Real ChatGPT answer · index seedNLGydllRWMMcompleteHome services and improvement · solar panelsinformational
How much does dust accumulation actually degrade solar panel efficiency over a dry summer month when I cannot clean them often?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much does dust accumulation actually degrade solar panel efficiency over a dry summer month when I cannot clean them often?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
solar panel soiling dust monthly energy loss dry season study percentage per month arid region Google ↗
NREL photovoltaic soiling losses dust rainfall cleaning solar panels monthly dry season Google ↗
- The influence of cleaning frequency of photovoltaic modules on power losses in the desert climate · research.uaeu.ac.ae
- PV systems in the US Southwest lost about 0.2% a day to soiling until rain washed them · pvpa.energy
- Effects of soiling on photovoltaic (PV) modules in the Atacama Desert · pmc.ncbi.nlm.nih.gov
- Task 13 Performance, Operation and Reliability of Photovoltaic Systems – Soiling Losses – Impact on the Performance of Photovoltaic Power Plants · iea-pvps.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
solar panel soiling dust monthly energy loss dry season study percentage per month arid region OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NREL photovoltaic soiling losses dust rainfall cleaning solar panels monthly dry season OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |