| name | utility-gl14 |
| description | Calibrate any-building IdealLoads twin to ASHRAE GL14 using client utility electric bills. Practice pack: Lakeside / sp_creekside (util_102/util_103). Optional OpenStudio-MCP Docker bridge. Use for vibe22 billing-grade G14. |
Utility-bill GL14 (IdealLoads)
Code: vibe_code_apps_22
Site data: SITE_ROOT (alias LAKESIDE_SITE_ROOT)
Practice: Desktop sp_creekside.
Window (practice)
Utility GL14 months: 2025-08 … 2026-05 (10 months) on the Lakeside pack.
Other sites: use the common complete bill window in observed_monthly_utility.csv.
Proven result (practice Lakeside)
| Iter | Knobs | NMBE | CVRMSE | Status |
|---|
| 101 | I1.2 L0.9 | −5.96 | 13.2 | fail (near) |
| 102 | I1.2 L0.85 | −3.01 | 11.9 | pass |
| 103 | I1.2 L0.8 | −0.08 | 11.4 | pass (promoted best) |
Cap: 30 iters; early-stop after 2 passes (stopped at 103).
Run
cd C:\Users\ben\Documents\py-bacnet-stacks-playground\vibe_code_apps_22
$env:SITE_ROOT="C:\Users\ben\OneDrive\Desktop\testing\sp_creekside"
$env:EPLUS_OBS_CSV="$env:SITE_ROOT\reports\eplus\observed_monthly_utility.csv"
$env:EPLUS_START_ITER="101"; $env:EPLUS_MAX_ITER="30"
python -u scripts\ingest_utility_bills.py
python -u scripts\eplus_campaign_utility.py
Multi-res (required context)
Monthly utility GL14 ≠ hourly/15-min demand fidelity. Authoritative engine:
archive/ml/eplus_multires_metrics.py · vibe22_agent_spec/EPLUS_MULTIRES.md ·
python -u scripts/validate_eplus_multires.py. Filename *gshp* is IdealLoads naming only.
For DSM eligibility: do not train on campaign outputs that still have severes.
Run python -u scripts\eplus_stage_repair_and_rescore.py → staged *_dsm_v1.idf
with 0 severe and re-scored monthly GL14.
Pointer: $SITE/eplus/models/staged/DSM_ELIGIBLE.json.
Honesty: IdealLoads + COP proxy ≠ GSHP plant. Monthly utility GL14 ≠ interval demand MVM.
Related (W2A plant twin): same utility monthly gates, different IDF family — see
w2a-plant-dial. Practice dual champion A04.
Do not overwrite IdealLoads best with W2A.
Engine note
OpenStudio MCP optional; native EnergyPlus preferred for proven passes.
Do not resim unless asked.
