Free Standard AU & NZ Shipping For All Book Orders Over $80!
Register      Login
International Journal of Wildland Fire International Journal of Wildland Fire Society
Journal of the International Association of Wildland Fire
RESEARCH ARTICLE (Open Access)

Recent change of burned area associated with summer heat extremes over Iberia

Virgílio A. Bento https://orcid.org/0000-0001-9574-3090 A * , Ana Russo A , Célia M. Gouveia A B and Carlos C. DaCamara A
+ Author Affiliations
- Author Affiliations

A Instituto Dom Luiz, Faculdade de Ciências da Universidade de Lisboa, 1749 – 016 Lisboa, Portugal

B Instituto Português do Mar e da Atmosfera, I.P., Rua C do Aeroporto, 1749 – 077 Lisboa, Portugal

* Correspondence to: vabento@fc.ul.pt

International Journal of Wildland Fire 31(7) 658-669 https://doi.org/10.1071/WF21155
Submitted: 3 November 2021  Accepted: 28 May 2022   Published: 6 July 2022

© 2022 The Author(s) (or their employer(s)). Published by CSIRO Publishing on behalf of IAWF. This is an open access article distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND)

Abstract

Owing to climate change-induced global warming, the frequency and duration of extremely hot events over the Iberian Peninsula (IP), such as heatwaves, are expected to continue to increase. This study shows the change of individual and monthly concurrent extremely hot events and burned area in the IP in the recent period of 1998–2015, compared with the reference period 1980–1997. Results show a dichotomic behaviour, with June and August showing an increase in extremely hot events and July and September showing many regions with a decrease, both in individual and concurrent events (most prominently in September). Furthermore, regions with such increases also show a change in spatial extent, with a greater area simultaneously affected by the two extremes (particularly in June). Also, even though the incidence of large burned areas decreased in north-western Spain in July and August, these increased in June. Indeed, together with more extreme heat events observed in the region, an increase in burned area was also found in June. This work paves the way for future studies to delve into the causes and effects of extreme heat events over the IP, to raise awareness of the need by forest authorities of developing early warning systems.

Keywords: burned area, heatwaves, heat events, hot days, Iberian Peninsula, maximum temperature, summer, wildfires.


References

Augusto S, Ratola N, Tarín-Carrasco P, Jiménez-Guerrero P, Turco M, Schuhmacher M, Costa S, Teixeira JP, Costa C (2020) Population exposure to particulate-matter and related mortality due to the Portuguese wildfires in October 2017 driven by storm Ophelia. Environment International 144, 106056
Population exposure to particulate-matter and related mortality due to the Portuguese wildfires in October 2017 driven by storm Ophelia.Crossref | GoogleScholarGoogle Scholar | 32866734PubMed |

Barriopedro D, Fischer EM, Luterbacher J, Trigo RM, García-Herrera R (2011) The hot summer of 2010: Redrawing the temperature record map of Europe. Science 332, 220–224.
The hot summer of 2010: Redrawing the temperature record map of Europe.Crossref | GoogleScholarGoogle Scholar | 21415316PubMed |

Barriopedro D, Sousa PM, Trigo RM, García-Herrera R, Ramos AM (2020) The exceptional Iberian heatwave of summer 2018. Bulletin of the American Meteorological Society 101, S29–S34.
The exceptional Iberian heatwave of summer 2018.Crossref | GoogleScholarGoogle Scholar |

Carmo M, Moreira F, Casimiro P, Vaz P (2011) Land use and topography influences on wildfire occurrence in northern Portugal. Landscape and Urban Planning 100, 169–176.
Land use and topography influences on wildfire occurrence in northern Portugal.Crossref | GoogleScholarGoogle Scholar |

Cornes RC, van der Schrier G, van den Besselaar EJM, Jones PD (2018) An ensemble version of the E-OBS temperature and precipitation data sets. Journal of Geophysical Research: Atmospheres 123, 9391–9409.
An ensemble version of the E-OBS temperature and precipitation data sets.Crossref | GoogleScholarGoogle Scholar |

Costa L, Thonicke K, Poulter B, Badeck F-W (2011) Sensitivity of Portuguese forest fires to climatic, human, and landscape variables: Subnational differences between fire drivers in extreme fire years and decadal averages. Regional Environmental Change 11, 543–551.
Sensitivity of Portuguese forest fires to climatic, human, and landscape variables: Subnational differences between fire drivers in extreme fire years and decadal averages.Crossref | GoogleScholarGoogle Scholar |

