SlideShare a Scribd company logo
Lyapunov Exponent of Time
       Series Data
        Abhranil Das
Slide 2 of 9
Lyapunov Exponent




Slide 3 of 9
Lyapunov Exponent




               • Maximal Lyapunov exponent:


Slide 4 of 9
Lyapunov Exponent




Slide 5 of 9
Lyapunov exponent for Logistic map




Slide 6 of 9
Lyapunov exponent for Logistic map




Slide 7 of 9
Lyapunov exponent for Logistic map




Slide 8 of 9
               slope ≈ 0.75, characteristic length ≈ 8
Lyapunov exponent for IBI time series




    • For this time series, <ln[d(k)]> turned out to be
      independent of both k and n, thus demonstrating that the
      IBI’s Ti are independent random variables.

    • Although note that this sequence is not strictly a 1D map.
Slide 9 of 9

More Related Content

What's hot

Opearion on Fuzzy sets with Example
Opearion on Fuzzy sets with ExampleOpearion on Fuzzy sets with Example
Opearion on Fuzzy sets with ExampleKarthikeyan Sankar
 
Utp va_sl4_procesamiento digital de imagenes con matlab iii
 Utp va_sl4_procesamiento digital de imagenes con matlab iii Utp va_sl4_procesamiento digital de imagenes con matlab iii
Utp va_sl4_procesamiento digital de imagenes con matlab iiijcbenitezp
 
Radon Transform - image analysis
Radon Transform - image analysisRadon Transform - image analysis
Radon Transform - image analysisVanya Valindria
 
Motion estimation overview
Motion estimation overviewMotion estimation overview
Motion estimation overviewYoss Cohen
 
Digital image processing questions
Digital  image processing questionsDigital  image processing questions
Digital image processing questionsManas Mantri
 
Decimation and Interpolation
Decimation and InterpolationDecimation and Interpolation
Decimation and InterpolationFernando Ojeda
 
morphological image processing
morphological image processingmorphological image processing
morphological image processingJohn Williams
 
Basic simulation lab manual1
Basic simulation lab manual1Basic simulation lab manual1
Basic simulation lab manual1Janardhana Raju M
 
DSP_2018_FOEHU - Lec 08 - The Discrete Fourier Transform
DSP_2018_FOEHU - Lec 08 - The Discrete Fourier TransformDSP_2018_FOEHU - Lec 08 - The Discrete Fourier Transform
DSP_2018_FOEHU - Lec 08 - The Discrete Fourier TransformAmr E. Mohamed
 
Homomorphic speech processing
Homomorphic speech processingHomomorphic speech processing
Homomorphic speech processingsivakumar m
 
Fuzzy logic control of washing m achines
Fuzzy logic control of washing m achinesFuzzy logic control of washing m achines
Fuzzy logic control of washing m achinespradnya patil
 
20191215 rate distortion theory and VAEs
20191215 rate distortion theory and VAEs20191215 rate distortion theory and VAEs
20191215 rate distortion theory and VAEsX 37
 
Z trasnform & Inverse Z-transform in matlab
Z trasnform & Inverse Z-transform in matlabZ trasnform & Inverse Z-transform in matlab
Z trasnform & Inverse Z-transform in matlabHasnain Yaseen
 
Modelado de un filtro Butterwoth pasa bajos (pasivo) de cuarto orden.
Modelado de un filtro Butterwoth pasa bajos (pasivo) de cuarto orden.Modelado de un filtro Butterwoth pasa bajos (pasivo) de cuarto orden.
Modelado de un filtro Butterwoth pasa bajos (pasivo) de cuarto orden.Roy Chirinos Flores
 
Fast Fourier Transform Analysis
Fast Fourier Transform AnalysisFast Fourier Transform Analysis
Fast Fourier Transform Analysisdhikadixiana
 
Stationary & Non stationary signal.pptx
Stationary & Non stationary signal.pptxStationary & Non stationary signal.pptx
Stationary & Non stationary signal.pptxRCCIITAEIE
 

