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Chlorination Control Optimization on Water Distribution System (held-out scenario)

16.673BoundRandom Injection
-0.557723.915648.38912.86236Feb 7, 2026

Evaluation results

MethodLinks
Random InjectionDistribution=U(0, 10000)2026.0216.673185.7223,478.9821,650,0000.106
Constant InjectionConcentration=250 mg/L2026.020.848.915—1,080,0003.612
NSGA-II (Curricular)Agent Type=Evolved Agent, Selection=Knee-point, Curriculum=true2026.020.4635.186.852484,3003.627
Random InjectionDistribution=U(0, 250)2026.020.4084.28987.024533,4004.431
NSGA-IIAgent Type=Evolved Agent, Selection=Knee-point2026.020.40124.01417.693750,0005.16
Constant InjectionConcentration=0.3 mg/L2026.020.1140.194—1,2965.16
PPOAgent Type=PPO Agent2026.020.1140.1953.6583,636.5685.16
NEATAgent Type=Evolved Agent2026.020.1130.1950.4523,4565.16
Constant InjectionConcentration=10 mg/L2026.020.1050.196—43,2005.16