Departamento de Gestão de Áreas Públicas ede Proteção Florestal (2017) Nono relatório provisório de incêndios florestais - 2017. Instituto da Conservação da Natureza e das Florestas (ICNF) (Lisboa). Available at https://www.icnf.pt/api/file/doc/7b89239f0e8506f2

Dupuy J-l, Fargeon H, Martin-StPaul N, Pimont F, Ruffault J, Guijarro M, Hernando C, Madrigal J, Fernandes P (2020) Climate change impact on future wildfire danger and activity in southern Europe: a review. Annals of Forest Science 77, 35
Climate change impact on future wildfire danger and activity in southern Europe: a review.Crossref | GoogleScholarGoogle Scholar |

Garcia A, Nogueira P, Falcão J (1999) Onda de calor de junho de 1981 em Portugal: efeitos na mortalidade. Revista Portuguesa de Saúde Pública 1, 67–77.

García-Herrera R, Hernández E, Barriopedro D, Paredes D, Trigo RM, Trigo IF, Mendes MA, García-Herrera R, Hernández E, Barriopedro D, Paredes D, Trigo RM, Trigo IF, Mendes MA (2007) The outstanding 2004/05 drought in the Iberian Peninsula: associated atmospheric circulation. Journal of Hydrometeorology 8, 483–498.
The outstanding 2004/05 drought in the Iberian Peninsula: associated atmospheric circulation.Crossref | GoogleScholarGoogle Scholar |

Garcia-Herrera R, Díaz J, Trigo RM, Luterbacher J, Fischer EM (2010) A review of the European summer heat wave of 2003. Critical Reviews in Environmental Science and Technology 40, 267–306.
A review of the European summer heat wave of 2003.Crossref | GoogleScholarGoogle Scholar |

Gasparrini A, Guo Y, Sera F, Vicedo-Cabrera AM, Huber V, Tong S, de Sousa Zanotti Stagliorio Coelho M, Nascimento Saldiva PH, Lavigne E, Matus Correa P, Valdes Ortega N, Kan H, Osorio S, Kyselý J, Urban A, Jaakkola JJK, Ryti NRI, Pascal M, Goodman PG, Zeka A, Michelozzi P, Scortichini M, Hashizume M, Honda Y, Hurtado-Diaz M, Cesar Cruz J, Seposo X, Kim H, Tobias A, Iñiguez C, Forsberg B, Åström DO, Ragettli MS, Guo YL, Wu C-f, Zanobetti A, Schwartz J, Bell ML, Dang TN, Van DD, Heaviside C, Vardoulakis S, Hajat S, Haines A, Armstrong B (2017) Projections of temperature-related excess mortality under climate change scenarios. Lancet Planetary Health 1, e360–e367.
Projections of temperature-related excess mortality under climate change scenarios.Crossref | GoogleScholarGoogle Scholar | 29276803PubMed |

Geirinhas JL, Russo A, Libonati R, Trigo RM, Castro LCO, Peres LF, Magalhães MdeAFM, Nunes B (2020) Heat-related mortality at the beginning of the twenty-first century in Rio de Janeiro, Brazil. International Journal of Biometeorology 64, 1319–1332.
Heat-related mortality at the beginning of the twenty-first century in Rio de Janeiro, Brazil.Crossref | GoogleScholarGoogle Scholar | 32314060PubMed |

Gouveia CM, Trigo RM, DaCamara CC (2009) Drought and vegetation stress monitoring in Portugal using satellite data. Natural Hazards and Earth System Sciences 9, 185–195.
Drought and vegetation stress monitoring in Portugal using satellite data.Crossref | GoogleScholarGoogle Scholar |

Gouveia CM, Bastos A, Trigo RM, DaCamara CC (2012) Drought impacts on vegetation in the pre- and post-fire events over Iberian Peninsula. Natural Hazards and Earth System Sciences 12, 3123–3137.
Drought impacts on vegetation in the pre- and post-fire events over Iberian Peninsula.Crossref | GoogleScholarGoogle Scholar |

