Preprints
https://doi.org/10.5194/egusphere-2026-5001
https://doi.org/10.5194/egusphere-2026-5001
11 Sep 2026
 | 11 Sep 2026
Status: this preprint is open for discussion and under review for Atmospheric Chemistry and Physics (ACP).

Cloud condensation nuclei at two Finnish sub-Arctic sites: long-term observations of aerosol activation, predictions based on a simple semi-empirical parameterization, and comparison to global climate model simulations

Charlotte G. Stapleton, Mikko Sipilä, Arundathi Chandrasekharan, Joonas Merikanto, Kimmo Neitola, Tuomo Nieminen, Risto Makkonen, Jorma Joutsensaari, Aki Virkkula, and Antti-Pekka Hyvärinen

Abstract. In this study, we present long-term observations of cloud condensation nuclei (CCN) at two locations in the Finnish sub-Arctic: Pallastunturi and Värriö. Both stations belong to the ACTRIS research infrastructure. At Pallastunturi, the interactions between aerosols and clouds have been measured in situ at a fjell top, 565 m a.s.l. since 2005. From Pallastunturi data, a simple parameterisation was developed to predict the activation diameter D50 and subsequent CCN- concentrations, based on air mass origin and temperature. The parameterization was applied to aerosol size distribution measurements conducted at Värriö from 1998 to 2021. The average annual CCN concentrations were 140 ± 40 # /cm3 at Pallas and 170 ± 50 # /cm3 at Värriö. The CCN- concentrations exhibited statistically significant decreasing trends at both stations: for Pallas -2.5 CCN /cm3 / year, and for Värriö -4.2 CCN /cm3 / year. The decrease was most pronounced during February and March, i.e. during the Arctic Haze period. We also compared the results with EC-Earth3 global climate model simulations. Using two measurement sites separated by ~230 km reduces the uncertainty in the spatial representativeness of observations and provides a robust basis for climate model evaluation. EC-Earth3 predicted the measured CCN- concentrations fairly well at 0.2 % supersaturation, reproducing the observed long-term trend. However, the modelled seasonal variation was slightly different, predicting higher concentrations during winter time (November to April). The study demonstrates the value of long term in-cloud aerosol measurements in validating and improving climate predictions.

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Charlotte G. Stapleton, Mikko Sipilä, Arundathi Chandrasekharan, Joonas Merikanto, Kimmo Neitola, Tuomo Nieminen, Risto Makkonen, Jorma Joutsensaari, Aki Virkkula, and Antti-Pekka Hyvärinen

Status: open (until 23 Oct 2026)

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
Charlotte G. Stapleton, Mikko Sipilä, Arundathi Chandrasekharan, Joonas Merikanto, Kimmo Neitola, Tuomo Nieminen, Risto Makkonen, Jorma Joutsensaari, Aki Virkkula, and Antti-Pekka Hyvärinen

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Data for manuscript:"Cloud condensation nuclei at two Finnish sub-Arctic sites: long-term observations of aerosol activation, predictions based on a simple semi-empirical parameterization, and comparison to global climate model simulations" Charlotte G. Stapleton, Mikko Sipilä, Arundathi Chandrasekharan, Joonas Merikanto, Kimmo Neitola, Tuomo Nieminen, Risto Makkonen, Jorma Joutsensaari, Aki Virkkula, and Antti-Pekka Hyvärinen https://doi.org/10.57707/fmi-b2share.kg4ej-9sy11

Charlotte G. Stapleton, Mikko Sipilä, Arundathi Chandrasekharan, Joonas Merikanto, Kimmo Neitola, Tuomo Nieminen, Risto Makkonen, Jorma Joutsensaari, Aki Virkkula, and Antti-Pekka Hyvärinen
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Latest update: 11 Sep 2026
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Short summary
Article presents observations of cloud condensation nuclei (CCN) in the Finnish sub-Arctic. At Pallastunturi, aerosol-cloud interactions have been measured since 2005. Based on these measurements, a simple model was developed to predict the CCN at Värriö for 1998–2021. The CCN concentrations have decreased about 50 % during the measurement period, especially during early spring, when polluted air from the south reaches the Arctic. A global climate model reproduced the observed long-term trend.
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