What's hot (20)

Opearion on Fuzzy sets with Example
Opearion on Fuzzy sets with ExampleOpearion on Fuzzy sets with Example
Opearion on Fuzzy sets with Example
 
Utp va_sl4_procesamiento digital de imagenes con matlab iii
 Utp va_sl4_procesamiento digital de imagenes con matlab iii Utp va_sl4_procesamiento digital de imagenes con matlab iii
Utp va_sl4_procesamiento digital de imagenes con matlab iii
 
Radon Transform - image analysis
Radon Transform - image analysisRadon Transform - image analysis
Radon Transform - image analysis
 
Motion estimation overview
Motion estimation overviewMotion estimation overview
Motion estimation overview
 
Kalman filter
Kalman filterKalman filter
Kalman filter
 
Fourier transform
Fourier transformFourier transform
Fourier transform
 
Digital image processing questions
Digital  image processing questionsDigital  image processing questions
Digital image processing questions
 
Decimation and Interpolation
Decimation and InterpolationDecimation and Interpolation
Decimation and Interpolation
 
morphological image processing
morphological image processingmorphological image processing
morphological image processing
 
Basic simulation lab manual1
Basic simulation lab manual1Basic simulation lab manual1
Basic simulation lab manual1
 
DSP_2018_FOEHU - Lec 08 - The Discrete Fourier Transform
DSP_2018_FOEHU - Lec 08 - The Discrete Fourier TransformDSP_2018_FOEHU - Lec 08 - The Discrete Fourier Transform
DSP_2018_FOEHU - Lec 08 - The Discrete Fourier Transform
 
Homomorphic speech processing
Homomorphic speech processingHomomorphic speech processing
Homomorphic speech processing
 
Ppt filtros
Ppt filtrosPpt filtros
Ppt filtros
 
Fuzzy logic control of washing m achines
Fuzzy logic control of washing m achinesFuzzy logic control of washing m achines
Fuzzy logic control of washing m achines
 
20191215 rate distortion theory and VAEs
20191215 rate distortion theory and VAEs20191215 rate distortion theory and VAEs
20191215 rate distortion theory and VAEs
 
Z trasnform & Inverse Z-transform in matlab
Z trasnform & Inverse Z-transform in matlabZ trasnform & Inverse Z-transform in matlab
Z trasnform & Inverse Z-transform in matlab
 
Modelado de un filtro Butterwoth pasa bajos (pasivo) de cuarto orden.
Modelado de un filtro Butterwoth pasa bajos (pasivo) de cuarto orden.Modelado de un filtro Butterwoth pasa bajos (pasivo) de cuarto orden.
Modelado de un filtro Butterwoth pasa bajos (pasivo) de cuarto orden.
 
Imaging geometry
Imaging geometryImaging geometry
Imaging geometry
 
Fast Fourier Transform Analysis
Fast Fourier Transform AnalysisFast Fourier Transform Analysis
Fast Fourier Transform Analysis
 
Stationary & Non stationary signal.pptx
Stationary & Non stationary signal.pptxStationary & Non stationary signal.pptx
Stationary & Non stationary signal.pptx
 

Viewers also liked

A Prediction Technique for Chaotic Time Series
A Prediction Technique for Chaotic Time SeriesA Prediction Technique for Chaotic Time Series
A Prediction Technique for Chaotic Time SeriesSuhel Mulla
 
Recurrence Quantification Analysis : Tutorial & application to eye-movement data
Recurrence Quantification Analysis :Tutorial & application to eye-movement dataRecurrence Quantification Analysis :Tutorial & application to eye-movement data
Recurrence Quantification Analysis : Tutorial & application to eye-movement dataDeb Aks
 
Multimodal Interfaces I ws2011-12
Multimodal Interfaces I ws2011-12Multimodal Interfaces I ws2011-12
Multimodal Interfaces I ws2011-12icchiara
 
From systems biology
From systems biologyFrom systems biology
From systems biologybrnbarcelona
 