Gouveia CM, Bistinas I, Liberato MLR, Bastos A, Koutsias N, Trigo R (2016) The outstanding synergy between drought, heatwaves and fuel on the 2007 Southern Greece exceptional fire season. Agricultural and Forest Meteorology 218–219, 135–145.
The outstanding synergy between drought, heatwaves and fuel on the 2007 Southern Greece exceptional fire season.Crossref | GoogleScholarGoogle Scholar |

Hernandez C, Drobinski P, Turquety S (2015a) How much does weather control fire size and intensity in the Mediterranean region? Annals of Geophysics 33, 931–939.
How much does weather control fire size and intensity in the Mediterranean region?Crossref | GoogleScholarGoogle Scholar |

Hernandez C, Keribin C, Drobinski P, Turquety S (2015b) Statistical modelling of wildfire size and intensity: A step toward meteorological forecasting of summer extreme fire risk. Annals of Geophysics 33, 1495–1506.
Statistical modelling of wildfire size and intensity: A step toward meteorological forecasting of summer extreme fire risk.Crossref | GoogleScholarGoogle Scholar |

Jiménez-Ruano A, de la Riva Fernández J, Rodrigues M (2020) Fire regime dynamics in mainland Spain. Part 2: A near-future prospective of fire activity. Science of the Total Environment 705, 135842
Fire regime dynamics in mainland Spain. Part 2: A near-future prospective of fire activity.Crossref | GoogleScholarGoogle Scholar | 31972918PubMed |

Kong Q, Guerreiro SB, Blenkinsop S, Li XF, Fowler HJ (2020) Increases in summertime concurrent drought and heatwave in eastern China. Weather and Climate Extremes 28, 100242
Increases in summertime concurrent drought and heatwave in eastern China.Crossref | GoogleScholarGoogle Scholar |

Lavorel S, Flannigan MD, Lambin EF, Scholes MC (2007) Vulnerability of land systems to fire: Interactions among humans, climate, the atmosphere, and ecosystems. Mitigation and Adaptation Strategies for Global Change 12, 33–53.
Vulnerability of land systems to fire: Interactions among humans, climate, the atmosphere, and ecosystems.Crossref | GoogleScholarGoogle Scholar |

Leonard M, Westra S, Phatak A, Lambert M, van den Hurk B, McInnes K, Risbey J, Schuster S, Jakob D, Stafford-Smith M (2014) A compound event framework for understanding extreme impacts. Wiley Interdisciplinary Reviews: Climate Change 5, 113–128.
A compound event framework for understanding extreme impacts.Crossref | GoogleScholarGoogle Scholar |

Liu JC, Pereira G, Uhl SA, Bravo MA, Bell ML (2015) A systematic review of the physical health impacts from non-occupational exposure to wildfire smoke. Environmental Research 136, 120–132.
A systematic review of the physical health impacts from non-occupational exposure to wildfire smoke.Crossref | GoogleScholarGoogle Scholar | 25460628PubMed |

Liu JC, Mickley LJ, Sulprizio MP, Yue X, Peng RD, Dominici F, Bell ML (2016) Future respiratory hospital admissions from wildfire smoke under climate change in the Western US. Environmental Research Letters 11, 124018
Future respiratory hospital admissions from wildfire smoke under climate change in the Western US.Crossref | GoogleScholarGoogle Scholar |

Liu JC, Wilson A, Mickley LJ, Dominici F, Ebisu K, Wang Y, Sulprizio MP, Peng RD, Yue X, Son JY, Anderson GB, Bell ML (2017) Wildfire-specific fine particulate matter and risk of hospital admissions in urban and rural counties. Epidemiology 28, 77–85.
Wildfire-specific fine particulate matter and risk of hospital admissions in urban and rural counties.Crossref | GoogleScholarGoogle Scholar | 27648592PubMed |

Mazdiyasni O, AghaKouchak A (2015) Substantial increase in concurrent droughts and heatwaves in the United States. Proceedings of the National Academy of Sciences of the United States of America 112, 11484–11489.
Substantial increase in concurrent droughts and heatwaves in the United States.Crossref | GoogleScholarGoogle Scholar | 26324927PubMed |

Moriondo M, Good P, Durao R, Bindi M, Giannakopoulos C, Corte-Real J (2006) Potential impact of climate change on fire risk in the Mediterranean area. Climate Research 31, 85–95.
Potential impact of climate change on fire risk in the Mediterranean area.Crossref | GoogleScholarGoogle Scholar |

