Evaluating the Reliability of Air Temperature from ERA5 Reanalysis Data
Barry McNicholl, Yee Hui Lee, Abraham G. Campbell, and Soumyabrata Dev

TL;DR
This study assesses the accuracy of ERA5 satellite-based air temperature data by comparing it with land-based weather station data across temperate and tropical regions, revealing regional differences in reliability.
Contribution
It provides a comparative analysis of ERA5 data against ground measurements across different climate zones, highlighting factors affecting satellite data accuracy.
Findings
ERA5 performs better in temperate regions
Satellite data accuracy varies with climate and season
Milder temperatures yield more accurate satellite temperature estimates
Abstract
The reliability of ERA5 satellite-based air temperature data is under investigation in this paper. To evaluate this, the ERA5 data will be compared with land-based data obtained from weather stations on the Global Historical Climatology Network. Two climate regions are taken into consideration, temperate and tropical. Five years' worth of data is collected and compared through box plots, regression models and statistical metrics. The results show that the satellite temperature performs better in the temperate region than the tropical region. This suggests that the time of year and climate region have an impact on the accuracy of the satellite data as milder temperatures produce better approximations.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsSolar Radiation and Photovoltaics · Geophysics and Gravity Measurements · Climate variability and models