Neural Networks with Cellular Automata
Neural Networks with Cellular AutomataNeural Networks with Cellular Automata
Neural Networks with Cellular Automatabutest
 
Management control system
Management control systemManagement control system
Management control systemVikas Sonwane
 
Planning and cybernetic control
Planning and cybernetic controlPlanning and cybernetic control
Planning and cybernetic controlEka Darmadi
 
From epilepsy to migraine to stroke: A unifying framework.
From epilepsy to migraine to stroke: A unifying framework. From epilepsy to migraine to stroke: A unifying framework.
From epilepsy to migraine to stroke: A unifying framework. MPI Dresden / HU Berlin
 
Slow and large: Dynamics in migraine and opportunities to intervene
Slow and large: Dynamics in migraine and opportunities to interveneSlow and large: Dynamics in migraine and opportunities to intervene
Slow and large: Dynamics in migraine and opportunities to interveneMPI Dresden / HU Berlin
 
Computational Motor Control: Optimal Control for Deterministic Systems (JAIST...
Computational Motor Control: Optimal Control for Deterministic Systems (JAIST...Computational Motor Control: Optimal Control for Deterministic Systems (JAIST...
Computational Motor Control: Optimal Control for Deterministic Systems (JAIST...hirokazutanaka
 
Computational Motor Control: Introduction (JAIST summer course)
Computational Motor Control: Introduction (JAIST summer course)Computational Motor Control: Introduction (JAIST summer course)
Computational Motor Control: Introduction (JAIST summer course)hirokazutanaka
 
Reentrant and retracting waves of cortical spreading depression in migraine
Reentrant and retracting waves of cortical spreading depression in migraineReentrant and retracting waves of cortical spreading depression in migraine
Reentrant and retracting waves of cortical spreading depression in migraineMPI Dresden / HU Berlin
 
Biomorphic Engineering
Biomorphic EngineeringBiomorphic Engineering
Biomorphic EngineeringIan Owen Raña
 
Cybernetics and mecha presentation
Cybernetics and mecha presentationCybernetics and mecha presentation
Cybernetics and mecha presentationErik Webb
 
Computational Motor Control: Kinematics & Dynamics (JAIST summer course)
Computational Motor Control: Kinematics & Dynamics (JAIST summer course)Computational Motor Control: Kinematics & Dynamics (JAIST summer course)
Computational Motor Control: Kinematics & Dynamics (JAIST summer course)hirokazutanaka
 

Viewers also liked (20)

A Prediction Technique for Chaotic Time Series
A Prediction Technique for Chaotic Time SeriesA Prediction Technique for Chaotic Time Series
A Prediction Technique for Chaotic Time Series
 
Recurrence Quantification Analysis : Tutorial & application to eye-movement data
Recurrence Quantification Analysis :Tutorial & application to eye-movement dataRecurrence Quantification Analysis :Tutorial & application to eye-movement data
Recurrence Quantification Analysis : Tutorial & application to eye-movement data
 
Multimodal Interfaces I ws2011-12
Multimodal Interfaces I ws2011-12Multimodal Interfaces I ws2011-12
Multimodal Interfaces I ws2011-12
 
OBC | The Music of Life
OBC | The Music of LifeOBC | The Music of Life
OBC | The Music of Life
 
From systems biology
From systems biologyFrom systems biology
From systems biology
 
Cybernetics big data
Cybernetics big dataCybernetics big data
Cybernetics big data
 
Neural Networks with Cellular Automata
Neural Networks with Cellular AutomataNeural Networks with Cellular Automata
Neural Networks with Cellular Automata
 
Management control system
Management control systemManagement control system
Management control system
 
Planning and cybernetic control
Planning and cybernetic controlPlanning and cybernetic control
Planning and cybernetic control
 
Leadership Code
Leadership CodeLeadership Code
Leadership Code
 
Academic Course: 04 Introduction to complex systems and agent based modeling
Academic Course: 04 Introduction to complex systems and agent based modelingAcademic Course: 04 Introduction to complex systems and agent based modeling
Academic Course: 04 Introduction to complex systems and agent based modeling
 
From epilepsy to migraine to stroke: A unifying framework.
From epilepsy to migraine to stroke: A unifying framework. From epilepsy to migraine to stroke: A unifying framework.
From epilepsy to migraine to stroke: A unifying framework.
 
