Nighttime Contrail Characterization from Multisource Lidar and Meteorological Observations
The present study provides a comprehensive nighttime contrail characterization combining Raman lidar, ADS-B flight data, and ECMWF ERA5 reanalysis over southern France. Observations of different case studies of contrail formation and development throughout their lifetimes provide valuable insights into the contrails’ morphological, microphysical, and optical properties, persistence, and dispersion. We present a multisource methodology to detect and characterize nighttime aircraft contrails over the Observatory of Haute-Provence (OHP) in France. The determination of contrail signatures was performed by applying sensitivity analyses by spatiotemporal thresholding and clustering for contrail detection. Optimizing the thresholds permits the improvement of contrail detection and the reduction of unnecessary noise. The optimal combination of these thresholds, which best reduces false positives and negatives, was SR = 2.1, time = 7.2 min, and altitude = 0.3 km. Subsequent merging of the spots produces persistent contrail signatures at altitudes of 8.7–10.3 km, with thicknesses of 0.1–1.1 km, widths of 2–2.8 km, and optical depths of 0.05–0.40. Contrail optical depth correlates significantly with geometrical thickness and width, which highlights the interplay between contrail morphology and ambient thermodynamic conditions. Our methodology demonstrates the value of combining lidar and flight data for contrail characterization using lidar measurements, flight data, and meteorological information.
Authors
- Abdanour Irbah (ORCID: https://orcid.org/0000-0003-3265-3148)
- J.-L. BARAY
- Frédéric Peyrin (ORCID: https://orcid.org/0000-0001-8054-4144)
- Alain Sarkissian (ORCID: https://orcid.org/0000-0002-7041-6197)
- Dunya Alraddawi (ORCID: https://orcid.org/0009-0004-5889-7735)
- Florian Mandija (ORCID: https://orcid.org/0000-0002-9324-9440)
- S. Khaykin
- Philippe Keckhut
Institutions
- Centre National de la Recherche Scientifique (FR)
- Université de Versailles Saint-Quentin-en-Yvelines (FR)
- Université Clermont Auvergne (FR)
- Université Paris-Saclay (FR)
- Sorbonne Université (FR)
- Observatoire de Physique du Globe de Clermont-Ferrand (FR)
- Institut Pierre-Simon Laplace (FR)
- Laboratoire de Météorologie Physique (FR)
- Laboratoire atmosphères, milieux, observations spatiales (FR)
Publication Details
- Journal
- Remote Sensing
- Published
- 2026-01-08
- DOI
- https://doi.org/10.3390/rs18020210
- Primary Topic
- Atmospheric aerosols and clouds
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- European Centre for Medium-Range Weather Forecasts