Articles | Volume 16, issue 2
https://doi.org/10.5194/bg-16-223-2019
https://doi.org/10.5194/bg-16-223-2019
Research article
 | 
21 Jan 2019
Research article |  | 21 Jan 2019

Monitoring changes in forestry and seasonal snow using surface albedo during 1982–2016 as an indicator

Terhikki Manninen, Tuula Aalto, Tiina Markkanen, Mikko Peltoniemi, Kristin Böttcher, Sari Metsämäki, Kati Anttila, Pentti Pirinen, Antti Leppänen, and Ali Nadir Arslan

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Cited articles

Aalto, J., Pirinen, P., Heikkinen, J., and Venäläinen, A: Spatial interpolation of monthly climate data for Finland: comparing the performance of kriging and generalized additive models, Theor. Appl. Climatol., 112, 99–111, 2013. 
Anttila, K., Jääskeläinen, E., Riihelä, A., Manninen, T., Andersson, K., and Hollman, R.: Algorithm Theoretical Basis Document: CM SAF Cloud, Albedo, Radiation data record ed. 2 – Surface Albedo, 85 pp., https://doi.org/10.5676/EUM_SAF_CM/CLARA_AVHRR/V002, 2016a. 
Anttila, K., Jääskeläinen, E., Riihelä, A., Manninen, T., Andersson, K., and Hollman, R.: Validation Report: CM SAF Cloud, Albedo, Radiation data record ed. 2 – Surface Albedo, 54 pp., 2016b. 
Anttila, K., Manninen, T., Jääskeläinen, E., Riihelä, A., and Lahtinen, P.: The Role of Climate and Land Use in the Changes in Surface Albedo Prior to Snow Melt and the Timing of Melt Season of Seasonal Snow in Northern Land Areas of 40 N–80 N during 1982–2015, Remote Sensing, 10, 1619, https://doi.org/10.3390/rs10101619, 2018. 
Arslan, A., Tanis, C., Metsämäki, S., Aurela, M., Böttcher, K., Linkosalmi, M., and Peltoniemi, M.: Automated Webcam Monitoring of Fractional Snow Cover in Northern Boreal Conditions, Geosciences, 7, 55, https://doi.org/10.3390/geosciences7030055, 2017. 
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The surface albedo time series CLARA-A2 SAL was used to study trends in the timing of the melting season of snow and preceding albedo value in Finland during 1982–2016 to assess climate change. The results were in line with operational snow depth data, JSBACH land ecosystem model, SYKE fractional snow cover and greening-up data. In the north a clear trend to earlier snowmelt onset, increasing melting season length, and decrease in pre-melt albedo (related to increased stem volume) was observed.
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