Slow and large: Dynamics in migraine and opportunities to intervene
Slow and large: Dynamics in migraine and opportunities to interveneSlow and large: Dynamics in migraine and opportunities to intervene
Slow and large: Dynamics in migraine and opportunities to intervene
 
Migraine: A dynamics disease
Migraine: A dynamics diseaseMigraine: A dynamics disease
Migraine: A dynamics disease
 
Computational Motor Control: Optimal Control for Deterministic Systems (JAIST...
Computational Motor Control: Optimal Control for Deterministic Systems (JAIST...Computational Motor Control: Optimal Control for Deterministic Systems (JAIST...
Computational Motor Control: Optimal Control for Deterministic Systems (JAIST...
 
Computational Motor Control: Introduction (JAIST summer course)
Computational Motor Control: Introduction (JAIST summer course)Computational Motor Control: Introduction (JAIST summer course)
Computational Motor Control: Introduction (JAIST summer course)
 
Reentrant and retracting waves of cortical spreading depression in migraine
Reentrant and retracting waves of cortical spreading depression in migraineReentrant and retracting waves of cortical spreading depression in migraine
Reentrant and retracting waves of cortical spreading depression in migraine
 
Biomorphic Engineering
Biomorphic EngineeringBiomorphic Engineering
Biomorphic Engineering
 
Cybernetics and mecha presentation
Cybernetics and mecha presentationCybernetics and mecha presentation
Cybernetics and mecha presentation
 
Computational Motor Control: Kinematics & Dynamics (JAIST summer course)
Computational Motor Control: Kinematics & Dynamics (JAIST summer course)Computational Motor Control: Kinematics & Dynamics (JAIST summer course)
Computational Motor Control: Kinematics & Dynamics (JAIST summer course)
 

More from Abhranil Das

Depth estimation from stereo image pairs using block-matching
Depth estimation from stereo image pairs using block-matchingDepth estimation from stereo image pairs using block-matching
Depth estimation from stereo image pairs using block-matchingAbhranil Das
 
Derivation of the Boltzmann Transport Equation
Derivation of the Boltzmann Transport EquationDerivation of the Boltzmann Transport Equation
Derivation of the Boltzmann Transport EquationAbhranil Das
 
The Moore-Spiegel Oscillator
The Moore-Spiegel OscillatorThe Moore-Spiegel Oscillator
The Moore-Spiegel OscillatorAbhranil Das
 
Are Randomly Grown Graphs Really Random?
Are Randomly Grown Graphs Really Random?Are Randomly Grown Graphs Really Random?
Are Randomly Grown Graphs Really Random?Abhranil Das
 
Active Matter and the Vicsek Model of Flocking
Active Matter and the Vicsek Model of FlockingActive Matter and the Vicsek Model of Flocking
Active Matter and the Vicsek Model of FlockingAbhranil Das
 
Stochastic Neural Network Model: Part 2
Stochastic Neural Network Model: Part 2Stochastic Neural Network Model: Part 2
Stochastic Neural Network Model: Part 2Abhranil Das
 
Diffusion-Limited Aggregation
Diffusion-Limited AggregationDiffusion-Limited Aggregation
Diffusion-Limited AggregationAbhranil Das
 
Simulating Evolution and Behaviour
Simulating Evolution and BehaviourSimulating Evolution and Behaviour
Simulating Evolution and BehaviourAbhranil Das
 
Edward Lorenz: The Butterfly Man
Edward Lorenz: The Butterfly ManEdward Lorenz: The Butterfly Man
Edward Lorenz: The Butterfly ManAbhranil Das
 
