 25th May-2014, New Delhi, India, ISBN: 978-93-84209-
21-6
[3] Shouxi Zhu, Wenlai Ma -"Design of Power Harmonic Detection Instrument ,"
IEEE Paper, Binzhou,China
[4] Eva Hostalkova -"Wavelet transform,” Athens,November 2009
[5] V.Thiyagarajan, Dr.N.P.Subramanian -"Analysis And Estimation of Harmonics
using Wavelet Technique," IEEE paper, Chennai,Tamil Nadu,India

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Iot based harmonic analysis using wavelet transform

  • 1. IOT BASED HARMONIC ANALYSIS USING WAVELET TRANSFORM GROUP MEMBERS: EKTA BHATT -02 NEHA CHALGERI -03 KRISHNAPRIYA NAIR -06 PROJECT GUIDE - Dr. NIRANJAN KULKARNI
  • 2. ABSTRACT  A wavelet transform based method will be proposed in the project for harmonic analysis. This project research is motivated by the ADANI ENERGY POWER SECTOR for power quality monitoring  In the project, an analyzer for recognizing power quality disturbances will been developed. The analyzer adopts wavelet transform to extract features of various distorted waveforms including those containing harmonics  Obviously, it is no longer necessary or economic to use Fourier transform for evaluating harmonics that are retrievable from the transformed data  By employing techniques of WAVELET TRANSFORM, furthermore, each harmonic component is directly retrieved. Both the distortion estimation and the harmonics evaluation will be achieved with high accuracy.All the controls will be IOT based
  • 3. INTRODUCTION  The growing use of power electronics systems in power supply networks nowadays presents an increasing importance of harmonic studies.  A power quality problem can be described as any variation in the electrical power service, such as voltage dips and fluctuations, momentary interruptions, harmonics and transients, resulting in mis-operation or failure of end-use equipment  The presence of harmonic distorts the shape of the voltage and current which in turn creates many problems  Traditionally, the discrete Fourier transform (DFT) is proposed for harmonic analysis. But this traditional method have lot of limitations  A new approach called Wavelet technique is applied here for harmonic studies to overcome the limitations in the conventional methods and to give an improved power quality to the system
  • 4. COMPONENTS  ARM Cortex M3. / MSP 320  Micro Chip Software  Current Transformer  Current Sensing Circuit  Power supply unit
  • 5. HARMONICS  Harmonic is multiple of the fundamental frequency and it can be voltage and current in an electric power system are a result of non- linear electric loads  Harmonic frequencies in the power grid are a frequent cause of power quality problems  In power systems, harmonics are defined as positive integer multiples of the fundamental frequency  Since the harmonics are at higher frequencies, they produce higher core losses in a motor  This results in increased heating of the motor core, which (if excessive) can shorten the life of the motor
  • 6. What’s wrong with FFT?  By using Fourier Transform (FFT), we loose the time information  For stationary signals - this doesn’t matter, but what about non-stationary or transients?  In the FFT we can only see the sinus frequency  In the Wavelet plot we can clearly see the exact location in time of the discontinuity
  • 7. WAVELET TRANSFORM  Wavelets are oscillating waveforms of short duration with amplitude decaying quickly to zero at both ends  In WT, the wavelet is dilated and shifted to vary the frequency of oscillation and time location
  • 8. DISCRETE WAVELET TRANSFORM  This transform is used in this project to detect harmonics in the current waveform  The formula which is used for converting a current waveform into DWT is given alongside  In discrete wavelet analysis we split the signal again and again into Approximations and Details • Approximations: High-scale, low-frequency components of the signal • Details: low-scale, high- frequency components
  • 9.  fig: split, predict, update in lifting process  Fig: filtering into details and approximation in DWT
  • 12. ADVANTAGES AND APPLICATIONS  Advantages are as follows  It helps to overcome the following: 1. Overheating of components 2. Equipment malfunction 3. Nuisance tripping of circuit breakers 4. Inaccurate measurements on sensors 5. Telecommunication interference  Application are as follows  Using a harmonic analyzer, industries can significantly improve their energy efficiency by adopting all possible measures. With the early detection of harmonic voltage, industries can replace their older equipment, reducing the risk of any further damage or complete shutdown of the equipment  The harmonic analyzer is the best equipment to carry out a detailed power quality analysis
  • 13. CONCLUSION  The proposed wavelet transform based method provides an alternative for harmonic analysis  With this method, distortions due to different sub-band harmonics can be easily estimated and each harmonic component can be evaluated from part of the transformed data  The accuracy achieved is satisfactory with potential of further improvement
  • 14. REFERENCES [1] Robi Polikar - "Fundamental concept of Wavelet transforms," [2] Fedora Lia Dias, Jagadanand G -"ARM based Wavelet Transform implementation for embedded system application," IEEE Paper,5th SARC-IRF International Conference, 25th May-2014, New Delhi, India, ISBN: 978-93-84209- 21-6 [3] Shouxi Zhu, Wenlai Ma -"Design of Power Harmonic Detection Instrument ," IEEE Paper, Binzhou,China [4] Eva Hostalkova -"Wavelet transform,” Athens,November 2009 [5] V.Thiyagarajan, Dr.N.P.Subramanian -"Analysis And Estimation of Harmonics using Wavelet Technique," IEEE paper, Chennai,Tamil Nadu,India