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Simulating Duffing Oscillator in MATLAB ode45 and Python SciPy IVP | Computational Mechanics-Vid 01
In this video, we step into the world of nonlinear dynamics through learning about Georg Duffing and his work that led to Duffing oscillator, a classic example of a chaotic system. You will learn how to simulate and visualize this complex system using both MATLAB (ODE45) and Python (SciPy's solve_ivp).
🕒 Timestamps:
00:00 History, Background and Applications of Duffing Oscillator
02:09 Understanding the Duffing Equation
03:32 Newton's Second Law
04:10 Duffing Equation: General and Specific Forms
05:15 Formulating Duffing Equation for ode45 solver
06:29 Comparison of Matlab ode45 solver and Scipy integrate solve_ivp functions
08:02 MATLAB ode45 syntax and solve_ivp syntax for a simple differential equation
09:44 Walkthrough of Python code for solving Duffing equation
13:15 Interpreting sImulation results
14:18 Concluding remarks
📚 What You'll Learn:
Complete breakdown of the Duffing equation:
mx'' + γx' + αx + βx³ = Fcos(ωt)
Step-by-step implementation in both MATLAB and Python
Understanding chaos through sensitivity to initial conditions
Real-world applications and examples
🔧 Technical Details Covered:
ODE45 solver in MATLAB
SciPy's solve_ivp integration
Phase space visualization
Parameter effects on system behavior
💻 Code Available:
Get the complete source code for Python implementations at:
https://github.com/sraocodes/Compute-Stories/blob/main/Python/duffing.py
Get the complete source code for MATLAB implementations at:
https://in.mathworks.com/matlabcentral/fileexchange/174490-duffing-oscillator-phase-space-animator
🎯 This video is intended For:
Engineering students
Physics enthusiasts
Mathematics learners
Anyone interested in chaos theory and nonlinear dynamics
Видео Simulating Duffing Oscillator in MATLAB ode45 and Python SciPy IVP | Computational Mechanics-Vid 01 канала Compute Stories 💻
🕒 Timestamps:
00:00 History, Background and Applications of Duffing Oscillator
02:09 Understanding the Duffing Equation
03:32 Newton's Second Law
04:10 Duffing Equation: General and Specific Forms
05:15 Formulating Duffing Equation for ode45 solver
06:29 Comparison of Matlab ode45 solver and Scipy integrate solve_ivp functions
08:02 MATLAB ode45 syntax and solve_ivp syntax for a simple differential equation
09:44 Walkthrough of Python code for solving Duffing equation
13:15 Interpreting sImulation results
14:18 Concluding remarks
📚 What You'll Learn:
Complete breakdown of the Duffing equation:
mx'' + γx' + αx + βx³ = Fcos(ωt)
Step-by-step implementation in both MATLAB and Python
Understanding chaos through sensitivity to initial conditions
Real-world applications and examples
🔧 Technical Details Covered:
ODE45 solver in MATLAB
SciPy's solve_ivp integration
Phase space visualization
Parameter effects on system behavior
💻 Code Available:
Get the complete source code for Python implementations at:
https://github.com/sraocodes/Compute-Stories/blob/main/Python/duffing.py
Get the complete source code for MATLAB implementations at:
https://in.mathworks.com/matlabcentral/fileexchange/174490-duffing-oscillator-phase-space-animator
🎯 This video is intended For:
Engineering students
Physics enthusiasts
Mathematics learners
Anyone interested in chaos theory and nonlinear dynamics
Видео Simulating Duffing Oscillator in MATLAB ode45 and Python SciPy IVP | Computational Mechanics-Vid 01 канала Compute Stories 💻
duffing oscillator nonlinear dynamics chaos theory differential equations matlab ode45 python scipy scipy tutorial matlab tutorial physics simulation chaotic systems georg duffing phase space dynamical systems engineering mathematics computational physics nonlinear oscillations physics programming scientific visualization mathematics education stem tutorial physics explanation math animation coding education
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27 октября 2024 г. 14:01:54
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