Large wildfires in Northwest Portugal: Exploring spatial patterns between 2001 and 2020, based on Landsat data
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Keywords

Recurrence of fires
Landsat
Land use and land cover
Spatial and temporal patterns

How to Cite

MOURA BATISTA DOS SANTOS, S.; BENTO-GONÇALVES, A.; VIEIRA, A.; TEIXEIRA, G. Large wildfires in Northwest Portugal: Exploring spatial patterns between 2001 and 2020, based on Landsat data. Sociedade & Natureza, [S. l.], v. 35, n. 1, 2023. DOI: 10.14393/SN-v35-2023-68265. Disponível em: https://seer.ufu.br/index.php/sociedadenatureza/article/view/68265. Acesso em: 27 dec. 2024.

Abstract

In recent decades, in several parts of the world and under extreme weather conditions, we have witnessed the occurrence of numerous large-scale wildfires. This reality has also occurred in Portugal, burning thousands of hectares of forest, destroying infrastructures, and causing the regrettable loss of human lives. In view of this worsening panorama, we proceeded to the cartography of lLarge Forest Fires (LFF) in northwestern Portugal (larger than 100 hectares), in the period from 2001 to 2020, from the analysis of Landsat images and using Machine Learning tools and the Random Forest algorithm, in Google Earth Engine work environment. Based on the results obtained, an attempt is made to understand the LFF context in northwestern Portugal, as well as to analyse its spatial distribution and temporal evolution in the period under analysis. The conclusion is that about 158.741 ha burnt at least once and 40.9% of this area was affected by LFF a second time. The year of 2005 recorded the highest value of burnt area (73,025.1 ha). And the maximum recurrence observed, in the study area, was 7 occurrences, with a maximum recurrence of 6 times. The brush is the type of vegetation, in NUTS Ave, Alto Minho and Tâmega and Sousa, which presents more burnt area in LFF, while in Cávado, it is the forests that present the most extensive area covered by LFF. Thus, in 15 years for the study area, the most significant proportion of burnt vegetation corresponds to brush, being only in 5 years, forests were the class of the larger burnt area. In the current context of global changes and with large forest fires increasing in frequency, extent and intensity, its study and its temporal and spatial understanding are crucial, both at the regional and national scales.

https://doi.org/10.14393/SN-v35-2023-68265
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References

AMRAOUI, M.; PEREIRA, M. G.; DACAMARA, C. C.; CALADO, T. J. Atmospheric conditions associated with extreme fire activity in the Western Mediterranean region. Science of The Total Environment, [S. l.], v. 524–525, p. 32–39, 2015. https://doi.org/10.1016/j.scitotenv.2015.04.032

BADIA, A.; SERRA, P.; MODUGNO, S.. Identifying dynamics of fire ignition probabilities in two representative Mediterranean wildland-urban interface areas. Applied Geography, [S. l.], v. 31, n. 3, p. 930–940, 2011. https://doi.org/10.1016/j.apgeog.2011.01.016

BALCH, J. K.; ABATZOGLOU, J. T.; JOSEPH, M. B.; KOONTZ, M. J.; MAHOOD, A. L.; MCGLINCHY, J.; CATTAU, M. E.; WILLIAMS, A. P. Warming weakens the night-time barrier to global fire. Nature, [S. l.], v. 602, n. 7897, p. 442–448, 2022. https://doi.org/10.1038/s41586-021-04325-1

BENTO-GONÇALVES, A. Geografia dos Incêndios em Espaços Silvestres de Montanhas - O caso da Serra da Cabreira. 2006. Universidade do Minho, [S. l.], 2006. Disponível em: https://hdl.handle.net/1822/6508. Acesso em: 15 nov. 2022.

BENTO-GONÇALVES, A. Os Incêndios Florestais em Portugal. Fundação Francisco Manuel dos Santos, 2021. ISBN: 978-989-9004-82-5.

BENTO-GONÇALVES, A. Increasing number of wildfires requires new disaster reduction approach. Breakthrough, [S. l.], 2022 a. Disponível em: https://breakthrough.neliti.com/increasing-number-of-wildfires-requires-new-disaster-reduction-approach/. Acesso em: 20 nov. 2022.

