What are the long-term battery degradation factors I should consider when evaluating a high-mileage electric vehicle with an air-cooled thermal management system?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the long-term battery degradation factors I should consider when evaluating a high-mileage electric vehicle with an air-cooled thermal management system?
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
air cooled electric vehicle battery degradation heat Nissan Leaf study battery aging fast charging calendar aging Google ↗
NREL lithium ion battery degradation temperature state of charge calendar aging cycle aging study Google ↗
- Aging Mechanisms of Series-Connected Li-Ion Battery Packs due to Temperature Gradients · escholarship.org
- A methodology to model and validate electro-thermal-aging dynamics of electric vehicle battery packs · sciencedirect.com
- World Bank Document · documents1.worldbank.org
- SAM Help · sam.nrel.gov
- Energy Research and Development Division · energy.ca.gov
- Predictive modeling of battery degradation and greenhouse gas emissions from U.S. state-level electric vehicle operation · nature.com
- Technological improvements in EV batteries offset climate-induced durability challenges · doi.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
air cooled electric vehicle battery degradation heat Nissan Leaf study battery aging fast charging calendar aging OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NREL lithium ion battery degradation temperature state of charge calendar aging cycle aging study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |