Fig. 11

RL-Based vs. Rule-Based Resource Optimization for Robotic Cleaning Efficiency. The proposed RL approach achieved 91.3% cleaning efficiency at convergence (~ 3,500 episodes) and reduced resource consumption by 33.8% (energy), 40.3% (water), and 30.7% (travel distance), averaging 34.9% overall resource savings compared to traditional methods.