Severe Drought in Finland: Modeling Effects on Water Resources and Assessing Climate Change Impacts
Abstract
1. Introduction
2. Materials and Methods
2.1. Finland’s Water Resources and Climate
2.2. Study Area
2.3. Study Methodology
2.4. Observations and Materials Used
2.5. First Analysis Phase: Hydrological Model
- RSN = net shortwave radiation
- RLN = net longwave radiation
- RLAT = latent heat flux
- RSEN = sensible heat flux
- RP = heat content of liquid precipitation
- RG = heat exchange of the soil surface
- CO = heat deficit of the snowpack (cold content)
2.6. The Drought of 1939–1942 as a Reference Drought
2.7. Climate Scenarios
- Pmod/Tmod = the modified daily precipitation/air temperature
- Pobs/Tobs = the observed daily precipitation/air temperature
- ΔP/ΔT = the precipitation/temperature change
- sm = the monthly scaling factor
- as, bs = the coefficients of the seasonal linear transfer functions
2.8. Analysis of Drought Impact on Key Water-Use Sectors
3. Results
3.1. Hydrological Results: Impact on Surface Water and Groundwater
3.1.1. Surface Water
3.1.2. Groundwater
3.2. Climate Change Impact on Discharge and Water Levels
3.3. Impact of Severe Drought on Selected Water-Related Sectors
3.3.1. Hydropower
3.3.2. Groundwater and Water Supply
3.3.3. Other Impacts of a Severe Drought
4. Discussion
4.1. Methodological and Climate Change-Related Findings
4.2. Policy Implications
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
- Naumann, G.; Spinoni, J.; Vogt, J.V.; Barbosa, P. Assessment of drought damages and their uncertainties in Europe. Environ. Res. Lett. 2015, 10, 124013. [Google Scholar] [CrossRef] [Scilit]
- Spinoni, J.; Naumann, G.; Vogt, J.V.; Barbosa, P. The biggest drought events in Europe from 1950 to 2012. J. Hydrol. Reg. Stud. 2015, 3, 509–524. [Google Scholar] [CrossRef] [Scilit]
- Sheffield, J.; Wood, E.F. Drought: Past Problems and Future Scenario; Earthscan: London, UK; Washington, DC, USA, 2011; p. 233. [Google Scholar]
- DG Environment—European Commission, Water Scarcity and Droughts; Second Interim Report; European Commission: 2007. Available online: http://ec.europa.eu/environment/water/quantity/pdf/comm_droughts/2nd_int_report.pdf (accessed on 14 April 2019).
- Gerber, N.; Mirzabaev, A.; WMO; GWP. Benefits of Action and Costs of Inaction: Drought Mitigation and Preparedness—A Literature Review; WMO and GWP: Geneva, Switzerland; Stockholm, Sweden, 2017; p. 24. [Google Scholar]
- Mohammad, A.H.; Jung, H.C.; Odeh, T.; Bhuiyan, C.; Hussein, H. Understanding the impact of droughts in the Yarmouk basin, Jordan: Monitoring droughts through meteorological and hydrological drought indices. Arab. J. Geosci. 2018, 11, 103. [Google Scholar] [CrossRef] [Scilit]
- Morid, S.; Smakhtin, V.; Moghaddasi, M. Comparison of seven meteorological indices for drought monitoring in Iran. Int. J. Climatol. 2006, 26, 971–985. [Google Scholar] [CrossRef] [Scilit]
- Silander, J.; Järvinen, E.A. Vuosien 2002–2003 Poikkeuksellisen Kuivuuden Vaikutukset [Effects of Severe Drought of 2002/2003]; Finnish Environment 731; Finnish Environment Institute: Helsinki, Finland, 2004; p. 79. [Google Scholar]
- Knutson, C.; Hayes, M.; Phillips, T. How to Reduce Drought Risk; Western Drought Coordination Council: Lincoln, NE, USA, 1998; p. 43. [Google Scholar]
- Sojamo, S.; Ahopelto, L.; Marttunen, M.; Belinskij, A.; Veijalainen, N.; Keskinen, M. Vesiturvallisuus—Mikä sen merkitys on Suomelle? Vesitalous. 2017. Available online: http://winlandtutkimus.fi/wp-content/uploads/2016/09/Sojamo-et-al.-2017_vesiturvallisuus-.pdf (accessed on 4 April 2019).