Nunes MCS, Vasconcelos MJ, Pereira JMC, Dasgupta N, Alldredge RJ, Rego FC (2005) Land cover type and fire in Portugal: Do fires burn land cover selectively? Landscape Ecology 20, 661–673.
Land cover type and fire in Portugal: Do fires burn land cover selectively?Crossref | GoogleScholarGoogle Scholar |

Nunes SA, Dacamara CC, Turkman KF, Calado TJ, Trigo RM, Turkman MAA (2019) Wildland fire potential outlooks for Portugal using meteorological indices of fire danger. Natural Hazards and Earth System Sciences 19, 1459–1470.
Wildland fire potential outlooks for Portugal using meteorological indices of fire danger.Crossref | GoogleScholarGoogle Scholar |

Oliveira SLJ, Pereira JMC, Carreiras JMB (2012) Fire frequency analysis in Portugal (1975–2005), using Landsat-based burnt area maps. International Journal of Wildland Fire 21, 48–60.
Fire frequency analysis in Portugal (1975–2005), using Landsat-based burnt area maps.Crossref | GoogleScholarGoogle Scholar |

Oliveira M, Delerue-Matos C, Pereira MC, Morais S (2020) Environmental particulate matter levels during 2017 large forest fires and megafires in the center region of Portugal: A public health concern? International Journal of Environmental Research and Public Health 17, 1032
Environmental particulate matter levels during 2017 large forest fires and megafires in the center region of Portugal: A public health concern?Crossref | GoogleScholarGoogle Scholar |

Oliveira S, Gonçalves A, Zêzere JL (2021) Reassessing wildfire susceptibility and hazard for mainland Portugal. Science of the Total Environment 762, 143121–143121.
Reassessing wildfire susceptibility and hazard for mainland Portugal.Crossref | GoogleScholarGoogle Scholar | 33129531PubMed |

Parente J, Pereira MG, Amraoui M, Fischer EM (2018) Heat waves in Portugal: Current regime, changes in future climate and impacts on extreme wildfires. Science of the Total Environment 631–632, 534–549.
Heat waves in Portugal: Current regime, changes in future climate and impacts on extreme wildfires.Crossref | GoogleScholarGoogle Scholar | 29529441PubMed |

Peña-Ortiz C, Barriopedro D, García-Herrera R (2015) Multidecadal variability of the summer length in Europe. Journal of Climate 28, 5375–5388.
Multidecadal variability of the summer length in Europe.Crossref | GoogleScholarGoogle Scholar |

Pereira MG, Trigo RM, Da Camara CC, Pereira JMC, Leite SM (2005) Synoptic patterns associated with large summer forest fires in Portugal. Agricultural and Forest Meteorology 129, 11–25.
Synoptic patterns associated with large summer forest fires in Portugal.Crossref | GoogleScholarGoogle Scholar |

Pereira MG, Caramelo L, Orozco CV, Costa R, Tonini M (2015) Space–time clustering analysis performance of an aggregated dataset: The case of wildfires in Portugal. Environmental Modelling & Software 72, 239–249.
Space–time clustering analysis performance of an aggregated dataset: The case of wildfires in Portugal.Crossref | GoogleScholarGoogle Scholar |

Richardson LA, Champ PA, Loomis JB (2012) The hidden cost of wildfires: Economic valuation of health effects of wildfire smoke exposure in southern California. Journal of Forest Economics 18, 14–35.
The hidden cost of wildfires: Economic valuation of health effects of wildfire smoke exposure in southern California.Crossref | GoogleScholarGoogle Scholar |

Rodrigues M, Jiménez-Ruano A, de la Riva J (2020) Fire regime dynamics in mainland Spain. Part 1: Drivers of change. Science of the Total Environment 721, 135841
Fire regime dynamics in mainland Spain. Part 1: Drivers of change.Crossref | GoogleScholarGoogle Scholar |

Rossiello MR, Szema A (2019) Health Effects of Climate Change-induced Wildfires and Heatwaves. Cureus 11, e4771
Health Effects of Climate Change-induced Wildfires and Heatwaves.Crossref | GoogleScholarGoogle Scholar | 31363452PubMed |

