Real ChatGPT answer · index seedcQDIQ6orxSgcompleteHome services and improvement · solar panelshowto
The large oak tree next to our office is causing severe shading on our new solar array, so what are the current best practices for drone shading analysis and yield loss mitigation?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
The large oak tree next to our office is causing severe shading on our new solar array, so what are the current best practices for drone shading analysis and yield loss mitigation?
3 real searches · 1 real-search pass
2025 2026 best practices drone photogrammetry solar PV shading analysis 3D tree canopy solar access yield lossGoogle ↗
OBSERVEDReason
NREL photovoltaic shading analysis partial shade bypass diodes module level power electronics shading yield lossGoogle ↗
OBSERVEDReason
PV system shading analysis drone LiDAR photogrammetry annual solar access tree canopy methodologyGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2025 2026 best practices drone photogrammetry solar PV shading analysis 3D tree canopy solar access yield loss Google ↗
NREL photovoltaic shading analysis partial shade bypass diodes module level power electronics shading yield loss Google ↗
PV system shading analysis drone LiDAR photogrammetry annual solar access tree canopy methodology Google ↗
- An Integrated Framework for Anomaly Detection in Photovoltaic Systems Using UAV Multi-Sensor Data and SCADA Telemetry · mdpi.com
- Method for Estimating Solar Energy Potential Based on Photogrammetry from Unmanned Aerial Vehicles · mdpi.com
- Conference Paper · nrel.gov
- Photovoltaic Shading Testbed for Module-Level Power Electronics · research-hub.nlr.gov
- Partial-Shading Assessment of Photovoltaic Installations via Module-Level Monitoring · research-hub.nlr.gov
- SAM software and documentation · sam.nrel.gov
- PVsyst official website · pvsyst.com
- HelioScope · helioscope.aurorasolar.com
- Shading and Layout · samrepo.nlr.gov
- 3D Shade Calculator · samrepo.nlr.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 best practices drone photogrammetry solar PV shading analysis 3D tree canopy solar access yield loss OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NREL photovoltaic shading analysis partial shade bypass diodes module level power electronics shading yield loss OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
PV system shading analysis drone LiDAR photogrammetry annual solar access tree canopy methodology OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |