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Nonlinear Dynamics - Introduction to Chaos Theory and Complex Systems

Complexity Explorer via YouTube

Overview

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Explore the fascinating world of nonlinear dynamics through this comprehensive 9-hour 43-minute course from Complexity Explorer. Master fundamental concepts including maps and difference equations, transients and attractors, parameters and bifurcations, and return maps while learning to construct and analyze bifurcation diagrams. Discover the mathematical foundations of flows, state variables, and ordinary differential equations (ODEs), then delve into advanced topics such as fixed points, stability analysis, saddle points, and eigenvectors. Examine stable and unstable manifolds, strange attractors, and the intricate relationships between ODEs, vector fields, and dynamical landscapes. Gain practical skills in numerical methods by learning various ODE solvers, from simple Forward and Backward Euler methods to production-level solvers, while understanding error analysis and adaptation techniques. Investigate chaos theory through Lyapunov exponents, shadowing, fractals, and time series analysis, including delay coordinate embedding and topology reconstruction. Apply advanced computational techniques to estimate fractal dimensions using capacity and correlation methods, compute Lyapunov exponents through Wolf and Kantz algorithms, and explore noise filtering, prediction methods, and chaos control. Enhance your understanding through engaging field trips covering real-world applications such as spacecraft trajectory design, marine invertebrate reproduction, extreme event detection, and diffusion-limited aggregation in snowflake formation. Complete hands-on exercises using MATLAB for logistic map coding and solving harmonic oscillator problems, while exploring connections between classical mechanics, music, dance, and the fundamental differences between chaos and complexity.