Ruffault J, Moron V, Trigo RM, Curt T (2017) Daily synoptic conditions associated with large fire occurrence in Mediterranean France: evidence for a wind-driven fire regime. International Journal of Climatology 37, 524–533.
Daily synoptic conditions associated with large fire occurrence in Mediterranean France: evidence for a wind-driven fire regime.Crossref | GoogleScholarGoogle Scholar |

Ruffault J, Curt T, Moron V, Trigo R, Mouillot F, Koutsias N, Pimont F, Martin-StPaul N, Barbero R, Dupuy J-L, Russo A, Belhadj-Kheder C (2020) Increased likelihood of heat-induced large wildfires in the Mediterranean Basin. bioRxiv 2020.01.09.896878
Increased likelihood of heat-induced large wildfires in the Mediterranean Basin.Crossref | GoogleScholarGoogle Scholar |

Russo A, Gouveia CM, Páscoa P, DaCamara CC, Sousa PM, Trigo RM (2017) Assessing the role of drought events on wildfires in the Iberian Peninsula Agricultural and Forest Meteorology 237–238, 50–59.
Assessing the role of drought events on wildfires in the Iberian PeninsulaCrossref | GoogleScholarGoogle Scholar |

Russo A, Gouveia CM, Dutra E, Soares PMM, Trigo RM (2019) The synergy between drought and extremely hot summers in the Mediterranean. Environmental Research Letters 14, 014011
The synergy between drought and extremely hot summers in the Mediterranean.Crossref | GoogleScholarGoogle Scholar |

Sánchez-Benítez A, García-Herrera R, Barriopedro D, Sousa PM, Trigo RM (2018) June 2017: The earliest European summer mega-heatwave of reanalysis period. Geophysical Research Letters 45, 1955–1962.
June 2017: The earliest European summer mega-heatwave of reanalysis period.Crossref | GoogleScholarGoogle Scholar |

Seijo F, Gray R (2012) Pre-industrial anthropogenic fire regimes in transition: The case of Spain and its implications for fire governance in Mediterranean-type biomes. Human Ecology Review 19, 58–69.

Shaposhnikov D, Revich B, Bellander T, Bedada GB, Bottai M, Kharkova T, Kvasha E, Lezina E, Lind T, Semutnikova E, Pershagen G (2014) Mortality related to air pollution with the Moscow heat wave and wildfire of 2010. Epidemiology 25, 359–364.
Mortality related to air pollution with the Moscow heat wave and wildfire of 2010.Crossref | GoogleScholarGoogle Scholar | 24598414PubMed |

Sousa PM, Trigo RM, Aizpurua P, Nieto R, Gimeno L, Garcia-Herrera R (2011) Trends and extremes of drought indices throughout the 20th century in the Mediterranean. Natural Hazards and Earth System Sciences 11, 33–51.
Trends and extremes of drought indices throughout the 20th century in the Mediterranean.Crossref | GoogleScholarGoogle Scholar |

Sousa PM, Trigo RM, Pereira MG, Bedia J, Gutiérrez JM (2015) Different approaches to model future burnt area in the Iberian Peninsula. Agricultural and Forest Meteorology 202, 11–25.
Different approaches to model future burnt area in the Iberian Peninsula.Crossref | GoogleScholarGoogle Scholar |

Sousa PM, Barriopedro D, Ramos AM, García-Herrera R, Espírito-Santo F, Trigo RM (2019) Saharan air intrusions as a relevant mechanism for Iberian heatwaves: The record breaking events of August 2018 and June 2019. Weather and Climate Extremes 26, 100224
Saharan air intrusions as a relevant mechanism for Iberian heatwaves: The record breaking events of August 2018 and June 2019.Crossref | GoogleScholarGoogle Scholar |

Sutanto SJ, Vitolo C, Di Napoli C, D’Andrea M, Van Lanen HAJ (2020) Heatwaves, droughts, and fires: Exploring compound and cascading dry hazards at the pan-European scale. Environment International 134, 105276
Heatwaves, droughts, and fires: Exploring compound and cascading dry hazards at the pan-European scale.Crossref | GoogleScholarGoogle Scholar | 31726364PubMed |

Trigo RM, García-Herrera R, Díaz J, Trigo IF, Valente MA (2005) How exceptional was the early August 2003 heatwave in France? Geophysical Research Letters 32, 1–4.
How exceptional was the early August 2003 heatwave in France?Crossref | GoogleScholarGoogle Scholar |

