CASE86 · Buildings · HVAC / Optimal Start
Finding the latest feasible HVAC start from weather and building response
A minute-step thermal model searches for the latest heating or cooling start that meets the 08:30 indoor-temperature target. Historical-weather results describe recommended pre-start hours.
01 · CASE ANALYSIS
Define the service target
The source model aims for 22°C in winter and 24°C in summer at 08:30. Winter uses outdoor temperature; summer includes temperature and humidity through outdoor-air enthalpy.
The objective is the latest feasible start, not the earliest possible start. Enough pre-operation must remain to meet the modeled occupied-start condition.
02 · CASE ANALYSIS
Reproduce the model assumptions
Initial indoor conditions are estimated from midnight weather and day type. Minute-step calculations combine thermal loss/gain with HVAC temperature response.
Source parameters include heating rate 3.5°C/h and loss rate 0.07, and cooling rate 4.8°C/h with gain coefficient 1.0. These are model inputs, not universal building constants.
| Item | Heating | Cooling |
|---|---|---|
| Indoor target | 22°C | 24°C |
| Target time | 08:30 | 08:30 |
| Weather driver | Outdoor temperature | Outdoor enthalpy |
| Response rate | 3.5°C/h | 4.8°C/h |
| Loss / gain parameter | 0.07 | 1.0 |
03 · CASE ANALYSIS
Read the historical-weather output
For 151 winter days, mean optimal preheating was 3.90 h/day with range 0.18–8.50. For 153 summer days, mean precooling was 0.95 h/day with range 0.00–2.28.
The source does not numerically define the existing site fixed-start baseline. Consequently no start-time reduction percentage or energy-saving rate is inferred here.
04 · CASE ANALYSIS
Calibrate before operational use
Collect outdoor and indoor temperatures, HVAC states and occupied-start service over several weeks. Refit initial conditions and response rates and compare predicted against actual arrival conditions.
For M&V, record all relevant pre-start electricity, gas and heat at the same boundary and compare actual energy with a weather-adjusted fixed-start baseline.
| Item | Winter | Summer |
|---|---|---|
| Days | 151 | 153 |
| Mean pre-start | 3.90 h/day | 0.95 h/day |
| Range | 0.18–8.50 h/day | 0.00–2.28 h/day |
| Existing fixed-start numeric baseline | Not defined | Not defined |
Source figures · English edition
Figures correspond to those published in the Korean case. English titles, axes and legends are provided; published values and evidence boundaries are retained. Open a figure at full size to inspect small labels.
Monthly mean modeled optimal pre-start hours. Winter and summer have different targets and model parameters; absent months are not added.
Open full-size figure ↗Original winter scatter points: daily minimum outdoor temperature against modeled optimal preheating time. Simulation, not verified energy savings.
Open full-size figure ↗Original summer scatter points: daily maximum outdoor enthalpy against modeled optimal precooling time. Simulation, not verified energy savings.
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