- Cook, C.; Bakker, K. Water security: Debating an emerging paradigm. Glob. Environ. Chang. 2012, 22, 94–102. [Google Scholar] [CrossRef] [Scilit]
- UN-Water. Water Security and the Global Water Agenda: A Un-Water Analytical Brief; United Nations University—Institute for Water, Environment and Health: Tokyo, Japan, 2013. [Google Scholar]
- Jääskeläinen, J.; Veijalainen, N.; Syri, S.; Marttunen, M.; Zakeri, B. Energy security impacts of a severe drought on the future finnish energy system. J. Environ. Manag. 2018, 217, 542–554. [Google Scholar] [CrossRef] [Scilit]
- European Commission. Common Implementation Strategy for the Water Framework Directive (2000/60/ec), Guidance Document No. 24: River Basin Management in a Changing Climate; European Commission: Brussels, Belgium, 2009. [Google Scholar]
- Veijalainen, N.; Korhonen, J.; Vehviläinen, B.; Koivusalo, H. Modelling and statistical analysis of catchment water balance and discharge in finland in 1951–2099 using transient climate scenarios. J. Water Clim. Chang. 2012, 3, 55–78. [Google Scholar] [CrossRef] [Scilit]
- Ruosteenoja, K.; Jylhä, K.; Kämäräinen, M. Climate projections for finland under the rcp forcing scenarios. Geophysica 2016, 51, 17–50. [Google Scholar]
- Jylhä, K.; Ruosteenoja, K.; Räisänen, J.; Venäläinen, A.; Tuomenvirta, H.; Ruokolainen, L.; Saku, S.; Seitola, T. Arvioita Suomen Muuttuvasta Ilmastosta Sopeutumistutkimuksia Varten; ACCLIM-Hankkeen Raportti; Ilmatieteen laitos: Helsinki, Finland, 2009; pp. 1–102. [Google Scholar]
- Hohenthal, J. Meteorologisen Kuivuuden Esiintyminen Pohjois-Euroopassa. Master’s thesis, University of Turku, Turku, Finland, 2009. [Google Scholar]
- Wong, W.K.; Beldring, S.; Engen-Skaugen, T.; Haddeland, I.; Hisdal, H. Climate change effects on spatiotemporal patterns of hydroclimatological summer droughts in norway. J. Hydrometeorol. 2011, 12, 1205–1220. [Google Scholar] [CrossRef] [Scilit]
- Stahl, K.; Hisdal, H.; Hannaford, J.; Tallaksen, L.; Van Lanen, H.; Sauquet, E.; Demuth, S.; Fendekova, M.; Jordar, J. Streamflow trends in europe: Evidence from a dataset of near-natural catchments. Hydrol. Earth Syst. Sci. 2010, 14, 2367–2382. [Google Scholar] [CrossRef] [Scilit]
- Wilson, D.; Hisdal, H.; Lawrence, D. Has streamflow changed in the nordic countries?—Recent trends and comparisons to hydrological projections. J. Hydrol. 2010, 394, 334–346. [Google Scholar] [CrossRef] [Scilit]
- Forzieri, G.; Feyen, L.; Rojas, R.; Flörke, M.; Wimmer, F.; Bianchi, A. Ensemble projections of future streamflow droughts in europe. Hydrol. Earth Syst. Sci. 2014, 18, 85–108. [Google Scholar] [CrossRef] [Scilit]
- Roudier, P.; Andersson, J.C.M.; Donnelly, C.; Feyen, L.; Greuell, W.; Ludwig, F. Projections of future floods and hydrological droughts in europe under a +2 °C global warming. Clim. Chang. 2016, 135, 341–355. [Google Scholar] [CrossRef] [Scilit]
- Ahopelto, L.; Veijalainen, N.; Guillaume, J.H.A.; Keskinen, M.; Marttunen, M.; Varis, O. Can there be water scarcity with abundance of water? Analyzing water stress during a severe drought in finland. Sustainability 2019, 11, 1548. [Google Scholar] [CrossRef] [Scilit]
- Eurostat. Water Statistics. Available online: https://ec.europa.eu/eurostat/statistics-explained/index.php/Water_statistics#Water_as_a_resource (accessed on 15 January 2019).