Stochastic Neural Network Model: Part 1
Stochastic Neural Network Model: Part 1Stochastic Neural Network Model: Part 1
Stochastic Neural Network Model: Part 1Abhranil Das
 
The Lorenz Weather Model
The Lorenz Weather ModelThe Lorenz Weather Model
The Lorenz Weather ModelAbhranil Das
 
Perspective: the maths of seeing
Perspective: the maths of seeingPerspective: the maths of seeing
Perspective: the maths of seeingAbhranil Das
 
Transposons: the jumping genes
Transposons: the jumping genesTransposons: the jumping genes
Transposons: the jumping genesAbhranil Das
 
The DNA Double Helix
The DNA Double HelixThe DNA Double Helix
The DNA Double HelixAbhranil Das
 

More from Abhranil Das (17)

Depth estimation from stereo image pairs using block-matching
Depth estimation from stereo image pairs using block-matchingDepth estimation from stereo image pairs using block-matching
Depth estimation from stereo image pairs using block-matching
 
Derivation of the Boltzmann Transport Equation
Derivation of the Boltzmann Transport EquationDerivation of the Boltzmann Transport Equation
Derivation of the Boltzmann Transport Equation
 
The Moore-Spiegel Oscillator
The Moore-Spiegel OscillatorThe Moore-Spiegel Oscillator
The Moore-Spiegel Oscillator
 
Are Randomly Grown Graphs Really Random?
Are Randomly Grown Graphs Really Random?Are Randomly Grown Graphs Really Random?
Are Randomly Grown Graphs Really Random?
 
Active Matter and the Vicsek Model of Flocking
Active Matter and the Vicsek Model of FlockingActive Matter and the Vicsek Model of Flocking
Active Matter and the Vicsek Model of Flocking
 
Stochastic Neural Network Model: Part 2
Stochastic Neural Network Model: Part 2Stochastic Neural Network Model: Part 2
Stochastic Neural Network Model: Part 2
 
Diffusion-Limited Aggregation
Diffusion-Limited AggregationDiffusion-Limited Aggregation
Diffusion-Limited Aggregation
 
Simulating Evolution and Behaviour
Simulating Evolution and BehaviourSimulating Evolution and Behaviour
Simulating Evolution and Behaviour
 
Edward Lorenz: The Butterfly Man
Edward Lorenz: The Butterfly ManEdward Lorenz: The Butterfly Man
Edward Lorenz: The Butterfly Man
 
Stochastic Neural Network Model: Part 1
Stochastic Neural Network Model: Part 1Stochastic Neural Network Model: Part 1
Stochastic Neural Network Model: Part 1
 
The Lorenz Weather Model
The Lorenz Weather ModelThe Lorenz Weather Model
The Lorenz Weather Model
 
Perspective: the maths of seeing
Perspective: the maths of seeingPerspective: the maths of seeing
Perspective: the maths of seeing
 
Transposons: the jumping genes
Transposons: the jumping genesTransposons: the jumping genes
Transposons: the jumping genes
 
The DNA Double Helix
The DNA Double HelixThe DNA Double Helix
The DNA Double Helix
 
Cellular automata
Cellular automataCellular automata
Cellular automata
 
Hyperactivation
HyperactivationHyperactivation
Hyperactivation
 
Cellular Automata
Cellular AutomataCellular Automata
Cellular Automata
 

Recently uploaded

Post Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdf
Post Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdfPost Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdf
Post Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdfPragya - UEM Kolkata Quiz Club
 
Industrial Training Report- AKTU Industrial Training Report
Industrial Training Report- AKTU Industrial Training ReportIndustrial Training Report- AKTU Industrial Training Report
Industrial Training Report- AKTU Industrial Training ReportAvinash Rai
 
2024_Student Session 2_ Set Plan Preparation.pptx
2024_Student Session 2_ Set Plan Preparation.pptx2024_Student Session 2_ Set Plan Preparation.pptx
2024_Student Session 2_ Set Plan Preparation.pptxmansk2
 
