SlideShare una empresa de Scribd logo
1 de 9
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

Más contenido relacionado

La actualidad más candente

PDI clasificacion de galaxias usando matlab
PDI clasificacion de galaxias usando matlabPDI clasificacion de galaxias usando matlab
PDI clasificacion de galaxias usando matlabmarco calderon layme
 
signal to quantization noise ratio sqnr | Communication Systems
signal to quantization noise ratio sqnr | Communication Systemssignal to quantization noise ratio sqnr | Communication Systems
signal to quantization noise ratio sqnr | Communication SystemsLearn By Watch
 
Lecture9 camera calibration
Lecture9 camera calibrationLecture9 camera calibration
Lecture9 camera calibrationzukun
 
Contra vs co vector 2013
Contra vs co vector 2013Contra vs co vector 2013
Contra vs co vector 2013Atiqa Khan
 
SAMPLING & RECONSTRUCTION OF DISCRETE TIME SIGNAL
SAMPLING & RECONSTRUCTION  OF DISCRETE TIME SIGNALSAMPLING & RECONSTRUCTION  OF DISCRETE TIME SIGNAL
SAMPLING & RECONSTRUCTION OF DISCRETE TIME SIGNALkaran sati
 
Black body radiation,planck's radiation, wien's law, stephen boltzmann law in...
Black body radiation,planck's radiation, wien's law, stephen boltzmann law in...Black body radiation,planck's radiation, wien's law, stephen boltzmann law in...
Black body radiation,planck's radiation, wien's law, stephen boltzmann law in...P.K. Mani
 
Basics of Analogue Filters
Basics of Analogue FiltersBasics of Analogue Filters
Basics of Analogue Filtersop205
 
DSP_2018_FOEHU - Lec 02 - Sampling of Continuous Time Signals
DSP_2018_FOEHU - Lec 02 - Sampling of Continuous Time SignalsDSP_2018_FOEHU - Lec 02 - Sampling of Continuous Time Signals
DSP_2018_FOEHU - Lec 02 - Sampling of Continuous Time SignalsAmr E. Mohamed
 
Optics Fourier Transform Ii
Optics Fourier Transform IiOptics Fourier Transform Ii
Optics Fourier Transform Iidiarmseven
 
Phase Retrieval: Motivation and Techniques
Phase Retrieval: Motivation and TechniquesPhase Retrieval: Motivation and Techniques
Phase Retrieval: Motivation and TechniquesVaibhav Dixit
 
Fourier Series for Continuous Time & Discrete Time Signals
Fourier Series for Continuous Time & Discrete Time SignalsFourier Series for Continuous Time & Discrete Time Signals
Fourier Series for Continuous Time & Discrete Time SignalsJayanshu Gundaniya
 
Triple integrals in spherical coordinates
Triple integrals in spherical coordinatesTriple integrals in spherical coordinates
Triple integrals in spherical coordinatesViral Prajapati
 
Discreate time system and z transform
Discreate time system and z transformDiscreate time system and z transform
Discreate time system and z transformVIKAS KUMAR MANJHI
 
Quantum free electron_theory_001
Quantum free electron_theory_001Quantum free electron_theory_001
Quantum free electron_theory_001am
 

La actualidad más candente (20)

PDI clasificacion de galaxias usando matlab
PDI clasificacion de galaxias usando matlabPDI clasificacion de galaxias usando matlab
PDI clasificacion de galaxias usando matlab
 
signal to quantization noise ratio sqnr | Communication Systems
signal to quantization noise ratio sqnr | Communication Systemssignal to quantization noise ratio sqnr | Communication Systems
signal to quantization noise ratio sqnr | Communication Systems
 
Lecture9 camera calibration
Lecture9 camera calibrationLecture9 camera calibration
Lecture9 camera calibration
 
Contra vs co vector 2013
Contra vs co vector 2013Contra vs co vector 2013
Contra vs co vector 2013
 
