README.md

metadata

license: cc-by-4.0
task_categories:
  - tabular-regression
tags:
  - energyplus
  - building-energy
  - surrogate-modeling
  - tabular
pretty_name: ep-envelope-parametric
size_categories:
  - n<1K
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train/**/*.parquet
      - split: validation
        path: data/validation/**/*.parquet
      - split: test
        path: data/test/**/*.parquet

ep-envelope-parametric

EnergyPlus parametric simulation dataset for building envelope surrogate modelling. Generated with the HTC-EP workflow on 2026-05-19.

Parameters swept

Label	IDF field	Values	Mode
wall_ins	MATERIAL.Thickness	[0.03, 0.09, 0.15, 0.25]	absolute
roof_ins	MATERIAL.Thickness	[0.03, 0.076, 0.15, 0.3]	absolute
win_ufactor	WINDOWMATERIAL:SIMPLEGLAZINGSYSTEM.UFactor	[5.8, 3.0, 1.8, 1.0]	absolute
win_shgc	WINDOWMATERIAL:SIMPLEGLAZINGSYSTEM.Solar_Heat_Gain_Coefficient	[0.2, 0.35, 0.5, 0.7]	absolute
infil	ZONEINFILTRATION:DESIGNFLOWRATE.Design_Flow_Rate	[0.5, 1.0, 2.0, 4.0]	multiplier

Output variables

• Zone Air Temperature (Hourly)
• Zone Air System Sensible Cooling Rate (Hourly)
• Zone Air System Sensible Heating Rate (Hourly)
• Chiller Electricity Rate (Hourly)
• Zone Air System Sensible Cooling Energy (Monthly)
• Zone Air System Sensible Heating Energy (Monthly)
• Surface Average Face Conduction Heat Transfer Energy (Monthly)
• Electricity:Facility (Monthly)
• Electricity:HVAC (Monthly)
• NaturalGas:Facility (Monthly)
• NaturalGas:Plant (Monthly)

Toolchain

• EnergyPlus version: EnergyPlus-23.1.0
• Schema version: 1.0.0
• EPW files: 3
• Total simulations: 3072

Splits

Split	Ratio
train	0.7
validation	0.15
test	0.15

Splits are assigned deterministically by hashing run_id + weather_id.