Morse OER Some Benefits and Challenges.pptx
Morse OER Some Benefits and Challenges.pptxMorse OER Some Benefits and Challenges.pptx
Morse OER Some Benefits and Challenges.pptxjmorse8
 
Neurulation and the formation of the neural tube
Neurulation and the formation of the neural tubeNeurulation and the formation of the neural tube
Neurulation and the formation of the neural tubeSaadHumayun7
 
INU_CAPSTONEDESIGN_비밀번호486_업로드용 발표자료.pdf
INU_CAPSTONEDESIGN_비밀번호486_업로드용 발표자료.pdfINU_CAPSTONEDESIGN_비밀번호486_업로드용 발표자료.pdf
INU_CAPSTONEDESIGN_비밀번호486_업로드용 발표자료.pdfbu07226
 
Gyanartha SciBizTech Quiz slideshare.pptx
Gyanartha SciBizTech Quiz slideshare.pptxGyanartha SciBizTech Quiz slideshare.pptx
Gyanartha SciBizTech Quiz slideshare.pptxShibin Azad
 
How to Manage Notification Preferences in the Odoo 17
How to Manage Notification Preferences in the Odoo 17How to Manage Notification Preferences in the Odoo 17
How to Manage Notification Preferences in the Odoo 17Celine George
 
PART A. Introduction to Costumer Service
PART A. Introduction to Costumer ServicePART A. Introduction to Costumer Service
PART A. Introduction to Costumer ServicePedroFerreira53928
 
The impact of social media on mental health and well-being has been a topic o...
The impact of social media on mental health and well-being has been a topic o...The impact of social media on mental health and well-being has been a topic o...
The impact of social media on mental health and well-being has been a topic o...sanghavirahi2
 
Benefits and Challenges of Using Open Educational Resources
Benefits and Challenges of Using Open Educational ResourcesBenefits and Challenges of Using Open Educational Resources
Benefits and Challenges of Using Open Educational Resourcesdimpy50
 
UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...
UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...
UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...Sayali Powar
 
An Overview of the Odoo 17 Discuss App.pptx
An Overview of the Odoo 17 Discuss App.pptxAn Overview of the Odoo 17 Discuss App.pptx
An Overview of the Odoo 17 Discuss App.pptxCeline George
 
Salient features of Environment protection Act 1986.pptx
Salient features of Environment protection Act 1986.pptxSalient features of Environment protection Act 1986.pptx
Salient features of Environment protection Act 1986.pptxakshayaramakrishnan21
 
Matatag-Curriculum and the 21st Century Skills Presentation.pptx
Matatag-Curriculum and the 21st Century Skills Presentation.pptxMatatag-Curriculum and the 21st Century Skills Presentation.pptx
Matatag-Curriculum and the 21st Century Skills Presentation.pptxJenilouCasareno
 
Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17Celine George
 
slides CapTechTalks Webinar May 2024 Alexander Perry.pptx
slides CapTechTalks Webinar May 2024 Alexander Perry.pptxslides CapTechTalks Webinar May 2024 Alexander Perry.pptx
slides CapTechTalks Webinar May 2024 Alexander Perry.pptxCapitolTechU
 
Telling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdf
Telling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdfTelling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdf
Telling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdfTechSoup
 
Basic Civil Engg Notes_Chapter-6_Environment Pollution & Engineering
Basic Civil Engg Notes_Chapter-6_Environment Pollution & EngineeringBasic Civil Engg Notes_Chapter-6_Environment Pollution & Engineering
Basic Civil Engg Notes_Chapter-6_Environment Pollution & EngineeringDenish Jangid
 

Recently uploaded (20)

Post Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdf
Post Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdfPost Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdf
Post Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdf
 
Industrial Training Report- AKTU Industrial Training Report
Industrial Training Report- AKTU Industrial Training ReportIndustrial Training Report- AKTU Industrial Training Report
Industrial Training Report- AKTU Industrial Training Report
 
