UsefulLinks
Systems Science
Optimization Theory
1. Foundations of Optimization
2. Mathematical Foundations
3. Unconstrained Optimization
4. Constrained Optimization Theory
5. Linear Programming
6. Nonlinear Programming
7. Integer and Combinatorial Optimization
8. Dynamic Programming
9. Stochastic Optimization
10. Heuristic and Metaheuristic Methods
11. Multi-Objective Optimization
12. Specialized Optimization Topics
13. Applications and Case Studies
14. Computational Aspects and Software
13.
Applications and Case Studies
13.1.
Engineering Applications
13.1.1.
Structural Optimization
13.1.1.1.
Topology Optimization
13.1.1.2.
Shape Optimization
13.1.1.3.
Size Optimization
13.1.2.
Control Systems
13.1.2.1.
Model Predictive Control
13.1.2.2.
LQR and LQG Control
13.1.2.3.
Robust Control Design
13.1.3.
Signal Processing
13.1.3.1.
Filter Design
13.1.3.2.
Compressed Sensing
13.1.3.3.
Beamforming
13.2.
Machine Learning Applications
13.2.1.
Supervised Learning
13.2.1.1.
Support Vector Machines
13.2.1.2.
Logistic Regression
13.2.1.3.
Neural Network Training
13.2.2.
Unsupervised Learning
13.2.2.1.
Clustering Algorithms
13.2.2.2.
Principal Component Analysis
13.2.2.3.
Matrix Factorization
13.2.3.
Reinforcement Learning
13.2.3.1.
Policy Optimization
13.2.3.2.
Value Function Approximation
13.3.
Finance and Economics
13.3.1.
Portfolio Optimization
13.3.1.1.
Mean-Variance Optimization
13.3.1.2.
Risk Parity
13.3.1.3.
Black-Litterman Model
13.3.2.
Risk Management
13.3.2.1.
Value at Risk
13.3.2.2.
Conditional Value at Risk
13.3.2.3.
Stress Testing
13.3.3.
Algorithmic Trading
13.3.3.1.
Execution Algorithms
13.3.3.2.
Market Making
13.4.
Operations Research Applications
13.4.1.
Supply Chain Management
13.4.1.1.
Facility Location
13.4.1.2.
Inventory Management
13.4.1.3.
Distribution Planning
13.4.2.
Transportation
13.4.2.1.
Vehicle Routing
13.4.2.2.
Crew Scheduling
13.4.2.3.
Traffic Flow Optimization
13.4.3.
Manufacturing
13.4.3.1.
Production Planning
13.4.3.2.
Scheduling Problems
13.4.3.3.
Quality Control
13.5.
Energy and Environment
13.5.1.
Power System Optimization
13.5.1.1.
Economic Dispatch
13.5.1.2.
Unit Commitment
13.5.1.3.
Optimal Power Flow
13.5.2.
Renewable Energy Integration
13.5.3.
Environmental Management
13.5.3.1.
Pollution Control
13.5.3.2.
Resource Allocation
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12. Specialized Optimization Topics
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14. Computational Aspects and Software