Build an EnergyPlus Envelope Window U-Factor Retrofit Modeler
Parse EnergyPlus epJSON models to extract thermal envelope window specifications and synthesize window glazing retrofits. Calculate overall area-weighted U-factor reductions before simulation testing.
What you are building
The core problem, expected build, and operating context for this challenge.
Parse EnergyPlus epJSON models to extract thermal envelope window specifications and synthesize window glazing retrofits. Calculate overall area-weighted U-factor reductions before simulation testing.
Building energy consultant
Parse EnergyPlus epJSON document to isolate FenestrationSurface:Detailed and Construction objects.
Extract current thermal transmittance (U-factor) and surface area for each exterior glazing element.
Apply recommended high-performance triple-glazing retrofit parameters to target epJSON construction definitions.
Generate a calibrated epJSON delta patch alongside an area-weighted thermal transmittance comparison table.
Interactive parameter editor showing current window assemblies, target U-factor slider controls, epJSON diff view, and download link for updated models.
Download standard EnergyPlus epJSON example models from the public NREL EnergyPlus repository or generate mock epJSON fixtures. Starter examples below are synthetic. They are not downloaded records.
EnergyPlus Utilizes the EnergyPlus epJSON schema structure and construction definitions as documented in the EnergyPlus repository and input guides.
langgraph, pydantic, streamlit. LangGraph manages stateful cyclic steps across model parsing, thermal calculation, and epJSON diff generation with checkpointing. Hosted reasoning model capable of precise numerical computation and structured JSON mutation.
Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.
Parses FenestrationSurface:Detailed objects from epJSON and computes cumulative glazing surface area.
Calculates baseline versus retrofit area-weighted window U-factors.
Outputs valid, schema-compliant epJSON construction replacement blocks.
```json [ { "input": { "epjson_model": { "Window": { "Win_North": { "area_m2": 15, "current_u_factor": 3.2 }, "Win_South": { "area_m2": 25, "current_u_factor": 3.2 } } }, "target_glazing_u_factor": 1.1 }, "expected_output": { "total_glazing_area_m2": 40, "baseline_weighted_u_factor": 3.2, "retrofit_weighted_u_factor": 1.1, "thermal_improvement_percent": 65.62, "patch_applied": true } }, { "input": { "epjson_model": { "Window": {} }, "target_glazing_u_factor": 1.2 }, "expected_output": { "total_glazing_area_m2": 0, "baseline_weighted_u_factor": 0, "retrofit_weighted_u_factor": 0, "thermal_improvement_percent": 0, "patch_applied": false, "warning": "No fenestration surfaces found in model" } } ] ```
Thermal parameters and modified epJSON files serve as planning proposals and must be verified through certified simulation runs. Use mock external writes. Require human review before any real deployment.
Participation guide
Thermal parameters and modified epJSON files serve as planning proposals and must be verified through certified simulation runs. Use mock external writes and human review.
How work is evaluated
Parses FenestrationSurface:Detailed objects from epJSON and computes cumulative glazing surface area. Calculates baseline versus retrofit area-weighted window U-factors. Outputs valid, schema-compliant epJSON construction replacement blocks.
Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.
Challenge datasets
Public datasets, plus the private datasets you have access to.
How submissions are scored
These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.
Complete workflow
Parse EnergyPlus epJSON document to isolate FenestrationSurface:Detailed and Construction objects. Extract current thermal transmittance (U-factor) and surface area for each exterior glazing element. Apply recommended high-performance triple-glazing retrofit parameters to target epJSON construction definitions. Generate a calibrated epJSON delta patch alongside an area-weighted thermal transmittance comparison table.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Parses FenestrationSurface:Detailed objects from epJSON and computes cumulative glazing surface area. Calculates baseline versus retrofit area-weighted window U-factors. Outputs valid, schema-compliant epJSON construction replacement blocks.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Interactive parameter editor showing current window assemblies, target U-factor slider controls, epJSON diff view, and download link for updated models.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Thermal parameters and modified epJSON files serve as planning proposals and must be verified through certified simulation runs.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Parse EnergyPlus epJSON document to isolate FenestrationSurface:Detailed and Construction objects.
Extract current thermal transmittance (U-factor) and surface area for each exterior glazing element.
Apply recommended high-performance triple-glazing retrofit parameters to target epJSON construction definitions.
Generate a calibrated epJSON delta patch alongside an area-weighted thermal transmittance comparison table.
Reference links and supporting material
Download standard EnergyPlus epJSON example models from the public NREL EnergyPlus repository or generate mock epJSON fixtures. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
LangGraph
Runtime for stateful agent workflows.
Evaluated output
No output checks are configured.
- Parse EnergyPlus epJSON document to isolate FenestrationSurface:Detailed and Construction objects. Extract...
- Parses FenestrationSurface:Detailed objects from epJSON and computes cumulative glazing surface area. Calcu...
- Interactive parameter editor showing current window assemblies, target U-factor slider controls, epJSON dif...
- 2 public reference cases
- 2 configured tools
Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.
View technical recipe
Configured tools
- LangGraph · Optional
- LangGraph · Optional
Evaluation contract
- Complete workflow · Weight 40
- Correctness and evidence · Weight 30
- Review interface · Weight 20
- Safe execution · Weight 10
Reference cases
- 2 public reference cases
Workflow tasks
No workflow tasks are configured.
Recipe freeze marker
No recipe freeze time is recorded.