Best building management system for universities and schools
Milvian AI teamFacilities and infrastructure intelligence
A campus needs controls that follow the academic calendar and a layer above them that compares every building. Labs, residence halls and classrooms each need their own rules.
A campus is many building types
A university runs lecture halls, labs, libraries, residence halls, sports centers and a central plant, often across a century of construction. A school district runs dozens of similar buildings with small maintenance teams. Both follow a calendar of terms, exams, breaks and summer that fixed weekly schedules ignore.
Education buildings hold 14 percent of US commercial floor space, and EIA's 2018 survey found space heating took 42 percent of their end-use energy, at an average intensity of 62.7 thousand Btu per square foot. Labs are a special case: EPA notes laboratories can use five times the water of similar-size buildings.
What the system has to do
| Requirement | Why it matters here | Ask the vendor |
|---|---|---|
| Follow the academic calendar. | Breaks and summer are the largest scheduling savings. | Can schedules follow our term dates? |
| Treat labs separately. | Fume hood and air change requirements limit setbacks. | How do you lock out lab ventilation from automation? |
| Measure classroom air. | CO2 affects learning and is increasingly regulated. | Can you alert on classroom CO2 thresholds? |
| Compare buildings. | Capital budgets go to the worst performers. | How do you normalize by weather and floor area? |
Rules and what is coming
Classroom air rules are spreading. California's CalSHAPE program requires funded classrooms to have a CO2 monitor that alerts above 1,100 ppm. France has required an annual ventilation assessment with a CO2 measurement in schools since 1 January 2023, and England's Approved Document F asks new non-domestic buildings to provide a means of monitoring air quality.
The evidence behind them is strong: the Harvard COGfx study found cognitive scores were 61 percent higher in green building conditions.
Running the evaluation
- Load the calendarCompare current schedules with term dates and breaks.
- Separate the labsAgree with EHS which spaces automation may not touch.
- Monitor a sample of classroomsMeasure CO2 for a term before changing anything.
- Rank the estateBaseline each building from bills and pick the worst five.
Where Aqueduct fits
Aqueduct reads every building's controls and meters into aQ Core, so a campus or district sees all buildings together. aQ AirSafe measures classroom CO2 with occupancy and counts exposure in zone-hours, aQ EnergySmart and aQ WaterGuard baseline each building against weather, and Smart Controls sets calendar-based schedules where control is enabled, with owner approval. Buildings without a BMS join through LoRaWAN sensors and relays.
Sources
| Source | Link |
|---|---|
| US EIA, CBECS 2018, Education buildings | eia.gov |
| US EPA WaterSense, Types of Facilities | epa.gov |
| California Energy Commission, CalSHAPE guidelines | efiling.energy.ca.gov |
| France, Decree 2022-1689 (INERIS AIDA) | aida.ineris.fr |
| UK Government, Approved Document F, 2022 | assets.publishing.service.gov.uk |
| Allen et al., Environmental Health Perspectives, 2016 | pmc.ncbi.nlm.nih.gov |
