SlideShare a Scribd company logo
1 of 7
Approach to Seismic Signal Discrimination based on
Takagi-Sugeno Fuzzy Inference System
E. H. Ait Laasri, E. Akhouayri, D. Agliz, A. Atmani Electronic, Signal processing and Physical Modelling
Laboratory, Physics’ Department, Faculty of Sciences, Ibn Zohr University, B.P. 8106, Agadir, Morocco
1www.icgst.com
http://www.icgst.com/paper.aspx?pid=P1121340296
The aim of the present study is to investigate and explore the potential of Takagi–
Sugeno fuzzy inference system for seismic signal discrimination between quarry
blast and earthquake events. Such fuzzy system can be an appropriate
classification platform due to its robustness to incorporate imprecise knowledge
and its capability of integrating different information as the one coming from
expert knowledge and the information coming from mathematical expressions.
Relevant seismogram charac-teristics are extracted from seismic signal based on
time and frequency domains. Using these characteristics, a fuzzy classifier was
built based on analyst experience. Classification result using real seismic data
reveals that the classifier performance can achieve 100%.
2www.icgst.com
http://www.icgst.com/paper.aspx?pid=P1121340296
Approach to Seismic Signal Discrimination based on Takagi-Sugeno Fuzzy Inference
System
Abstract
3www.icgst.com
E. H. Ait Laasri is in the final phase of his thesis at the University of Trento, Italy. He
has received his Master’s degree in Electronics and signal processing from the
University of Sciences Ibn Zohr, Morocco in 2008, and honors degree in Physics in
2006. His current research interests lie in developing a new real time system for
managing the seismic local network of Agadir, signal processing, seismic signal
detection and seismic events classification using artificial intelligence.
Ibn Zohr University
http://www.fsa.ac.ma/
4www.icgst.com
E. S. Akhouayri is Professor of signal processing and instrumentation at the faculty of sciences, Ibn Zohr Uni-
versity, Agadir, Morocco. He received his state doctorate in seismic signal processing and instrumentation at
the Ibn Zohr University in 2002, and his doctorate in elec-tronics from Cadi Ayad University in 1989, where
he also received his Master’s degree in Physics in 1986. He is charged of research since 2000, and he has
been responsible for Agadir seismic network since that year. His research interests include development of
seismic network of Agadir, seismic signal processing and instru-mentation. He has attended several
international confe-rences in Seismology, and he is responsible for several projects in seismic signal
processing. He had been the Head of Physics Department, Faculty of Sciences for the period (2003–2008)
and responsible for Seismic Signal Processing Team for the period (2006-2009). Currently he is the Head of
Electronic, Signal Processing and Phys-ics Modeling Laboratory. He is journal reviewer for IEEE Transaction
on Instrumentation and Measurement.
Ibn Zohr University
http://www.fsa.ac.ma/
5www.icgst.com
D. Agliz is Professor of Physics at the Faculty of sciences, Ibn Zohr University of Agadir, Morocco. Currently,
he is the director of Agadir’s National School of Applied Sciences. He received his PhD in Physics in 1987
from the University of Rennes I, France, where he also received his master’s degree in Physics in 1984, and
state doctorate in 1997. Since then he has carried out research in seismic signal processing. He joined the
seismic signal research team since 2000. Currently he is the chief of such team and he is responsible for
several projects in seismic signal processing. He had been the Head of Automatic, Electronic and Seismic
Signal Processing Laboratory for the period (2005-2010). His recent work has focused on seismic signal
classification and detection.
Ibn Zohr University
http://www.fsa.ac.ma/
6www.icgst.com
A. Atmani is doctor. He received his thesis in seismic instrumentation and noise signal
processing at Ibn Zohr University, Morocco. He has received his Master’s degree in
Electronics from Ibn Zohr University in 2004, and honors degree in Physics in 1993. His
current research interests focus on studying the response of the ground to the seismic
background noise, the seismic exploration using the seismic hammer technique, as
well as studying of the impact of quarry blasts on the structures.
Ibn Zohr University
http://www.fsa.ac.ma/
7

More Related Content

Viewers also liked (17)

P1150803001
P1150803001P1150803001
P1150803001
 
Drug Addiction NICE Guidelines
Drug Addiction NICE GuidelinesDrug Addiction NICE Guidelines
Drug Addiction NICE Guidelines
 
P1151439345
P1151439345P1151439345
P1151439345
 
Prof.Arshad Cheema
Prof.Arshad CheemaProf.Arshad Cheema
Prof.Arshad Cheema
 
P1111318274
P1111318274P1111318274
P1111318274
 
Kelsey brown electronic port.
Kelsey brown electronic port.Kelsey brown electronic port.
Kelsey brown electronic port.
 