SAMPLING & RECONSTRUCTION OF DISCRETE TIME SIGNAL
SAMPLING & RECONSTRUCTION  OF DISCRETE TIME SIGNALSAMPLING & RECONSTRUCTION  OF DISCRETE TIME SIGNAL
SAMPLING & RECONSTRUCTION OF DISCRETE TIME SIGNAL
 
Black body radiation,planck's radiation, wien's law, stephen boltzmann law in...
Black body radiation,planck's radiation, wien's law, stephen boltzmann law in...Black body radiation,planck's radiation, wien's law, stephen boltzmann law in...
Black body radiation,planck's radiation, wien's law, stephen boltzmann law in...
 
Basics of Analogue Filters
Basics of Analogue FiltersBasics of Analogue Filters
Basics of Analogue Filters
 
Fourier Transform
Fourier TransformFourier Transform
Fourier Transform
 
DSP_2018_FOEHU - Lec 02 - Sampling of Continuous Time Signals
DSP_2018_FOEHU - Lec 02 - Sampling of Continuous Time SignalsDSP_2018_FOEHU - Lec 02 - Sampling of Continuous Time Signals
DSP_2018_FOEHU - Lec 02 - Sampling of Continuous Time Signals
 
Optics Fourier Transform Ii
Optics Fourier Transform IiOptics Fourier Transform Ii
Optics Fourier Transform Ii
 
Phase Retrieval: Motivation and Techniques
Phase Retrieval: Motivation and TechniquesPhase Retrieval: Motivation and Techniques
Phase Retrieval: Motivation and Techniques
 
Dft
DftDft
Dft
 
03 image transform
03 image transform03 image transform
03 image transform
 
Fourier Series for Continuous Time & Discrete Time Signals
Fourier Series for Continuous Time & Discrete Time SignalsFourier Series for Continuous Time & Discrete Time Signals
Fourier Series for Continuous Time & Discrete Time Signals
 
Triple integrals in spherical coordinates
Triple integrals in spherical coordinatesTriple integrals in spherical coordinates
Triple integrals in spherical coordinates
 
Lecture123
Lecture123Lecture123
Lecture123
 
The FFT And Spectral Analysis
The FFT And Spectral AnalysisThe FFT And Spectral Analysis
The FFT And Spectral Analysis
 
Discreate time system and z transform
Discreate time system and z transformDiscreate time system and z transform
Discreate time system and z transform
 
Quantum free electron_theory_001
Quantum free electron_theory_001Quantum free electron_theory_001
Quantum free electron_theory_001
 
Z Transform
Z TransformZ Transform
Z Transform
 

Destacado

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
 

Destacado (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)
 

Más de 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
 

Más de 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
 

Último

Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and ModificationsMJDuyan
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxRamakrishna Reddy Bijjam
 
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxSKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxAmanpreet Kaur
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxVishalSingh1417
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxVishalSingh1417
 
SOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning PresentationSOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning Presentationcamerronhm
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseAnaAcapella
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
Dyslexia AI Workshop for Slideshare.pptx
Dyslexia AI Workshop for Slideshare.pptxDyslexia AI Workshop for Slideshare.pptx
Dyslexia AI Workshop for Slideshare.pptxcallscotland1987
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17Celine George
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Jisc
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.MaryamAhmad92
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxVishalSingh1417
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxDenish Jangid
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.pptRamjanShidvankar
 
ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701bronxfugly43
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdfQucHHunhnh
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin ClassesCeline George
 

Último (20)

Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and Modifications
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docx
 
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxSKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
 
Asian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptxAsian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptx
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
SOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning PresentationSOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning Presentation
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please Practise
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Dyslexia AI Workshop for Slideshare.pptx
Dyslexia AI Workshop for Slideshare.pptxDyslexia AI Workshop for Slideshare.pptx
Dyslexia AI Workshop for Slideshare.pptx
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptx
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
 

Lyapunov Exponent of Time Series Data