- Kossida, M.; Kakava, A.; Tekidou, A.; Iglesias, A.; Mimikou, M. Vulnerability to Water Scarcity and Drought in Europe; 3/2012; ETC/ICM: Prague, Czech Republic, 2012; p. 102. [Google Scholar]
- Salminen, J.M.; Veiste, P.J.; Koskiaho, J.T.; Tikkanen, S. Improving data quality, applicability and transparency of national water accounts—A case study for finland. Water Resour. Econ. 2018, 24, 25–39. [Google Scholar] [CrossRef] [Scilit]
- Energiateollisuus. Vesivoima. Available online: Https://energia.Fi/perustietoa_energia-alasta/energiantuotanto/sahkontuotanto/vesivoima (accessed on 27 February 2019).
- Jääskeläinen, J.J.; Höysniemi, S.; Syri, S.; Tynkkynen, V.-P. Finland’s dependence on russian energy—Mutually beneficial trade relations or an energy security threat? Sustainability 2018, 10, 3445. [Google Scholar] [CrossRef] [Scilit]
- Peel, M.C.; Finlayson, B.L.; Mcmahon, T.A. Updated world map of the Köppen-Geiger climate classification. Hydrol. Earth Syst. Sci. Discuss. 2007, 4, 439–473. [Google Scholar] [CrossRef] [Scilit]
- Pirinen, P.; Simola, H.; Aalto, J.; Kaukoranta, J.P.; Karlsson, P.; Ruuhela, R. Tilastoja Suomen Ilmastosta 1981–2010 (Climatological Statistics of Finland 1981–2010); Ilmtieteen laitos: Helsinki, Finland, 2012; Volume 2012. [Google Scholar]
- Korhonen, J. Suomen Vesistöjen Virtaaman ja Vedenkorkeuden Vaihtelut; Suomen ympäristökeskus: Helsinki, Finland, 2007; p. 120. [Google Scholar]
- Førland, E.J.; Allerup, P.; Dahlström, B.; Elomaa, E.; Jónsson, T.; Madsen, H.; Perälä, J.; Rissanen, P.; Vedin, H.; Vejen, F. Manual for Operational Correction of Nordic Precipitation Data.; Met.no: Oslo, Norway, 1996; p. 65. [Google Scholar]
- Taskinen, A.; Söderholm, K. Operational correction of daily precipitation measurements in Finland. Boreal Environ. Res. 2016, 21, 1–24. [Google Scholar]
- Ylhäisi, J. Sademääräsimulaatiot Ensembles-Hankkeen Alueellisissa Ilmastomalleissa. Master’s Thesis, University of Helsinki, Helsinki, Finland, 2009. [Google Scholar]
- Vehviläinen, B.; Huttunen, M.; Huttunen, I. Hydrological forecasting and real time monitoring in Finland: The watershed simulation and forecasting system (WSFS). In Proceedings of the International Conference on Innovation, Advances and Implementation of Flood Forecasting Technology, Tromsø, Norway, 17–19 October 2005. [Google Scholar]
- Vehviläinen, B. Snow Cover Models in Operational Watershed Forecasting; National board of WATERS and the Environment, Finland: Helsinki, Finland, 1992; p. 112. [Google Scholar]
- Vehviläinen, B.; Huttunen, M. Climate change and water resources in Finland. Boreal Environ. Res. 1997, 2, 3–18. [Google Scholar]
- Veijalainen, N. Estimation of Climate Change Impacts on Hydrology and Floods in Finland. Ph.D. Thesis, Aalto University, Helsinki, Finland, 2012. [Google Scholar]
- Bergström, S. Development and Application of a Conceptual Runoff Model for Scandinavian Catchments; SMHI: Norrköping, Sweden, 1976; p. 134. [Google Scholar]
- Shuttleworth, W.J. Evaporation. Chapter 4. In Handbook of Hydrology; Maidment, D.R., Ed.; McGraw-Hill: New York, NY, USA, 1992; pp. 1–53. [Google Scholar]