2024_Student Session 2_ Set Plan Preparation.pptx
2024_Student Session 2_ Set Plan Preparation.pptx2024_Student Session 2_ Set Plan Preparation.pptx
2024_Student Session 2_ Set Plan Preparation.pptx
 
Morse OER Some Benefits and Challenges.pptx
Morse OER Some Benefits and Challenges.pptxMorse OER Some Benefits and Challenges.pptx
Morse OER Some Benefits and Challenges.pptx
 
Neurulation and the formation of the neural tube
Neurulation and the formation of the neural tubeNeurulation and the formation of the neural tube
Neurulation and the formation of the neural tube
 
INU_CAPSTONEDESIGN_비밀번호486_업로드용 발표자료.pdf
INU_CAPSTONEDESIGN_비밀번호486_업로드용 발표자료.pdfINU_CAPSTONEDESIGN_비밀번호486_업로드용 발표자료.pdf
INU_CAPSTONEDESIGN_비밀번호486_업로드용 발표자료.pdf
 
Gyanartha SciBizTech Quiz slideshare.pptx
Gyanartha SciBizTech Quiz slideshare.pptxGyanartha SciBizTech Quiz slideshare.pptx
Gyanartha SciBizTech Quiz slideshare.pptx
 
How to Manage Notification Preferences in the Odoo 17
How to Manage Notification Preferences in the Odoo 17How to Manage Notification Preferences in the Odoo 17
How to Manage Notification Preferences in the Odoo 17
 
PART A. Introduction to Costumer Service
PART A. Introduction to Costumer ServicePART A. Introduction to Costumer Service
PART A. Introduction to Costumer Service
 
The impact of social media on mental health and well-being has been a topic o...
The impact of social media on mental health and well-being has been a topic o...The impact of social media on mental health and well-being has been a topic o...
The impact of social media on mental health and well-being has been a topic o...
 
Benefits and Challenges of Using Open Educational Resources
Benefits and Challenges of Using Open Educational ResourcesBenefits and Challenges of Using Open Educational Resources
Benefits and Challenges of Using Open Educational Resources
 
UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...
UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...
UNIT – IV_PCI Complaints: Complaints and evaluation of complaints, Handling o...
 
An Overview of the Odoo 17 Discuss App.pptx
An Overview of the Odoo 17 Discuss App.pptxAn Overview of the Odoo 17 Discuss App.pptx
An Overview of the Odoo 17 Discuss App.pptx
 
Salient features of Environment protection Act 1986.pptx
Salient features of Environment protection Act 1986.pptxSalient features of Environment protection Act 1986.pptx
Salient features of Environment protection Act 1986.pptx
 
Matatag-Curriculum and the 21st Century Skills Presentation.pptx
Matatag-Curriculum and the 21st Century Skills Presentation.pptxMatatag-Curriculum and the 21st Century Skills Presentation.pptx
Matatag-Curriculum and the 21st Century Skills Presentation.pptx
 
Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17
 
slides CapTechTalks Webinar May 2024 Alexander Perry.pptx
slides CapTechTalks Webinar May 2024 Alexander Perry.pptxslides CapTechTalks Webinar May 2024 Alexander Perry.pptx
slides CapTechTalks Webinar May 2024 Alexander Perry.pptx
 
Telling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdf
Telling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdfTelling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdf
Telling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdf
 
Basic Civil Engg Notes_Chapter-6_Environment Pollution & Engineering
Basic Civil Engg Notes_Chapter-6_Environment Pollution & EngineeringBasic Civil Engg Notes_Chapter-6_Environment Pollution & Engineering
Basic Civil Engg Notes_Chapter-6_Environment Pollution & Engineering
 
B.ed spl. HI pdusu exam paper-2023-24.pdf
B.ed spl. HI pdusu exam paper-2023-24.pdfB.ed spl. HI pdusu exam paper-2023-24.pdf
B.ed spl. HI pdusu exam paper-2023-24.pdf
 

Lyapunov Exponent of Time Series Data