Syllabus

Nonlinear Dynamics: Introduction to Nonlinear Dynamics
Nonlinear Dynamics: Maps and Difference Equations
Nonlinear Dynamics: Maps and Difference Equations Quiz Solutions
Nonlinear Dynamics: Matlab Logistic Map Code
Nonlinear Dynamics: Transients and Attractors
Nonlinear Dynamics: Transients and Attractors Quiz Solutions
Nonlinear Dynamics: Parameters and Bifurcations
Nonlinear Dynamics: Parameters and Bifurcations Quiz Solutions
Nonlinear Dynamics: Parameters and Bifurcations Homework Solutions
Nonlinear Dynamics: Field Trip, Boulder Creek
Nonlinear Dynamics: Return Maps
Nonlinear Dynamics: Return Maps Quiz Solutions
Nonlinear Dynamics: Constructing The Bifurcation Diagram
Nonlinear Dynamics: Constructing the Bifurcation Diagram Homework Solutions
Nonlinear Dynamics: Exploring the Bifurcation Digram
Nonlinear Dynamics: Exploring the Bifurcation Diagram Quiz Solutions
Nonlinear Dynamics: Feigenbaum and Universality
Nonlinear Dynamics: Feigenbaum and Universality Homework Solutions
Nonlinear Dynamics: Field trip, The Standard Map (with Jim Meiss)
Nonlinear Dynamics: What is a flow?
Nonlinear Dynamics: What is a flow Quiz Solutions
Nonlinear Dynamics: State Variables and State Space
Nonlinear Dynamics: State Variables and State Space Quiz Solutions
Nonlinear Dynamics: Introduction to Ordinary Differential Equations (ODEs)
Nonlinear Dynamics: Introduction to Ordinary Differential Equations (ODEs) Quiz Solutions
Nonlinear Dynamics: Nonlinearity and Nonintegrability
Nonlinear Dynamics: Nonlinearity and Nonintegrability Quiz Solutions
Nonlinear Dynamics: Nonlinearity and Nonintegrability Homework Solutions
Nonlinear Dynamics: ODEs and the human insulin system (with Sriram Sankaranarayanan)
Nonlinear Dynamics: Fixed Points and Stability
Nonlinear Dynamics: Fixed Points and Stability Quiz Solutions
Nonlinear Dynamics: Saddle Points and Eigenvectors
Nonlinear Dynamics: Saddle Points and Eigenvectors Quiz Solutions
Nonlinear Dynamics: Stable and Unstable Manifolds
Nonlinear Dynamics: Stable and Unstable Manifolds Quiz Solutions
Nonlinear Dynamics: Attractors, Strange and Otherwise
Nonlinear Dynamics: Attractors, Strange and Otherwise Quiz Solutions
Nonlinear Dynamics: Field trip, stable and unstable manifolds to design spacecraft trajectories
Nonlinear Dynamics: ODEs, Vector Fields, and Dynamical Landscapes
Nonlinear Dynamics: ODEs, Vector Fields, and Dynamical Landscapes Quiz Solutions
Nonlinear Dynamics: Introduction to ODE Solvers
Nonlinear Dynamics: Introduction to ODE Solvers Quiz Solutions
Nonlinear Dynamics: Two simple ODE solvers - Forward and Backward Euler
Nonlinear Dynamics: Two simple ODE solvers - Forward and Backward Euler Quiz Solutions
Nonlinear Dynamics: Solving the simple harmonic oscillator ODEs
Nonlinear Dynamics: Solving the simple harmonic oscillator ODEs Homework Solutions
Nonlinear Dynamics: Field trip: Systems that can't be modeled with ODEs (with Jean Hertzberg)
Nonlinear Dynamics: ODE solvers - Error and adaptation
Nonlinear Dynamics: ODE solvers - Error and adaptation Quiz Solutions
Nonlinear Dynamics: Production ODE Solvers
Nonlinear Dynamics: Production ODE Solvers Quiz Solutions
Nonlinear Dynamics: Numerical Dynamics and Due Diligence
Nonlinear Dynamics: Numerical Dynamics and Due Diligence Quiz Solutions
Nonlinear Dynamics: Numerical Dynamics and Due Diligence Homework Solutions
Nonlinear Dynamics: Shadowing and Chaos
Nonlinear Dynamics: Shadowing and Chaos Quiz Solutions
Nonlinear Dynamics: Field Trip, Solving Partial Differential Equations (with Christine Hrenya)
Nonlinear Dynamics: Dynamics and State Space Deformation
Nonlinear Dynamics: Dynamics and State Space Deformation Quiz Solutions
Nonlinear Dynamics: Lyapunov Exponents
Nonlinear Dynamics: Lyapunov Exponents Quiz Solutions
Nonlinear Dynamics: Sections and Projections
Nonlinear Dynamics: Sections and Projections Quiz Solutions
Nonlinear Dynamics: Unstable Periodic Orbits
Nonlinear Dynamics: Unstable Periodic Orbits Quiz Solutions
Nonlinear Dynamics: Fractals and Chaos
Nonlinear Dynamics: Fractals and Chaos Quiz Solutions
Nonlinear Dynamics: Field trip, Diffusion-limited aggregation, fractals, and snowflakes
Nonlinear Dynamics: Time Series Analysis and the Observer Problem
Nonlinear Dynamics: Time Series Analysis and the Observer Problem Quiz Solutions
Nonlinear Dynamics: Delay Coordinate Embedding
Nonlinear Dynamics: Delay Coordinate Embedding Quiz Solutions
Nonlinear Dynamics: Topology, Diffeomorphisms, and Reconstruction of Dynamics
Nonlinear Dynamics: Topology, Diffeomorphisms, and Reconstruction of Dynamics Quiz Solutions
Nonlinear Dynamics: Estimating Embedding Parameters Part 1
Nonlinear Dynamics: Estimating Embedding Parameters Part 2
Nonlinear Dynamics: Estimating Embedding Parameters Quiz Solutions
Nonlinear Dynamics: Estimating Embedding Parameters Homework Solutions
Nonlinear Dynamics: Caveats and Extensions
Nonlinear Dynamics: Caveats and Extensions Quiz Solutions
Nonlinear Dynamics: Field trip, Detecting Extreme Events (with Holger Kantz)
Nonlinear Dynamics: Field trip, Detecting Extreme Events (with Holger Kantz) Algorithm Details
Nonlinear Dynamics: Computing Fractal Dimensions - Capacity Dimension
Nonlinear Dynamics: Computing Fractal Dimensions - Correlation Dimension
Nonlinear Dynamics: Computing Fractal Dimensions Quiz Solutions
Nonlinear Dynamics: Computing Fractal Dimensions Homework Solutions
Nonlinear Dynamics: Computing Lyapunov Exponents Wolf
Nonlinear Dynamics: Computing Lyapunov Exponents Kantz, Etc.
Nonlinear Dynamics: Computing Lyapunov Exponents Quiz Solutions
Nonlinear Dynamics: Noise and Filtering
Nonlinear Dynamics: Noise and Filtering Quiz Solutions
Nonlinear Dynamics: Field trip, Chaotic mixing and marine invertebrate reproduction
Nonlinear Dynamics: Prediction
Nonlinear Dynamics: Prediction Quiz Solutions
Nonlinear Dynamics: Chaos of Control
Nonlinear Dynamics: Chaos of Control Quiz Solutions
Nonlinear Dynamics: Classical Mechanics
Nonlinear Dynamics: Classical Mechanics Quiz Solutions
Nonlinear Dynamics: Music and Dance (with a coda on the difference between chaos and complexity)
Nonlinear Dynamics: Music and Dance Quiz Solutions
Complexity Explorer Nonlinear Dynamics Teaser
Nonlinear Dynamics: Fall 2015 Teaser

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Complexity Explorer

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