BENTO-GONÇALVES, A. Incêndios rurais – O triste fado português? Fundação Francisco manuel dos Santos, [S. l.], 2022 b. Disponível em: https://www.ffms.pt/pt-pt/atualmentes/incendios-rurais-o-triste-fado-portugues?fbclid=IwAR2hstJhcdvec8oAhMs2vG1bZp2J2DDmoFlMorSIKrCacWCywtlj7QqrvIY. Acesso em: 21 nov. 2022.

BENTO-GONÇALVES, A.; LOURENÇO, L.; SILVA, J. D. Manifestação do risco de incêndio florestal, causas e investigação criminal. Territorium, [S. l.], v. 14, p. 81–87, 2007. https://doi.org/10.14195/1647-7723_14_8 Acesso em: 21 nov. 2022.

BENTO-GONÇALVES, A.; VIEIRA, A. B.; FERREIRA-LEITE, F. Adaptação aos efeitos derivados das alterações climáticas. Guimarães. p. 103, 2011 ISBN: 9789899547049.

BENTO-GONÇALVES, A.; VIEIRA, A.; COSTA, F.; LOURENÇO, L.; FERREIRA-LEITE, F.; MARÇAL, V. Manifestações de Riscos no Noroeste de Portugal - Livro-Guia da Viagem de Estudo do III Congresso Internacional de Riscos. RISCOS-A ed, v.14, p. 81-87, 2007.

BLOEM, S.; CULLEN, A. C.; MEARNS, L. O.; ABATZOGLOU, John T. The Role of International Resource Sharing Arrangements in Managing Fire in the Face of Climate Change. Fire, [S. l.], v. 5, n. 4, p. 88, 2022. https://doi.org/10.3390/fire5040088. Acesso 02 Fev. 2023.

BOTELHO, F.; FERREIRA-LEITE, F.; SILVA, N.; BENTO-GONÇALVES, A. Climatologia sinóptica dos grandes incêndios florestais (>5.000 ha) em Portugal continental. Revista Brasileira de Climatologia, [S. l.], v. 14, 2014. https://doi.org/10.5380/abclima.v14i1.34946

BROWN, A. R.; PETROPOULOS, George P.; FERENTINOS, Konstantinos P. Appraisal of the Sentinel-1 & 2 use in a large-scale wildfire assessment: A case study from Portugal’s fires of 2017. Applied Geography, [S. l.], v. 100, n. August, p. 78–89, 2018. https://doi.org/10.1016/j.apgeog.2018.10.004

COSTA, F. S. A gestão das Águas Públicas — O caso da Bacia Hidrográfica do Rio Ave no período 1902-1973. 2007. Universidade do Minho, [S. l.], 2007. Disponível em: https://hdl.handle.net/1822/8871. Acesso em: 20 nov. 2022.

DAVEAU, S. Mapas Climáticos de Portugal – Nevoeiro, Nebulosidade e Contrastes Térmicos. Memórias n ed., Lisboa. p. 84, 1995.

DE LA BARRERA, F.; BARRAZA, F.; FAVIER, P.; RUIZ, V.; QUENSE, J. Megafires in Chile 2017: Monitoring multiscale environmental impacts of burned ecosystems. Science of The Total Environment, [S. l.], v. 637–638, p. 1526–1536, 2018. https://doi.org/10.1016/j.scitotenv.2018.05.119

DGT. Carta Administrativa Oficial de Portugal (CAOP), 2021. Disponível em: https://www.dgterritorio.gov.pt/. Acesso em: 10 de Jan. 2023.

DGT. Carta de Uso e Ocupação do Solo (COS), 2018. Disponível em: https://www.dgterritorio.gov.pt/. Acesso em: 10 de Jan. 2023.

FERNANDES, P. M. Fire-smart management of forest landscapes in the Mediterranean basin under global change. Landscape and Urban Planning, [S. l.], v. 110, n. 1, p. 175–182, 2013. http://dx.doi.org/10.1016/j.landurbplan.2012.10.014.

