bbartling/py-bacnet-stacks-playground

energyplus-calibration

Calibrate an existing-building EnergyPlus model against measured energy and operational evidence using auditable Guideline-14-style scorecards.

energyplus-model-authoring

Build or modify a defensible EnergyPlus seed model from building evidence, including geometry, schedules, HVAC mapping, and controlled IDF changes.

energyplus-engineering

Route shared EnergyPlus work to the right intake, authoring, calibration, tariff, results, or DSM procedure.

building-intake

Create a source-traceable, privacy-aware building profile before EnergyPlus modeling, calibration, or control studies.

dataset-provenance

Acquire and retain public building datasets reproducibly, with source hashes, safe extraction, and a strict raw-versus-derived boundary.

dsm-experiment-design

Define reproducible demand-side-management comparisons with frozen baselines, controls, comfort constraints, weather, and tariff semantics.

ecm-analysis

Evaluate Energy Conservation Measures and controls upgrades as individual, traceable interventions before portfolio ranking or savings claims.

energy-economics

Translate energy-model or measured results into transparent energy, demand, carbon, payback, and tariff-aware economics.

energyplus-demand-management

Design EnergyPlus demand-response or load-shift scenarios with explicit controls, comfort gates, actual interval demand, and simulation-only claim boundaries.

energyplus-mcp

Use an available EnergyPlus MCP integration for IDF inspection, validation, simulation, and artifact discovery; it is not a substitute for engineering evidence or calibration.

energyplus-results

Extract, validate, and publish EnergyPlus results with hashes, quality flags, and defensible physical and economic claims.

energyplus-weather

Select, acquire, and document EnergyPlus weather files for calibration and scenario studies without silently mixing actual-year and typical weather.

esco-bin-method

Build transparent weather-bin engineering estimates for HVAC control and retrofit screening, with documented operating assumptions and spreadsheet/test oracles.

evidence-and-measures

Normalize building evidence and author reviewable EnergyPlus or controls measure definitions without hiding assumptions or interacting changes.

grid-search-dsm

Run transparent, bounded EnergyPlus grid searches for daily DSM planning, with identical-state comparators, readiness gates, compute budgets, and tariff-separated rankings.

openfdd-evidence-bridge

Turn Open-FDD or Vibe 19 exports into traceable evidence and candidate modeling/RCx measures without treating rule hits as proof of savings.

policy-evaluation

Evaluate frozen DSM or RL policies with continuous EnergyPlus trajectories, consistent observations, readiness metrics, and publication-safe comparisons.

research-publication

Publish reproducible EnergyPlus, calibration, FDD, or DSM research packs from frozen artifacts without overstating evidence or modifying historical records.

utility-tariff

Establish historical electricity tariff evidence and label verified, candidate, and illustrative cost models correctly.

validation-and-release

Validate shared building-energy workflows, model artifacts, tests, and release claims before a reusable procedure or research result is published.

grid-search-comparator

LIVE EnergyPlus fixed-policy discrete grid search vs finished PPO/DQN validation leaders on Lakeside A04 (Dec 15–31). Use when running micro-gate/pilot/exhaustive screens, tariff re-scoring, or publishing docs/results/grid_search. Not RL training. Not mega…

nightly-grid-compute

Identical-state nightly A04 EnergyPlus grid-search compute benchmark on a single cold school day. Measures wall/CPU/memory vs candidate budgets (10/25/50/100/exhaustive), parallelism, anytime regret, and RL compute comparator. No RL training. No BACnet. Use…

rl-daily-dsm

LIVE EnergyPlus daily six-zone RL on Lakeside A04. rleplus Gym/runner backend. SB3 PPO/DQN. One step = one weather day; one EnergyPlus process per multi-day episode (EnergyPlusContinuityPlant). Reward contract v2. No Ray, no Amphitheater IDF. Long campaign…

rl-poc-results-publish

Publish or refresh the Vibe22 RL PoC results pack from finished research-long SITE_ROOT artifacts only. Use when writing docs/results, readiness wording, Dec billing-floor disclosure, validation-leader language, figures, 10-slide outlines, provenance…

two-month-policy-replay

Dec 2025–Jan 2026 LIVE EnergyPlus frozen-policy replay for seven strategies vs actual utility bills. Full obs v4 for PPO/DQN (no zero-obs). Subprocess per strategy. Publish pack under docs/results/two_month_policy_replay/. Use when running, resuming, or…

eplus-economic-mpc

EnergyPlus Gym economic DSM optimization screening (retrospective AMY replay). PHYSICAL_ONLY billing-floor objective, six-zone coordinate descent, proposal-only recommendations. Never BACnet / never auto-promote Site Config. Streamlit REMOVED.

