Use case: HVAC energy

HVAC energy optimization, from fault finding to occupancy-based control

HVAC wastes energy in three ways: faults nobody has noticed, schedules that ignore who is in the building, and setpoints that never move. Aqueduct baselines HVAC energy against weather, finds the faults, and runs equipment to real occupancy.

Powered by aQ EnergySmart and Smart Controls
Condenser fans seen from above
Site performance · this quarter
-8.4% vs expected
Weather normalizedBelow baseline
Demo data
Command history · RTU-2
Occupied mode07:00 · executed
Economizer on07:12 · executed
Lockout active07:13 · held
Demo data

HVAC is the largest energy line most buildings do not measure on its own.

The mechanism

Where HVAC energy leaks away

  • Faults that do not trip alarms

    A stuck damper or a leaking valve keeps the unit running harder without stopping it.

  • Schedules, not people

    Units run to a fixed timetable, conditioning empty floors on holidays and after meetings end.

  • Fixed outdoor air

    Ventilation sized for a full building runs the same when the building is a third full.

Exposed ceiling with sprinkler pipes
AHU-1 · fault
Supply fan stopped08:02
Failed rotor shaft08:03
Routed to CMMS08:04
Airflow confirmed11:40
Demo data
The numbers

How big the HVAC prize is

40%

of air handlers showed a reported fault on any given day, across 60,000+ pieces of equipment.

Source: LBNL, Crowe and Granderson et al., 2023
32%

of US commercial building energy went to space heating in 2018, the largest end use.

Source: US EIA
Nearly 40%

less HVAC energy when ventilation followed occupancy in a modeled 500,000 sq ft office.

Source: PNNL via ScienceDaily, 2013
How it is solved

Three levers, applied in order

01

Baseline the HVAC load

Expected HVAC energy from history plus cooling and heating degree days, so a cold week is not mistaken for waste.

02

Fix the faults first

Fault findings in plain language: which unit, which component, what to check. Fixing faults comes before tuning.

03

Run to occupancy

Occupancy from sensors or a schedule drives start, stop and ventilation rules, applied where control is enabled, with owner approval.

04

Audit every command

Command history shows each command and whether it executed. Lockouts block new commands while one is in progress, preventing short cycling.

What to measure

What to track per unit

MetricWhat it tells youAct when
HVAC energy against baselineSavings after weather is removedUse stays above expected for a week.
Setpoint attainmentWhether the unit can do what it is askedIt falls into the attention band.
Comfort complianceWhether savings come at the expense of occupantsOccupied zones drift out of range.
Runtime in unoccupied hoursSchedules that no longer match useUnits run with zones empty.
Sequence exceptionsTwo sequences fighting each otherMore than two in a period.
Trusted at scale
Read the case studies
Deployed275+

sites in 21 countries run on Aqueduct.

Healthcare22 hospitals

and 9 clinics in one of India’s top hospital chains.

AirportsA top 25

US airport running water intelligence on Aqueduct.

Real estate20M+ sq ft

of commercial real estate under Aqueduct.

Manufacturing300 acres

FMCG manufacturing campus.

Food and dairyMajor dairy

operations run on Aqueduct.

Questions

Common questions

No. Aqueduct reads from and writes to equipment over BACnet or Modbus through a field device network controller, or uses LoRaWAN relays for simple loads such as exhaust fans. The BMS can keep its sequences. See keeping your BMS.

Either dynamically from sensors or as a defined schedule per building, floor or zone. Occupancy state then triggers automation rules, such as switching a unit to unoccupied mode when a floor empties. See AI optimization.

Yes. Findings can run as recommendations your team carries out, with control switched on later for one asset at a time. Savings are measured the same way in both modes. See measurement and verification.

Faults that waste energy without tripping alarms: stuck dampers, leaking valves, economizers that never open and units running outside schedule. Each is named per component. See fault detection and diagnostics.

See Aqueduct on your own facility.

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