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Build a Solar PV Tracker Wind and Heat Safety Dispatcher — implementation
Linked challenge: Build a Solar PV Tracker Wind and Heat Safety Dispatcher
Prompt source
implementation69 lines11 sectionsNo variables1 code block
## Build
Evaluate utility-scale solar tracker stow angles against high wind gusts and extreme ambient heat telemetry. Formulate proactive tracker positioning plans to prevent mechanical aero-elastic flutter and inverter thermal clipping.
## User
Solar plant operations engineer
## Workflow
1. Ingest anemometer wind gust telemetry, ambient air temperatures, and pyranometer solar irradiance.
2. Calculate single-axis tracker sun angles and thermal clipping penalties using pvlib solar position routines.
3. Identify high-wind gusts triggering defensive stowing versus midday heat requiring module tilt offsets.
4. Generate a tracker command schedule and plant dispatch log for field control center review.
## Interface
Plant weather and tracker status console highlighting wind threshold exceedances and stow triggers.
## Data
Synthetic weather sensor records formatted according to pvlib solar position and tracking model parameters.
Starter examples below are synthetic. They are not downloaded records.
## Source
[PVLib solar modeling](https://raw.githubusercontent.com/pvlib/pvlib-python/main/README.md)
Leverages pvlib solar position calculations and single-axis tracking algorithms to model panel orientation and power output.
## Tools
dspy, pvlib, pydantic.
Optimizes prompt strategies for synthesizing multi-sensor anomaly descriptions into concise operational dispatches.
Local or hosted LLM with standard inference latency for compiling operational event logs.
## Deliverables
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.
## Acceptance
- Uses pvlib tracking functions to verify nominal solar tracker tilt angles.
- Automatically commands defensive stow mode when wind gust forecasts exceed 18 m/s.
- Assembles an operational dispatcher log requiring plant engineer sign-off before transmission.
## Starter Examples
```json
[
{
"input": {
"tracker_block_id": "BLOCK-E-03",
"wind_gust_ms": 21.4,
"wind_sustained_ms": 14.2,
"ambient_temp_c": 44,
"nominal_tilt_deg": 35,
"solar_zenith_deg": 22
},
"expected_output": {
"action": "DEFENSIVE_STOW",
"commanded_tilt_deg": 0,
"reason": "WIND_GUST_EXCEEDS_18_MS",
"projected_power_curtailment_pct": 24.5,
"dispatch_clearance_required": true
}
},
{
"input": {
"tracker_block_id": "BLOCK-W-01",
"wind_gust_ms": 8.1,
"wind_sustained_ms": 5,
"ambient_temp_c": 46.5,
"nominal_tilt_deg": 15,
"solar_zenith_deg": 18
},
"expected_output": {
"action": "CONTINUE_TRACKING",
"commanded_tilt_deg": 15,
"reason": "NOMINAL_TRACKING_UNDER_THERMAL_SURVEILLANCE",
"projected_power_curtailment_pct": 3.2,
"dispatch_clearance_required": false
}
}
]
```
## Safety
All tracker commands are simulated recommendations and do not bypass local PLC emergency wind trip relays.
Use mock external writes. Require human review before any real deployment.