Research map / Reinforcement learning / Visual and representation RL
Energy- and Cost-Efficient Pumping Station Control
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use do-nothing rollout policy instead of random rollout in UCT (ablation) | UCT · VRNK polder simulation, 2 weeks | cost in euros | Helped |
| use PAST or do-nothing rollout instead of Control NEXT rollout in UCT (ablation) | UCT · VRNK polder simulation, 2 weeks | cost in euros | Helped |
| do-nothing rollout instead of PAST rollout (ablation) | UCT · VRNK polder simulation, 2 weeks | cost in euros | No clear effect |
| use UCT planning instead of Control NEXT | pumping station controller · VRNK polder simulation, 2 weeks | cost in euros | Helped |
| two-threshold controller instead of Control NEXT | pumping station controller · VRNK polder simulation, 2 weeks | cost in euros | Hurt |
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