Trigo RM, Pereira JMC, Pereira MG, Mota B, Calado TJ, Dacamara CC, Santo FE (2006a) Atmospheric conditions associated with the exceptional fire season of 2003 in Portugal. International Journal of Climatology 26, 1741–1757.
Atmospheric conditions associated with the exceptional fire season of 2003 in Portugal.Crossref | GoogleScholarGoogle Scholar |

Trigo RM, Pereira JMC, Pereira MG, Mota B, Calado TJ, Dacamara CC, Santo FE (2006b) Atmospheric conditions associated with the exceptional fire season of 2003 in Portugal. International Journal of Climatology 26, 1741–1757.
Atmospheric conditions associated with the exceptional fire season of 2003 in Portugal.Crossref | GoogleScholarGoogle Scholar |

Trigo RM, Sousa PM, Pereira MG, Rasilla D, Gouveia CM (2016) Modelling wildfire activity in Iberia with different atmospheric circulation weather types. International Journal of Climatology 36, 2761–2778.
Modelling wildfire activity in Iberia with different atmospheric circulation weather types.Crossref | GoogleScholarGoogle Scholar |

Turco M, Bedia J, Di Liberto F, Fiorucci P, Von Hardenberg J, Koutsias N, Llasat MC, Xystrakis F, Provenzale A (2016) Decreasing fires in Mediterranean Europe. PLoS One 11, e0150663
Decreasing fires in Mediterranean Europe.Crossref | GoogleScholarGoogle Scholar | 26982584PubMed |

Turco M, Von Hardenberg J, AghaKouchak A, Llasat MC, Provenzale A, Trigo RM (2017) On the key role of droughts in the dynamics of summer fires in Mediterranean Europe. Scientific Reports 7, 81
On the key role of droughts in the dynamics of summer fires in Mediterranean Europe.Crossref | GoogleScholarGoogle Scholar | 28250442PubMed |

Turco M, Jerez S, Augusto S, Tarín-Carrasco P, Ratola N, Jiménez-Guerrero P, Trigo RM (2019) Climate drivers of the 2017 devastating fires in Portugal. Scientific Reports 9, 13886
Climate drivers of the 2017 devastating fires in Portugal.Crossref | GoogleScholarGoogle Scholar | 31601820PubMed |

Urbieta IR, Franquesa M, Viedma O, Moreno JM (2019) Fire activity and burned forest lands decreased during the last three decades in Spain. Annals of Forest Science 76, 90
Fire activity and burned forest lands decreased during the last three decades in Spain.Crossref | GoogleScholarGoogle Scholar |

Vieira I, Russo A, Trigo RM (2020) Identifying local-scale weather forcing conditions favorable to generating Iberia’s largest fires. Forests 11, 547
Identifying local-scale weather forcing conditions favorable to generating Iberia’s largest fires.Crossref | GoogleScholarGoogle Scholar |

Vitolo C, Di Napoli C, Di Giuseppe F, Cloke HL, Pappenberger F (2019) Mapping combined wildfire and heat stress hazards to improve evidence-based decision making. Environment International 127, 21–34.
Mapping combined wildfire and heat stress hazards to improve evidence-based decision making.Crossref | GoogleScholarGoogle Scholar | 30897514PubMed |

Zhang X, Hegerl G, Zwiers FW, Kenyon J (2005) Avoiding Inhomogeneity in Percentile-Based Indices of Temperature Extremes. Journal of Climate 18, 1641–1651.
Avoiding Inhomogeneity in Percentile-Based Indices of Temperature Extremes.Crossref | GoogleScholarGoogle Scholar |

Zscheischler J, Westra S, Van Den Hurk BJJM, Seneviratne SI, Ward PJ, Pitman A, Aghakouchak A, Bresch DN, Leonard M, Wahl T, Zhang X (2018) Future climate risk from compound events. Nature Climate Change 8, 469–477.
Future climate risk from compound events.Crossref | GoogleScholarGoogle Scholar |

Zscheischler J, Martius O, Westra S, Bevacqua E, Raymond C, Horton RM, van den Hurk B, AghaKouchak A, Jézéquel A, Mahecha MD, Maraun D, Ramos AM, Ridder NN, Thiery W, Vignotto E (2020) A typology of compound weather and climate events. Nature Reviews Earth & Environment 1, 333–347.
A typology of compound weather and climate events.Crossref | GoogleScholarGoogle Scholar |