会议纪要的概念、格式和写法
会议纪要的概念、格式和写法会议纪要的概念、格式和写法
会议纪要的概念、格式和写法
 
Quality stories october
Quality stories  octoberQuality stories  october
Quality stories october
 
Quality story august
Quality story   augustQuality story   august
Quality story august
 
The element of art
The element of artThe element of art
The element of art
 
Hall of fame december
Hall of fame   decemberHall of fame   december
Hall of fame december
 
Creative Classroom
Creative ClassroomCreative Classroom
Creative Classroom
 
P1121052399
P1121052399P1121052399
P1121052399
 
Dka 1
Dka 1Dka 1
Dka 1
 
Kingdom nomics book-131205
Kingdom nomics book-131205Kingdom nomics book-131205
Kingdom nomics book-131205
 
E.C.G. Part 1
E.C.G. Part 1E.C.G. Part 1
E.C.G. Part 1
 
Futbol2
Futbol2Futbol2
Futbol2
 

Similar to P1121340296

ANALYSIS OF SEISMIC SIGNAL AND DETECTION OF ABNORMALITIES
ANALYSIS OF SEISMIC SIGNAL AND DETECTION OF ABNORMALITIESANALYSIS OF SEISMIC SIGNAL AND DETECTION OF ABNORMALITIES
ANALYSIS OF SEISMIC SIGNAL AND DETECTION OF ABNORMALITIES
CSEIJJournal
 
Drivers’ drowsiness detection based on an optimized random forest classificat...
Drivers’ drowsiness detection based on an optimized random forest classificat...Drivers’ drowsiness detection based on an optimized random forest classificat...
Drivers’ drowsiness detection based on an optimized random forest classificat...
IJECEIAES
 
International Journal of Engineering (IJE) Volume (4) Issue (3)
International Journal of Engineering (IJE) Volume (4)  Issue (3)International Journal of Engineering (IJE) Volume (4)  Issue (3)
International Journal of Engineering (IJE) Volume (4) Issue (3)
CSCJournals
 
Review on vibration analysis with digital image processing
Review on vibration analysis with digital image processingReview on vibration analysis with digital image processing
Review on vibration analysis with digital image processing
IAEME Publication
 
Ahmed_Asaker_C.V ver3.
Ahmed_Asaker_C.V ver3.Ahmed_Asaker_C.V ver3.
Ahmed_Asaker_C.V ver3.
medolove5159
 

Similar to P1121340296 (20)

ANALYSIS OF SEISMIC SIGNAL AND DETECTION OF ABNORMALITIES
ANALYSIS OF SEISMIC SIGNAL AND DETECTION OF ABNORMALITIESANALYSIS OF SEISMIC SIGNAL AND DETECTION OF ABNORMALITIES
ANALYSIS OF SEISMIC SIGNAL AND DETECTION OF ABNORMALITIES
 
Analysis of Seismic Signal and Detection of Abnormalities
Analysis of Seismic Signal and Detection of AbnormalitiesAnalysis of Seismic Signal and Detection of Abnormalities
Analysis of Seismic Signal and Detection of Abnormalities
 
Challenges Faced in Building a Virtual Organization for Seismology in South E...
Challenges Faced in Building a Virtual Organization for Seismology in South E...Challenges Faced in Building a Virtual Organization for Seismology in South E...
Challenges Faced in Building a Virtual Organization for Seismology in South E...
 
American Journal of Biometrics & Biostatistics
American Journal of Biometrics & BiostatisticsAmerican Journal of Biometrics & Biostatistics
American Journal of Biometrics & Biostatistics
 
Cristian Randieri Extended Curriculum (English CV)
Cristian Randieri Extended Curriculum (English CV)Cristian Randieri Extended Curriculum (English CV)
Cristian Randieri Extended Curriculum (English CV)
 
G044044249
G044044249G044044249
G044044249
 
sources of imges
sources of imgessources of imges
sources of imges
 
DSP FINALs
DSP FINALsDSP FINALs
DSP FINALs
 
Drivers’ drowsiness detection based on an optimized random forest classificat...
Drivers’ drowsiness detection based on an optimized random forest classificat...Drivers’ drowsiness detection based on an optimized random forest classificat...
Drivers’ drowsiness detection based on an optimized random forest classificat...
 
LLNLS&TR2016
LLNLS&TR2016LLNLS&TR2016
LLNLS&TR2016
 
International Journal of Engineering (IJE) Volume (4) Issue (3)
International Journal of Engineering (IJE) Volume (4)  Issue (3)International Journal of Engineering (IJE) Volume (4)  Issue (3)
International Journal of Engineering (IJE) Volume (4) Issue (3)
 
Discovering the spatial locations of the radio frequency radiations effects a...
Discovering the spatial locations of the radio frequency radiations effects a...Discovering the spatial locations of the radio frequency radiations effects a...
Discovering the spatial locations of the radio frequency radiations effects a...
 