- Huttunen, M.; Joukainen, S.; Vehviläinen, B. Vesistömallien Kehittäminen Vuoden 1999 Tutkimusohjelman Loppuraportti; Finnish Environment Institute: Helsinki, Finland, 2001. [Google Scholar]
- Jakkila, J.; Vento, T.; Rousi, T.; Vehviläinen, B. Smos soil moisture data validation in the Aurajoki watershed, finland. Hydrol. Res. 2014, 45, 684–702. [Google Scholar] [CrossRef] [Scilit]
- Sheffield, J.; Wood, E.F.; Roderick, M.L. Little change in global drought over the past 60 years. Nature 2012, 491, 435–438. [Google Scholar] [CrossRef] [Scilit]
- Mäkinen, R.; Orvomaa, M.; Veijalainen, N.; Huttunen, I. The climate change and groundwater regimes in Finland. In Proceedings of the 11th International Specialized Conference on Watershed & River Basin Management, Budapest, Hungary, 4–5 September 2008. [Google Scholar]
- Hooke, R.; Jeeves, T.A. Direct search solution of numerical and statistical problems. J. ACM 1961, 8, 212–229. [Google Scholar] [CrossRef] [Scilit]
- Kuusisto, E. Drought has also troubled Finland. In Water Cycle-Hydrological Service in Finland 1908–2008; Kuusisto, E., Ed.; Finnish Environment Institute: Hämeenlinna, Finland, 2008. [Google Scholar]
- Kuusisto, E. Droughts in Finland—Past, present and future. In Proceedings of the Hydrology Days 2004, Fort Collins, CO, USA, 10–12 March 2004. [Google Scholar]
- Seftigen, K.; Linderholm, H.W.; Drobyshev, I.; Niklasson, M. Reconstructed drought variability in southeastern Sweden since the 1650s. Int. J. Climatol. 2013, 33, 2449–2458. [Google Scholar] [CrossRef] [Scilit]
- Helama, S.; Lindholm, M. Droughts and rainfall in south-eastern Finland since ad 874, inferred from scots pine ring-widths. Boreal Environ. Res. 2003, 8, 171–183. [Google Scholar]
- Bye, T.; Bruvoll, A.; Anne, F.R. The Importance of Volatility in Inflow in a Deregulated Hydrodominated Power Market; Statistics Norway: Kongsvinger, Norway, 2006; p. 32. [Google Scholar]
- Arnell, N.W. The effect of climate change on hydrological regimes in europe: A continental perspective. Glob. Environ. Chang. 1999, 9, 5–23. [Google Scholar] [CrossRef] [Scilit]
- Andréasson, J.; Bergström, S.; Carlsson, B.; Graham, L.P.; Lindström, G. Hydrological Change—Climate Change Impact Simulations for Sweden. Ambio 2004, 33, 228–234. [Google Scholar] [CrossRef] [PubMed]
- IPCC. Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change; IPCC: Cambridge, UK; New York, NY, USA, 2013; p. 1535. [Google Scholar]
- Moss, R.H.; Nakicenovic, N.; O’Neill, B.C. Towards New Scenarios for Analysis of Emissions, Climate Change, Impacts, and Response Strategie; IPCC: Geneva, Switzerland, 2009. [Google Scholar]
- Hatva, T.; Lapinlampi, T.; Vienonen, S. Kaivon Paikka. Selvitykset ja Tutkimukset Kiinteistön Kaivon Paikan Määrittämiseksi; Suomen Ympäristökeskus: Helsinki, Finand, 2008. [Google Scholar]
- Agreement between the Republic of Finland and the Union of Soviet Socialist Republics Concerning the Regulations Governing Lake Saimaa and the Vuoksi River (Signed 26 October 1989, Entered into Force 9 October 1991) 1663 unts 325. 1991. Available online: https://treaties.un.org/doc/publication/unts/volume%201663/v1663.pdf (accessed on 24 January 2019).
