Abstract This work presents the Purification Water Process Algorithm (PWPA), a metaheuristic framework grounded in the physical principles of industrial water treatment rather than metaphorical inspiration. The algorithm explicitly models three canonical stages—sedimentation, filtration and final purification—as distinct search operators: a gravity-based mechanism for global exploration, a stochastic filtering process to sustain diversity and a refinement phase that promotes convergence towards