Instrument for the physical characterization of tephra fallout
Instrument for the physical characterization of tephra falloutInstrument for the physical characterization of tephra fallout
Instrument for the physical characterization of tephra fallout
 
Review on vibration analysis with digital image processing
Review on vibration analysis with digital image processingReview on vibration analysis with digital image processing
Review on vibration analysis with digital image processing
 
EFFECTIVENESS OF THE SHIELDING MECHANISM IN ROOMS HOUSING X-RAY DIAGNOSTIC EQ...
EFFECTIVENESS OF THE SHIELDING MECHANISM IN ROOMS HOUSING X-RAY DIAGNOSTIC EQ...EFFECTIVENESS OF THE SHIELDING MECHANISM IN ROOMS HOUSING X-RAY DIAGNOSTIC EQ...
EFFECTIVENESS OF THE SHIELDING MECHANISM IN ROOMS HOUSING X-RAY DIAGNOSTIC EQ...
 
Assessment of Spatial Exposure to RF Radiation due to GSM 900 and GSM1800 – A...
Assessment of Spatial Exposure to RF Radiation due to GSM 900 and GSM1800 – A...Assessment of Spatial Exposure to RF Radiation due to GSM 900 and GSM1800 – A...
Assessment of Spatial Exposure to RF Radiation due to GSM 900 and GSM1800 – A...
 
LoayEngCV
LoayEngCVLoayEngCV
LoayEngCV
 
Measurement of Electromagnetic Waves Radiated from Base Transceiver Stations...
	Measurement of Electromagnetic Waves Radiated from Base Transceiver Stations...	Measurement of Electromagnetic Waves Radiated from Base Transceiver Stations...
Measurement of Electromagnetic Waves Radiated from Base Transceiver Stations...
 
Ultrasonic based distance meter
Ultrasonic based distance meterUltrasonic based distance meter
Ultrasonic based distance meter
 
Ahmed_Asaker_C.V ver3.
Ahmed_Asaker_C.V ver3.Ahmed_Asaker_C.V ver3.
Ahmed_Asaker_C.V ver3.
 

More from Ashraf Aboshosha

More from Ashraf Aboshosha (20)

P1151351311
P1151351311P1151351311
P1151351311
 
P1151345302
P1151345302P1151345302
P1151345302
 
P1121352313
P1121352313P1121352313
P1121352313
 
P1121340294
P1121340294P1121340294
P1121340294
 
P1121327289
P1121327289P1121327289
P1121327289
 
P1151442348
P1151442348P1151442348
P1151442348
 
P1151442347
P1151442347P1151442347
P1151442347
 
P1151424332
P1151424332P1151424332
P1151424332
 
P1151423331
P1151423331P1151423331
P1151423331
 
P1151420328
P1151420328P1151420328
P1151420328
 
P1151418327
P1151418327P1151418327
P1151418327
 
P1151404314
P1151404314P1151404314
P1151404314
 
P1111351312
P1111351312P1111351312
P1111351312
 
P1111444352
P1111444352P1111444352
P1111444352
 
P1111440346
P1111440346P1111440346
P1111440346
 
P1111431335
P1111431335P1111431335
P1111431335
 
P1111410320
P1111410320P1111410320
P1111410320
 
P1111410321
P1111410321P1111410321
P1111410321
 
P1111350310
P1111350310P1111350310
P1111350310
 
P1111348307
P1111348307P1111348307
P1111348307
 

Recently uploaded

DeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakesDeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakes
MayuraD1
 
notes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.pptnotes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.ppt
MsecMca
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
ssuser89054b
 

Recently uploaded (20)

Hostel management system project report..pdf
Hostel management system project report..pdfHostel management system project report..pdf
Hostel management system project report..pdf
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdf
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.ppt
 
DeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakesDeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakes
 
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced LoadsFEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
 
Double Revolving field theory-how the rotor develops torque
Double Revolving field theory-how the rotor develops torqueDouble Revolving field theory-how the rotor develops torque
Double Revolving field theory-how the rotor develops torque
 
notes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.pptnotes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.ppt
 
Engineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesEngineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planes
 
Air Compressor reciprocating single stage
Air Compressor reciprocating single stageAir Compressor reciprocating single stage
Air Compressor reciprocating single stage
 
Online electricity billing project report..pdf
Online electricity billing project report..pdfOnline electricity billing project report..pdf
Online electricity billing project report..pdf
 
Computer Lecture 01.pptxIntroduction to Computers
Computer Lecture 01.pptxIntroduction to ComputersComputer Lecture 01.pptxIntroduction to Computers
Computer Lecture 01.pptxIntroduction to Computers
 
Block diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.pptBlock diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.ppt
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...
Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...
Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...
 