FERNANDES, S.; LOURENÇO, L. Grandes incêndios florestais de março, junho e outubro (fora do período crítico) em Portugal continental. Territorium, [S. l.], n. 26(II), p. 15–34, 2018. https://doi.org/10.14195/1647-7723_26-2_2

FERNANDEZ-ANEZ, N. KRASOVSKIY, A., MÜLLER, M. et al. Current Wildland Fire Patterns and Challenges in Europe: A Synthesis of National Perspectives. Air, Soil and Water Research, [S. l.], v. 14, p. 117862212110281, 2021. https://doi.org/10.1177/11786221211028185

FERREIRA-LEITE, F.; BENTO-GONÇALVES, A.; LOURENÇO, L.; ÚBEDA, X.; VIEIRA, A. Grandes Incêndios Florestais em Portugal Continental como resultado das perturbações nos regimes de fogo no mundo Mediterrâneo. Silva Lusitana, [S. l.], v. 21, p. 129–144, 2013a. Disponível em: http://www.scielo.mec.pt/pdf/slu/v21nEspecial/v21a09.pdf. Acesso em: 19 dez. 2022.

FERREIRA-LEITE, F.; BENTO-GONÇALVES, A.; VIEIRA, A. B. Mega-Fires Around the World: A Literature Review. In: Wildland fire: Impacts on forest, woodland, and grassland ecological processes. New York: Nova Science Publishers, 2015. p. 35–112. ISBN: 9781634834087.

FERREIRA-LEITE, F.; BENTO-GONÇALVES, A.; VIEIRA, A.; MARTINS, C. A Recorrência dos Incêndios na Serra da Cabreira (Vieira do Minho, Noroeste de Portugal) como Medida da Manifestação do Risco de Incêndio Florestal. Territorium, [S. l.], v. 17, p. 93–98, 2010. https://doi.org/10.14195/1647-7723_17_9

FERREIRA-LEITE, F.; BENTO-GONÇALVES, A.; VIEIRA, A.; NUNES, A.; LOURENÇO, L. Incidence and recurrence of large forest fires in mainland Portugal. Natural Hazards, [S. l.], v. 84, n. 2, p. 1035–1053, 2016. https://doi.org/10.1007/s11069-016-2474-y

FERREIRA-LEITE, F.; GANHO, N.; BENTO-GONÇALVES, A.; BOTELHO, F. Iberian atmosferic dynamics and large forest fires in mainland Portugal. Agricultural and Forest Meteorology, [S. l.], v. 247, n. September, p. 551–559, 2017. https://doi.org/10.1016/j.agrformet.2017.08.033

FERREIRA-LEITE, F.; LOURENÇO, L.; BENTO-GONÇALVES, A. Large forest fires in mainland Portugal, brief characterization. Méditerranée, [S. l.], n. 121, p. 53–65, 2013b. https://doi.org/10.4000/mediterranee.6863

GANTEAUME, A.; CAMIA, A.; JAPPIOT, M.; SAN-MIGUEL-AYANZ, J.; LONG-FOURNEL, M.; LAMPIN, C. A Review of the Main Driving Factors of Forest Fire Ignition Over Europe. Environmental Management, [S. l.], v. 51, n. 3, p. 651–662, 2013. https://doi.org/10.1007/s00267-012-9961-z

GANTEAUME, A.; JAPPIOT, M. What causes large fires in Southern France. Forest Ecology and Management, [S. l.], v. 294, p. 76–85, 2013. https://doi.org/10.1016/j.foreco.2012.06.055

GOMES, J. F. Forest fires in Portugal: how they happen and why they happen. International Journal of Environmental Studies, [S. l.], v. 63, n. 2, p. 109–119, 2006. https://doi.org/10.1080/00207230500435304

HAWKINS, L. R.; ABATZOGLOU, J. T.; LI, S.; RUPP, D. E. Anthropogenic Influence on Recent Severe Autumn Fire Weather in the West Coast of the United States. Geophysical Research Letters, [S. l.], v. 49, n. 4, 2022. ISSN: 0094-8276. https://doi.org/10.1029/2021GL095496

ICNF. Territórios ardidos. 2022. Disponivel em: https://geocatalogo.icnf.pt/catalogo_tema5.html. Acesso em: 15 dez. 2022.

