Krahasoni metodat

	Optimizimi Determinist i Stoqeve të Partikujve	Optimizimi Stohastik i Stoqeve të Partikujve
Fusha	Simulimi	Simulimi
Familja	Process / pipeline	Process / pipeline
Viti i origjinës	1995 (PSO); deterministic formulation circa 2002	1995–2002
Krijuesi	Kennedy, J., Eberhart, R. (PSO); deterministic variant formalized in convergence analysis literature	Kennedy, J. and Eberhart, R. (base PSO); stochastic extensions by Clerc, Kennedy and community
Lloji	Swarm intelligence metaheuristic — deterministic variant	Metaheuristic optimization — stochastic swarm intelligence
Burimi themelues	Kennedy, J., Eberhart, R. (1995). Particle swarm optimization. Proceedings of ICNN'95 — International Conference on Neural Networks, vol. 4, pp. 1942–1948. IEEE.	Kennedy, J., Eberhart, R. (1995). Particle swarm optimization. Proceedings of ICNN'95 - International Conference on Neural Networks, Vol. 4, pp. 1942-1948. IEEE.
Emërtime të tjera	DPSO, Deterministic PSO, PSO without stochastic components, Fully Deterministic PSO	Stochastic PSO, SPSO, Randomized PSO, Probabilistic PSO
Të lidhura	6	4
Përmbledhja	Deterministic Particle Swarm Optimization (DPSO) removes the stochastic random coefficients from classical PSO, replacing them with fixed cognitive and social acceleration parameters. Particles move through the search space following fully predictable trajectories, enabling reproducible convergence analysis and guaranteed termination behavior in continuous and combinatorial optimization problems.	Stochastic Particle Swarm Optimization (Stochastic PSO) is a swarm-intelligence metaheuristic that extends the standard PSO framework by incorporating explicit stochastic elements — random inertia weights, probabilistic velocity resets, or noise injections — to escape local optima and maintain population diversity throughout the search. It is widely applied to continuous, mixed, and noisy optimization problems in engineering, operations research, and simulation-based design.