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principles:start [2026/01/22 22:20] bsamuelprinciples: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:start|Sensors]] measure grid voltage, current, frequency, and fluctuations.
     * 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, AOFS can **activate backup generators or batteries** to meet mandatory operational requirements.     * If grid power is unavailable, AOFS can **activate backup generators or batteries** to meet mandatory operational requirements.
   * **Water:**   * **Water:**
-    * Sensors monitor tank levels and grid water availability.+    * [[sensors:start|Sensors]] monitor tank levels and grid water availability.
     * 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.
principles/start.1769120433.txt.gz · Last modified: by bsamuel