Freaks City

Simulated Annealing (SA) is a probabilistic optimization algorithm inspired by the physical annealing process in metallurgy. The Physical Annealing Process Annealing involves heating a material to a specific temperature and then cooling it down gradually. During this process, the internal energy of crystalline molecules tends to decrease. The m ...

The 0/1 Knapsack problem is a classic combinatorial optimization challenge. Given a set of items, each with a specific weight $w_i$ and value $v_i$, the goal is to determine wich items to include in a collection so that the total weight does not exceed a predefined limit $W$, while the total value is maximized. This is mathematically expressed ...

Dynamic Parameter Adjustment in Evolutionary Optimization Standard Particle Swarm Optimization (PSO) algorithms often struggle with balancing global exploration and local exploitation due to static control parameters. Fixed settings for inertia weight and acceleration coefficients typically cannot adapt to varying stages of the optimization pro ...