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| principles:start [2026/01/22 22:20] – bsamuel | principles:start [2026/01/22 22:29] (current) – [5. Smart, Predictive Use of Electricity & Water] bsamuel | ||
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| * AOFS **optimizes resource usage while guaranteeing minimal operational requirements**. | * AOFS **optimizes resource usage while guaranteeing minimal operational requirements**. | ||
| * **Electricity: | * **Electricity: | ||
| - | * Sensors measure grid voltage, current, frequency, and fluctuations. | + | * [[sensors: |
| * AOFS **learns patterns of grid availability and estimates probabilities** for upcoming periods. | * AOFS **learns patterns of grid availability and estimates probabilities** for upcoming periods. | ||
| * High-load operations (pumps, relays) are **scheduled when grid power is likely to be safe**, reducing wear and energy costs. | * High-load operations (pumps, relays) are **scheduled when grid power is likely to be safe**, reducing wear and energy costs. | ||
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| * If grid power is unavailable, | * If grid power is unavailable, | ||
| * **Water:** | * **Water:** | ||
| - | * Sensors monitor tank levels and grid water availability. | + | * [[sensors: |
| * AOFS **learns supply patterns and probabilities** to decide whether to pump from wells or wait for grid water. | * AOFS **learns supply patterns and probabilities** to decide whether to pump from wells or wait for grid water. | ||
| * Decisions **balance minimal water requirements** with efficiency, avoiding unnecessary overuse of costly sources. | * Decisions **balance minimal water requirements** with efficiency, avoiding unnecessary overuse of costly sources. | ||