Optimization and Simulation: Heuristics and Neighborhoods

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Optimization and Simulation: Simulated Annealing

Explores simulated annealing for optimization, emphasizing parameter tuning and diversification to escape local minima.

Hydrologic Parameters Optimization

Covers hydrologic parameters optimization using RS MINERVE software and analyzes the best solution.

Approximation Algorithms

Covers approximation algorithms for optimization problems, LP relaxation, and randomized rounding techniques.

Markov Chains: Simulation and Optimization

Explores Markov chains, Metropolis-Hastings, and simulation for optimization purposes, highlighting the significance of ergodicity in efficient variable simulation.

Energy System Modeling: Optimization and Performance Indicators

Explores energy system modeling using optimization techniques and performance indicators.

Bioprocesses Design: MATLAB Basics

Covers designing and optimizing bioprocesses using MATLAB for modeling enzyme kinetics, chemical design, and bioreactors.

Semi-Definite Programming

Covers semi-definite programming and optimization over positive semidefinite cones.

Connect Four: Alpha-Beta Pruning and Monte-Carlo Tree Search

Explores solving Connect Four using game theory algorithms and compares Alpha-Beta pruning with Monte-Carlo tree search.

Optimization: Classical Problems

Covers classical optimization problems, brute force algorithms, and integer linear optimization.

Code Optimization: Speeding-up Analyses

Explores techniques to speed up dataflow analyses and discusses the importance of node ordering and post-order traversal.