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Systems Science
Dynamical Systems Modeling and Analysis
1. Introduction to Dynamical Systems
2. Mathematical Foundations
3. Modeling with Dynamical Systems
4. One-Dimensional Continuous Systems
5. One-Dimensional Discrete Systems
6. Two-Dimensional Linear Systems
7. Two-Dimensional Nonlinear Systems
8. Bifurcation Theory
9. Chaos Theory
10. Numerical Methods and Computational Analysis
11. Applications in Biology
12. Applications in Physics and Engineering
13. Applications in Chemistry
14. Applications in Economics and Social Sciences
15. Advanced Topics
Mathematical Foundations
Differential Equations Background
Ordinary Differential Equations
First-Order ODEs
Higher-Order ODEs
Systems of ODEs
Existence and Uniqueness Theorems
Lipschitz Conditions
Picard-Lindelöf Theorem
Solution Methods
Analytical Solutions
Qualitative Analysis
Linear Algebra Foundations
Matrix Operations
Eigenvalues and Eigenvectors
Diagonalization
Jordan Normal Form
Vector Field Theory
Vector Fields
Integral Curves
Flow Properties
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1. Introduction to Dynamical Systems
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3. Modeling with Dynamical Systems