- Veijalainen, N.; Jakkila, J.; Nurmi, T.; Vehviläinen, B.; Marttunen, M.; Aaltonen, J. Suomen Vesivarat ja Ilmastonmuutos—Vaikutukset ja Muutoksiin Sopeutuminen. Wateradapt-Projektin Loppuraportti; Finnish Environment Institute: Helsinki, Finland, 2012; p. 138. [Google Scholar]
- Hydrologinen Kuukausitilasto—Kartat, Kuvaajat ja Taulukot Vuodelle 2018. Available online: http://wwwi3.ymparisto.fi/i3/paasivu/FIN/2018/etusivu/etusivu.htm (accessed on 28 February 2019).
- Bye, T.; Bruvoll, A.; Aune, F.R. Inflow shortages in deregulated power markets—Reasons for concern? Energy Econ. 2008, 30, 1693–1711. [Google Scholar] [CrossRef] [Scilit]
- Forsman, J.; Vilén, K.; Patronen, J.; Revuelta, J.; Cobo, I. Selvitystyö Tarvittavasta Tehoreservin Määrästä Ajanjaksolle 2017–2022; Pöyry Management Consulting Oy: Vantaa, Finland, 2016; p. 41. [Google Scholar]
- NordREG. Nordic Market Report 2011: Development in the Nordic Electricity Market; NordREG: Copenhagen, Denmark, 2011; p. 62. [Google Scholar]
- Vienonen, S.; Rintala, J.; Orvomaa, M.; Santala, E.; Maunula, M. Ilmastonmuutoksen Vaikutukset ja Sopeutumistarpeet Vesihuollossa; Suomen Ympäristökeskus: Helsinki, Finland, 2012. [Google Scholar]
- ROTI. Rakennetun omaisuuden tila 2017; RIL: Helsinki, Finland, 2017; Available online: https://www.ril.fi/media/2017/2017-vaikuttaminen/roti-2017/taustat/roti-2017_painettu-raportti.pdf (accessed on 11 February 2019).
- Arosilta, A.; Liponkoski, M. Kuntien ja vesihuoltolaitosten toiminta liite 9/1 poikkeuksellisen kuivuuden 2002–2003 aikana—Kyselyn tulokset. In Vuosien 2002–2003 Poikkeuksellisen Kuivuuden Vaikutukset; Silander, J., Järvinen, E.A., Eds.; Finnish Environment Institute: Helsinki, Finland, 2004. [Google Scholar]
- SYKE. Valtakunnallinen Leväyhteenveto 2018: Helteinen Kesä toi Merialueille Poikkeuksellisen Runsaita Sinileväkukintoja, Järvillä Sinileväkausi Aikaistui. Available online: https://www.ymparisto.fi/fi-FI/Vesi/Valtakunnallinen_levayhteenveto_2018_Hel%2847750%29 (accessed on 20 February 2019).
- LUKE. Crop Production Statistics. Available online: https://stat.luke.fi/en/crop-production-statistics (accessed on 20 February 2019).
- Metla. Metsien Alttius Bioottisille Tuhoille ja Kuivuudelle. Available online: http://www.Metla.Fi/life/climforisk/webtool/#/fi/susceptibility (accessed on 3 September 2018).