eplus-gl14

Calibrates any-building EnergyPlus IdealLoads twin to ASHRAE Guideline 14 on monthly electric kWh using BAS interval data, building assumptions, IdealLoads massing, and iterative envelope/load knobs. Practice pack: Lakeside / sp_creekside (proven iters…

eplus-gym

Any-building EnergyPlus DSM gym (vibe22): rule demand-response on the published W2A champion via eplus_gym. Lookup farm (eplus/dsm_farm_w2a) or live EnergyPlus via CLI (scripts/vibe22.py). Streamlit REMOVED. IdealLoads farm is STRUCTURAL_LOAD_DIAGNOSTIC and…

heating-dsm-archived

ARCHIVED 2026-08-10. Former Lakeside hybrid heating DSM (real BAS + IdealLoads delta ONNX). Do not use for new work — see eplus-gym instead. Codebase purged.

lakeside-optstart-iteration

INVALID / LEGACY DIAGNOSTIC ONLY. Do not use for ranking, ECM publish, or Site Config promotion. Superseded by skills/eplus-economic-mpc.

open-meteo-epw

Fetch Open-Meteo archive weather at any vibe22 site lat/lon and write an EnergyPlus AMY EPW as {slug}_amy_*.epw. Practice pack: Lakeside / sp_creekside. Use when AMY is missing, stale, or the user asks for actual-year weather.

site-pack

Ingest any-building / vibe22 site pack (zip or folder): find campus.json + bill CSVs, IDF, interval CSV, optional WattLab dump; publish site_ui_bundle_v1. Prefer billing campus_utility.json. Practice pack: Lakeside / sp_creekside. Use when an agent must load…

utility-gl14

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.

w2a-plant-dial

Dial any-building W2A (post-ExpandObjects) EnergyPlus plant knobs for utility monthly GL14 plus design-day peak. Practice pack: Lakeside/Creekside A04 ladder (E20/SC02/R02/A04), summer_sch_scale, coil COP, equip/lights. Use with SITE_ROOT and vibe22…

wattlab-eplus-demand-hourly

Run EnergyPlus hourly demand-management sims (shed, deadband, plant/HVAC off, precool load-shift) on the G14 Twin and feed ML/Unity DM twins. Use EnergyPlus-MCP as the IDF inspect/modify helper. Triggers on: demand management, load shed, load shift, precool,…

wattlab-energyplus-mcp

Drive LBNL EnergyPlus-MCP / energyplus-mcp-dev for WattLab twins and ECM dial-in so sims match spreadsheet calcs. Use for ensure, mcp-exec, dial-loads, IDF inspect/modify/simulate, cascade DIVERGE fixes. Triggers on: EnergyPlus-MCP, energyplus-ensure,…

wattlab-twin-calibrate-dial

Dial EnergyPlus Twin models vs utility bills (G14). Use when gas/elec is short or long vs monthly bills, Twin calibrate, WWR/glass/infil ladders, seasonal SAT / VAV reheat / DAT dump, or stacked Floor_1–N twins. For as-operated fan/OA/HW chess and adaptive…

wattlab-twin-ops-reheat-dial

As-operated Twin dial for dual-fuel G14: fan/OA runtime, DAT/reheat coupling, daytime HW (not plant kill), adaptive elec-first vs gas-first. Use when monthly ±% shows shape fail after envelope, gas spikes after cool DAT/long fans, or elec CV fails in peak…

wattlab-assumptions

Use when building sparse / minimal-info EnergyPlus twins: defaults hierarchy, Ideal Loads vs explicit HVAC, PNNL infiltration/OA candidates, assumption ledger, TMY→AMY ladder, and short/long fuel G14 dial (WWR/glass/ACH then banded SAT/reheat). Triggers on:…

wattlab-esco-bins

Use when working on WattLab's ESCO bin-method savings calculators or weather bins: wattlab/bench/esco.py, wattlab/weather/bins.py, WeatherBins, OperatingSchedule, scheduling/OAD/DCV/static-pressure/DAT/hydronic-reset/ economizer savings, MCWB enthalpy, golden…