Research map / Bandits and online learning / Online convex optimization and games
Online Optimal Control with Affine Constraints
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use a larger buffer zone (0.4 instead of 0.04) (ablation) | OGD-BZ · HVAC thermal control | regret | Hurt |
| Use a larger buffer zone (0.4 instead of 0.04) (ablation) | OGD-BZ · HVAC thermal control | state range from constraints | Helped |
| Use a larger buffer zone (0.4 instead of 0.04) (ablation) | OGD-BZ · HVAC thermal control | action range | Hurt |
| Add buffer zones to the policy search constraints | OGD-BZ · Constrained online optimal control | robust constraint satisfaction | Helped |
| Increase the buffer size | OGD-BZ · Constrained online optimal control | policy regret upper bound | Hurt |
| Use a sufficiently small OGD stepsize | OGD-BZ · Constrained online optimal control | robust constraint satisfaction | Helped |
| Use a larger OGD stepsize | OGD-BZ · Constrained online optimal control | policy regret | Helped |
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