2016EF22_0 solar project report rooftop projects
2016EF22_0 solar project report rooftop projects2016EF22_0 solar project report rooftop projects
2016EF22_0 solar project report rooftop projects
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPT
 
Introduction to Serverless with AWS Lambda
Introduction to Serverless with AWS LambdaIntroduction to Serverless with AWS Lambda
Introduction to Serverless with AWS Lambda
 
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptxA CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
 
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
 

P1121340296

  • 1. Approach to Seismic Signal Discrimination based on Takagi-Sugeno Fuzzy Inference System E. H. Ait Laasri, E. Akhouayri, D. Agliz, A. Atmani Electronic, Signal processing and Physical Modelling Laboratory, Physics’ Department, Faculty of Sciences, Ibn Zohr University, B.P. 8106, Agadir, Morocco 1www.icgst.com http://www.icgst.com/paper.aspx?pid=P1121340296
  • 2. The aim of the present study is to investigate and explore the potential of Takagi– Sugeno fuzzy inference system for seismic signal discrimination between quarry blast and earthquake events. Such fuzzy system can be an appropriate classification platform due to its robustness to incorporate imprecise knowledge and its capability of integrating different information as the one coming from expert knowledge and the information coming from mathematical expressions. Relevant seismogram charac-teristics are extracted from seismic signal based on time and frequency domains. Using these characteristics, a fuzzy classifier was built based on analyst experience. Classification result using real seismic data reveals that the classifier performance can achieve 100%. 2www.icgst.com http://www.icgst.com/paper.aspx?pid=P1121340296 Approach to Seismic Signal Discrimination based on Takagi-Sugeno Fuzzy Inference System Abstract
  • 3. 3www.icgst.com E. H. Ait Laasri is in the final phase of his thesis at the University of Trento, Italy. He has received his Master’s degree in Electronics and signal processing from the University of Sciences Ibn Zohr, Morocco in 2008, and honors degree in Physics in 2006. His current research interests lie in developing a new real time system for managing the seismic local network of Agadir, signal processing, seismic signal detection and seismic events classification using artificial intelligence. Ibn Zohr University http://www.fsa.ac.ma/
  • 4. 4www.icgst.com E. S. Akhouayri is Professor of signal processing and instrumentation at the faculty of sciences, Ibn Zohr Uni- versity, Agadir, Morocco. He received his state doctorate in seismic signal processing and instrumentation at the Ibn Zohr University in 2002, and his doctorate in elec-tronics from Cadi Ayad University in 1989, where he also received his Master’s degree in Physics in 1986. He is charged of research since 2000, and he has been responsible for Agadir seismic network since that year. His research interests include development of seismic network of Agadir, seismic signal processing and instru-mentation. He has attended several international confe-rences in Seismology, and he is responsible for several projects in seismic signal processing. He had been the Head of Physics Department, Faculty of Sciences for the period (2003–2008) and responsible for Seismic Signal Processing Team for the period (2006-2009). Currently he is the Head of Electronic, Signal Processing and Phys-ics Modeling Laboratory. He is journal reviewer for IEEE Transaction on Instrumentation and Measurement. Ibn Zohr University http://www.fsa.ac.ma/
  • 5. 5www.icgst.com D. Agliz is Professor of Physics at the Faculty of sciences, Ibn Zohr University of Agadir, Morocco. Currently, he is the director of Agadir’s National School of Applied Sciences. He received his PhD in Physics in 1987 from the University of Rennes I, France, where he also received his master’s degree in Physics in 1984, and state doctorate in 1997. Since then he has carried out research in seismic signal processing. He joined the seismic signal research team since 2000. Currently he is the chief of such team and he is responsible for several projects in seismic signal processing. He had been the Head of Automatic, Electronic and Seismic Signal Processing Laboratory for the period (2005-2010). His recent work has focused on seismic signal classification and detection. Ibn Zohr University http://www.fsa.ac.ma/
  • 6. 6www.icgst.com A. Atmani is doctor. He received his thesis in seismic instrumentation and noise signal processing at Ibn Zohr University, Morocco. He has received his Master’s degree in Electronics from Ibn Zohr University in 2004, and honors degree in Physics in 1993. His current research interests focus on studying the response of the ground to the seismic background noise, the seismic exploration using the seismic hammer technique, as well as studying of the impact of quarry blasts on the structures. Ibn Zohr University http://www.fsa.ac.ma/
  • 7. 7