Related Experiment Video
Updated: Jan 13, 2026

Automated, High-resolution Mobile Collection System for the Nitrogen Isotopic Analysis of NOx
Published on: December 20, 2016
Comprehensive Analysis of Bias in TEMPO NO2 Column Densities Through Pandora Observations
Masoud Ghahremanloo1, Caroline Nowlan1, Gonzalo González Abad1
1Center for Astrophysics | Harvard & Smithsonian, Cambridge, MA, USA.
The TEMPO satellite shows high accuracy in monitoring North American air pollution, particularly NO2. Its performance is best with clear skies and midday observations, comparable to TROPOMI.
Area of Science:
- Atmospheric Science
- Remote Sensing
- Air Quality Monitoring
Background:
- The Tropospheric Emissions: Monitoring of Pollution (TEMPO) is a pioneering geostationary satellite instrument for observing North American air pollutants.
- Accurate measurement of nitrogen dioxide (NO2) is crucial for understanding air quality and pollution dynamics.
Purpose of the Study:
- To assess the bias and accuracy of TEMPO Level-3 total column density of NO2 (TOTNO2) data.
- To compare TEMPO's NO2 measurements with ground-based Pandora observations and satellite TROPOMI.
Main Methods:
- Analysis of TEMPO TOTNO2 data against Pandora ground-based measurements from August 2023 to December 2024.
- Evaluation of TEMPO's accuracy under varying cloud-filtering thresholds and solar zenith angles (SZAs).
- Comparison of TEMPO validation results with TROPOMI satellite data during coincident overpasses.
Main Results:
- TEMPO achieves high accuracy (R: 0.86, IOA: 0.91, MABP: 23.1%) with a 5% cloud-filtering threshold, but accuracy degrades with increased cloud cover.
- Optimal accuracy is observed at SZAs of 10-20°, while higher SZAs (70-80°) show reduced reliability.
- TEMPO exhibits overestimation at low NO2 levels (+16%) and underestimation at high levels (-31%), with significant station-to-station variability.
Conclusions:
- TEMPO provides a valuable dataset for monitoring NO2, with accuracy dependent on cloud cover and solar zenith angle.
- Midday observations with minimal cloud cover yield the most reliable TEMPO NO2 data.
- TEMPO's validation performance against Pandora is comparable to that of the TROPOMI satellite.
Related Concept Videos
Bias in Epidemiological Studies
Flame Photometry: Overview
Flame Photometry: Lab
Atomic Spectroscopy: Effects of Temperature
At thermal equilibrium, the relative populations of excited and ground state atoms can be estimated using the Maxwell–Boltzmann distribution. For example, an increase in temperature...
Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview
The ATR process begins by directing a beam...
Cluster Sampling Method
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...

