AI optimization

HVAC optimization that runs each unit at the lowest energy that still meets comfort and air targets.

Optimization rules adjust ventilation, schedules and setpoints from occupancy, air quality and outdoor conditions. Aqueduct ships pre-configured strategies and a builder for your own, runs them as recommendations or as control, and measures each one against a normalized baseline.

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Rooftop cooling towers in a city
Site performance · this quarter
-8.4% vs expected
Weather normalizedBelow baseline
Demo data
Peak demand today
612 kW
Contracted 650 kWChillers sequenced
Demo data

Pre-configured strategies, your own rules, and a measured result for each.

Strategies

What runs out of the box

  • Demand-controlled ventilation

    Ventilation targets set from CO2, with saving, boosting and override levels.

  • Occupancy schedules

    Detected or scheduled occupancy switches equipment between occupied and unoccupied modes.

  • Load sequencing

    Large loads staggered so they do not set a new peak together.

Large industrial fans on a plant wall
Hall B · occupied
1,184 ppm CO₂
Ventilation adjusted
Demo data
Your own rules

The rule builder

  • Thresholds

    On a device metric, or on site, floor or zone occupancy.

  • If/else logic

    Actions keyed to occupancy and conditions.

  • Severity

    Info, warning or alert, so routine changes and real problems stay apart.

Condenser fans seen from above
Command history · RTU-2
Occupied mode07:00 · executed
Economizer on07:12 · executed
Lockout active07:13 · held
Demo data
By the numbers

What tuned ventilation and controls are worth.

40%

cut in HVAC energy, nearly, from matching ventilation to occupancy in a PNNL model of a large office.

Source: PNNL via ScienceDaily
29%

potential cut in US commercial building energy from well-tuned controls, in a PNNL simulation.

Source: PNNL via US DOE

Limits

Optimization acts on equipment only where control is enabled, with owner approval; otherwise it runs as recommendations your team applies. Gains depend on how the building ran before: a site already on tight schedules has less to find.

Interactions

Where strategies trade energy against each other

Optimization in one place can cost energy in another. Each strategy is judged on the energy of everything it affects, not the one machine it changes.

StrategySavesCan costWhat Aqueduct counts
Chilled water resetChiller compressor energyPump energy in variable flow plants; dehumidificationChiller plus pump kW, space humidity
Condenser water resetChiller compressor energyTower fan energy and tower waterChiller plus tower fan kW, makeup water
Supply air temperature resetCooling and reheat energyFan energy at higher airflowAHU fan, chiller and reheat energy together
Static pressure resetFan energyComfort in starved zones if a box is faultyFan kW and comfort compliance per zone
Demand-controlled ventilationOutdoor air conditioning energyAir quality if sensors fail or driftEnergy with CO2 exposure in zone-hours
Optimal start and stopRuntime and fan energyA higher morning peak if every unit starts togetherRuntime avoided and peak interval demand
Peak shavingDemand chargesEnergy if pre-cooling is excessivePeak demand and kWh in the same period
Questions

Common questions

No. Aqueduct optimization strategies can run as recommendations that your team applies through the BMS. Switching a strategy to control is a separate owner decision made per unit, and every command is then logged. See how keeping your BMS works.

Aqueduct baselines each unit's power use before a strategy starts, then compares actual use with that normalized baseline afterwards. The difference is reported in energy and money per unit and per site. See measurement and verification.

Demand-controlled ventilation in Aqueduct sets outdoor air from measured CO2 and occupancy instead of a fixed rate. Saving, boosting and override levels let a full room get more fresh air while an empty one gets less. See CO2 monitoring.

It is a reset logic in which a setpoint is trimmed a small step at a time while no equipment is asking for more, and pushed back when enough requests arrive. ASHRAE Guideline 36 describes it for resets such as static pressure and supply air temperature.

Sequence exceptions are counted on every controlled unit, and each strategy is judged on the combined energy of everything it affects. A strategy that raises another system's energy more than it saves shows up as no saving.

See Aqueduct on your own facility.

Bring a site, a utility bill or a question. We will show you where the loss is.