- Lehner, B.; Döll, P.; Alcamo, J.; Henrichs, T.; Kaspar, F. Estimating the impact of global change on flood and drought risks in europe: A continental, integrated analysis. Clim. Chang. 2006, 75, 273–299. [Google Scholar] [CrossRef] [Scilit]
- Madsen, H.; Lawrence, D.; Lang, M.; Martinkova, M.; Kjeldsen, T.R. Review of trend analysis and climate change projections of extreme precipitation and floods in europe. J. Hydrol. 2014, 519, 3634–3650. [Google Scholar] [CrossRef] [Scilit]
- Bergström, S.; Andréasson, J.; Veijalainen, N.; Vehviläinen, B.; Einarsson, B.; Jónsson, S.; Kurpniece, L.; Kriauciuniene, J.; Meilutyte-Barauskiene, D.; Beldring, S.; et al. Modelling climate change impacts on the hydropower system. In Climate Change and Energy Systems: Impacts, Risks and Adaptation in the Nordic and Baltic Countries; Thorsteinsson, T., Björnsson, H., Eds.; Nordic Council of Ministers: Copenhagen, Denmark, 2012; Volume 502, pp. 113–146. [Google Scholar]
- Lawrence, D.; Hisdal, H. Hydrological Projections for Flooding in Norway under a Future Climate; Norwegian Water Resources and Energy Directorate: Oslo, Norway, 2011; p. 47. [Google Scholar]
- Korhonen, J. Long-Term Changes and Variability of the Winter and Spring Season Hydrological Regime in Finland. Ph.D. Thesis, University of Helsinki, Helsinki, Finland, 2019. [Google Scholar]
- Luomaranta, A.; Aalto, J.; Jylhä, K. Snow cover trends in finland over 1961–2014 based on gridded snow depth observations. Int. J. Climatol. 2019. [Google Scholar] [CrossRef] [Scilit]
- Mikkonen, S.; Laine, M.; Mäkelä, H.M.; Gregow, H.; Tuomenvirta, H.; Lahtinen, M.; Laaksonen, A. Trends in the average temperature in finland, 1847–2013. Stoch. Environ. Res. Risk Assess. 2015, 29, 1521–1529. [Google Scholar] [CrossRef] [Scilit]
- Ault, T.R.; Cole, J.E.; Overpeck, J.T.; Pederson, G.T.; Meko, D.M. Assessing the risk of persistent drought using climate model simulations and paleoclimate data. J. Clim. 2014, 27, 7529–7549. [Google Scholar] [CrossRef] [Scilit]
- Moon, H.; Gudmundsson, L.; Seneviratne, S.I. Drought persistence errors in global climate models. J. Geophys. Res. Atmos. 2018, 123, 3483–3496. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Metsätalousministeriö, M.-J. Kansallinen Ilmastonmuutokseen Sopeutumissuunnitelma 2022; Maa-ja Metsätalousministeriö: Helsinki, Finland, 2014. [Google Scholar]
- European Commission. Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of the Regions: Report on the Review of the European Water Scarcity and Droughts Policy; European Commission: Brussels, Belgium, 2012. [Google Scholar]
- Ahola, K. Valmiusharjoituksen Onnistumiseen Vaikuttavat Tekijät Osallistujien Näkökulmasta. Master’s thesis, Maanpuolustuskorkeakoulu, Helsinki, Finland, 2014; 58 p. Available online: https://www.doria.fi/bitstream/handle/10024/102381/SM%20858.pdf?sequence=2 (accessed on 4 April 2019).
