菜单
Answer ad-hoc questions about NUS campus energy performance by reading pipeline output data. Use for questions about MAPE, calibration status, energy intensity, carbon footprint, BCA benchmarks, cost savings, and building comparisons. Always ground answers in real data files.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Generate per-building PDF calibration reports or the campus-wide summary PDF for the Applied Energy paper. Use when asked to generate a report, write up findings, create a calibration log, or produce paper-ready results.
Generate or refresh the NUS building registry (building_registry.json) by scanning all IDF files. Use when IDF files change, when a new building is added, or when asked about building metadata, floor areas, zone counts, or IDF parameters. Also used for pre-flight registry validation before simulation. Owned by SimulationAgent (Forge).
Run EnergyPlus simulations for NUS campus buildings and parse monthly energy output. Use when SimulationAgent is asked to simulate one or all buildings, check calibration status, or re-run after IDF changes.
Run targeted EnergyPlus intervention simulations for NUS buildings. Patches IDF parameters (cooling setpoint, lighting, equipment loads), re-simulates, and reports actual kWh/carbon savings vs baseline. Use when asked to propose or simulate interventions for a folder or set of buildings.
Format and route NUS energy system notifications to Slack. Two message types only — calibration approval requests and final intervention results. All other pipeline events stay in agent logs.
Run and manage the NUS Energy Assistant Slack bot server (Socket Mode). Handles inbound @Energy_assistant mentions and DMs in Slack, routes questions to QueryAgent, and posts answers in thread. Use when starting/stopping the server, checking its status, or diagnosing Slack query failures.
| name | nus-query |
| description | Answer ad-hoc questions about NUS campus energy performance by reading pipeline output data. Use for questions about MAPE, calibration status, energy intensity, carbon footprint, BCA benchmarks, cost savings, and building comparisons. Always ground answers in real data files. |
| metadata | {"openclaw":{"always":false}} |
Reads pipeline outputs and answers freeform questions from the facilities team.
| Data | Path |
|---|---|
| Monthly simulated kWh | /Users/ye/nus-energy/outputs/{building}/parsed/{building}_monthly.csv |
| Ground truth meter | /Users/ye/nus-energy/ground_truth/ |
| Building registry | /Users/ye/nus-energy/building_registry.json |
| Parameter bounds | /Users/ye/nus-energy/parameter_bounds.json |
| Calibrated IDF | /Users/ye/nus-energy/outputs/{building}/prepared/{building}_prepared.idf |
Buildings with ground truth (MAPE-capable): FOE6, FOE9, FOE13, FOE18, FOS43, FOS46
Use {SKILL_DIR}/scripts/query.py for data-heavy questions requiring CSV reads, aggregation, or cross-building comparison.
python3 {SKILL_DIR}/scripts/query.py --question "which building has highest MAPE"
python3 {SKILL_DIR}/scripts/query.py --building FOE13 --metric mape
python3 {SKILL_DIR}/scripts/query.py --summary # campus-wide overview
FOE13 — MAPE 18.3% ⚠️
Simulated: 245 kWh/m²/year | Measured: 201 kWh/m²/year
Last simulation: 2026-03-19
Calibration status: recalibration pending
MAPE ranking (5 calibrated buildings):
1. FOE6 — 9.2% ✅
2. FOS46 — 11.4% ✅
3. FOS43 — 14.8% ✅
4. FOE18 — 16.1% ⚠️
5. FOE13 — 18.3% ⚠️
Campus average: 198 kWh/m²/year (23 buildings simulated)
BCA Gold threshold: 115 kWh/m²/year
Gap to Gold: 83 kWh/m²/year avg — significant HVAC optimisation needed
FOE13 annual consumption: ~2,450,000 kWh
Carbon: ~1,021 tCO2e/year (@ 0.4168 kgCO2e/kWh)
Cost: ~SGD 686,000/year (@ SGD 0.28/kWh)
_monthly.csv doesn't exist → "No simulation output found for {building}. Run Forge first."Never fabricate numbers. Always check file existence before reading.
| Constant | Value |
|---|---|
| Grid carbon factor | 0.4168 kgCO2e/kWh |
| Electricity tariff | SGD 0.28/kWh |
| BCA Platinum | ≤85 kWh/m²/year |
| BCA Gold Plus | ≤100 kWh/m²/year |
| BCA Gold | ≤115 kWh/m²/year |
| BCA Certified | ≤130 kWh/m²/year |
| MAPE target | <15% (ASHRAE G14) |
| CVRMSE threshold | ≤30% |
| MBE threshold | ≤±10% |