- Pesonen, P. Maakuntauudistus—Toimijoiden Välisen Varautumisyhteistyön Tukeminen Alueellisen Yhteisen Varautumisen Tietotarpeiden Selvittämisellä. Master’s thesis, Aalto University, Espoo, Finland, 2017. [Google Scholar]
- European Commission. Report from the Commission to the European Parliament and to the Council on the Implementation of the Water Framework Directive (2000/60/ec) and Floods Directive (2007/60/ec). Commission Staff Working Document-Second River Basins Management Plans—Member State: Finland. 2019. Available online: https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=SWD:2019:46:FIN&qid=1551205988853&from=EN (accessed on 24 January 2019).
- Hoff, H. Understanding the Nexus, Background Paper for the Bonn 2011 Conference: The Water, Energy and Food Security Nexus; Stockholm Environment Institute: Bonn, Germany, 2011. [Google Scholar]
- Bazilian, M.; Rogner, H.; Howells, M.; Hermann, S.; Arent, D.; Gielen, D.; Steduto, P.; Mueller, A.; Komor, P.; Tol, R.S.J.; et al. Considering the energy, water and food nexus: Towards an integrated modelling approach. Energy Policy 2011, 39, 7896–7906. [Google Scholar] [CrossRef] [Scilit]
- Keskinen, M.; Guillaume, J.H.A.; Kattelus, M.; Porkka, M.; Räsänen, T.A.; Varis, O. The water-energy-food nexus and the transboundary context: Insights from large asian rivers. Water 2016, 8, 193. [Google Scholar] [CrossRef] [Scilit]








| Abbreviation | RCP | GCM | T Change 2040–2069 | P Change 2040–2069 |
|---|---|---|---|---|
| Average RCP2.6 | 2.6 | average of 28 GCMs | 1.9 °C | 5.8% |
| Average RCP4.5 | 4.5 | average of 28 GCMs | 2.5 °C | 7.4% |
| Average RCP8.5 | 8.5 | average of 28 GCMs | 3.4 °C | 10.6% |
| Warm and wet 1 | 4.5 | MIROC-ESM-CHEM | 4.1 °C | 14.2% |
| Warm and dry 1 | 4.5 | HadGEM2-CC | 2.9 °C | 7.0% |
| Cold and wet 1 | 4.5 | CESM1-BGC | 2.1 °C | 7.4% |
| Cold and dry 1 | 4.5 | CESM1-BGC | 1.5 °C | 0.8% |
| River, Observation Point | Observed Discharge (m3/s) | Simulated Discharge (m3/s) | Difference (%) |
|---|---|---|---|
| Kemijoki (Isohaara) | 404 | 413 | 2.2 |
| Oulujoki (Pyhäkoski) | 151 | 141 | −6.6 |
| Kokemäenjoki (Harjavalta) | 107 | 111 | 3.7 |
| Kymijoki (Anjala) | 136 | 150 | 10 |
| Vuoksi (Imatra) | 361 | 331 | −8.3 |
| Time Period | Average Annual Discharge (m3/s) | Change of Average Annual Discharge (%) | Minimum Monthly Discharge (m3/s) | Change of Minimum Monthly Discharge (%) | |
|---|---|---|---|---|---|
| Southern and Central Finland * | |||||
| Control period | 1981–2010 | 1810 | 592 | ||
| Climate scenarios for the period 2040–2069 with control period | Average RCP2.6 | 1820 | 0.3 | 491 | −17 |
| Average RCP4.5 | 1830 | 1.4 | 487 | −18 | |
| Average RCP8.5 | 1870 | 3.2 | 476 | −20 | |
| Warm and wet | 1980 | 9.5 | 465 | −21 | |
| Warm and dry | 1800 | −0.5 | 449 | −24 | |
| Cold and wet | 1820 | 0.4 | 489 | −17 | |
| Cold and dry | 1690 | −6.7 | 462 | −22 | |
| Reference drought | 1939–1942 | 946 | 533 | ||
| Climate scenarios for the period 2040–2069 with reference drought | Average RCP2.6 | 964 | 1.9 | 491 | −7.8 |
| Average RCP4.5 | 980 | 3.6 | 487 | −8.6 | |
| Average RCP8.5 | 1010 | 6.9 | 476 | −11 | |
| Warm and wet | 1110 | 17 | 465 | −13 | |
| Warm and dry | 941 | −0.5 | 449 | −16 | |
| Cold and wet | 923 | −2.4 | 489 | −8.2 | |
| Cold and dry | 895 | −5.4 | 462 | −13 | |
| Northern Finland * | |||||
| Control period | 1981–2010 | 1810 | 592 | ||
| Climate scenarios for the period 2040–2069 with the control period | Average RCP2.6 | 2270 | 4.8 | 803 | 0.5 |
| Average RCP4.5 | 2290 | 6.0 | 775 | −3.0 | |
| Average RCP8.5 | 2390 | 10 | 688 | −14 | |
| Warm and wet | 2370 | 9.7 | 726 | −9.2 | |
| Warm and dry | 2210 | 2.3 | 676 | −15 | |
| Cold and wet | 2380 | 10 | 841 | 5.2 | |
| Cold and dry | 2000 | −7.5 | 628 | −21 | |
| Reference drought | 1939–1942 | 1510 | 815 | ||
| Climate scenarios for the period 2040–2069 with the reference drought | Average RCP2.6 | 1590 | 5.0 | 803 | −1.4 |
| Average RCP4.5 | 1600 | 6.1 | 775 | −4.8 | |
| Average RCP8.5 | 1680 | 11 | 688 | −16 | |
| Warm and wet | 1680 | 11 | 726 | −11 | |
| Warm and dry | 1510 | −0.2 | 676 | −17 | |
| Cold and wet | 1700 | 12 | 841 | 3.2 | |
| Cold and dry | 1380 | −8.5 | 628 | −23 |
| Period | Average Discharge (m3/s) of Major Hydropower Plants 1,2 | Annual Production (TW) of Major Hydropower Plants 1 |
|---|---|---|
| Simulated control period 1981–2010 | 202 | 12.0 |
| Simulated reference drought—third year (1941 weather) | 112 | 6.8 |
| Simulated reference drought—fourth year (1942 weather) | 106 | 6.5 |
| Climate change 2040–2069 | 217 | 12.9 |
| Simulated climate change with control period | 217 | 12.9 |
| Simulated reference drought—third year (1941 weather) | 113 | 6.8 |
| Simulated reference drought—fourth year (1942 weather) | 107 | 6.6 |
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Veijalainen, N.; Ahopelto, L.; Marttunen, M.; Jääskeläinen, J.; Britschgi, R.; Orvomaa, M.; Belinskij, A.; Keskinen, M. Severe Drought in Finland: Modeling Effects on Water Resources and Assessing Climate Change Impacts. Sustainability 2019, 11, 2450. https://doi.org/10.3390/su11082450
Veijalainen N, Ahopelto L, Marttunen M, Jääskeläinen J, Britschgi R, Orvomaa M, Belinskij A, Keskinen M. Severe Drought in Finland: Modeling Effects on Water Resources and Assessing Climate Change Impacts. Sustainability. 2019; 11(8):2450. https://doi.org/10.3390/su11082450
Chicago/Turabian StyleVeijalainen, Noora, Lauri Ahopelto, Mika Marttunen, Jaakko Jääskeläinen, Ritva Britschgi, Mirjam Orvomaa, Antti Belinskij, and Marko Keskinen. 2019. "Severe Drought in Finland: Modeling Effects on Water Resources and Assessing Climate Change Impacts" Sustainability 11, no. 8: 2450. https://doi.org/10.3390/su11082450
APA StyleVeijalainen, N., Ahopelto, L., Marttunen, M., Jääskeläinen, J., Britschgi, R., Orvomaa, M., Belinskij, A., & Keskinen, M. (2019). Severe Drought in Finland: Modeling Effects on Water Resources and Assessing Climate Change Impacts. Sustainability, 11(8), 2450. https://doi.org/10.3390/su11082450