JONES, M.; ABATZOGLOU, J.; VERAVERBEKE, S.; ANDELA, N.; LASSLOP, G.; FORKEL, M.; SMITH, A.; BURTON, C.; BETTS, R.; VAN DER WERF, G.; SITCH, S.; CANADELL, J.; SANTÍN, C.; KOLDEN, C.; DOERR, S. Global and Regional Trends and Drivers of Fire Under Climate Change. Reviews of Geophysics, [S. l.], v. 60, n. 3, 2022. https://doi.org/10.1029/2020RG000726

KHARUK, V. I.; PONOMAREV, E. I.; IVANOVA, G. A.; DVINSKAYA, M. L.; COOGAN, S. C. P.; FLANNIGAN, M. D. Wildfires in the Siberian taiga. Ambio, [S. l.], v. 50, n. 11, p. 1953–1974, 2021 https://doi.org/10.1007/s13280-020-01490-x

LOPES, L. F.; FERNANDES, P. M.; REGO, F. C.; ACÁCIO, V. Public funding constrains effective postfire emergency restoration in Portugal. Restoration Ecology, [S. l.], 2022. ISSN: 1061-2971. https://doi.org/10.1111/rec.13769

LOURENÇO, L. Aspectos sócio-económicos dos incêndios florestais. In: Manifestações do Risco Dendrocaustológico. [s.l.: s.n.]. p. 373–385, 1991.

LOURENÇO, L. Forest fires in continental PortugalResult of profound alterations in society and territorial consequences. Méditerranée, [S. l.], n. 130, 2018. ISSN: 0025-8296. https://doi.org/10.4000/mediterranee.9958

MANCILLA-RUIZ, D.; BARRERA, F. L.; GONZÁLEZ, S.; HUAICO, A. The Effects of a Megafire on Ecosystem Services and the Pace of Landscape Recovery. Land, [S. l.], v. 10, n. 12, p. 1388, 2021. https://doi.org/10.3390/land10121388

MARTÍNEZ, J.; VEGA-GARCIA, C.; CHUVIECO, E. Human-caused wildfire risk rating for prevention planning in Spain. Journal of Environmental Management, [S. l.], v. 90, n. 2, p. 1241–1252, 2009. https://doi.org/10.1016/j.jenvman.2008.07.005

MENESES, B. M.; REIS, E.; REIS, R. Assessment of the recurrence interval of wildfires in mainland Portugal and the identification of affected LUC patterns. Journal of Maps, [S. l.], v. 14, n. 2, p. 282–292, 2018. https://doi.org/10.1080/17445647.2018.1454351

MIRANDA, B. R.; STURTEVANT, B. R.; STEWART, S. I.; HAMMER, R. B. Spatial and temporal drivers of wildfire occurrence in the context of rural development in northern Wisconsin, USA. International Journal of Wildland Fire, [S. l.], v. 21, n. 2, p. 141, 2012. https://doi.org/10.1071/WF10133

NUNES, A. Regional variability and driving forces behind forest fires in Portugal an overview of the last three decades (1980–2009). Applied Geography, [S. l.], v. 34, n. May 2012, p. 576–586, 2012. https://doi.org/10.1016/j.apgeog.2012.03.002

NUNES, A.; LOURENÇO, L.; MEIRA, A. Exploring spatial patterns and drivers of forest fires in Portugal (1980–2014). Science of the Total Environment, [S. l.], v. 573, p. 1190–1202, 2016. https://doi.org/10.1016/j.scitotenv.2016.03.121

OLIVEIRA, S.; PEREIRA, J.; SAN-MIGUEL-AYANZ, J.; LOURENÇO, L. Exploring the spatial patterns of fire density in Southern Europe using Geographically Weighted Regression. Applied Geography, [S. l.], v. 51, p. 143–157, 2014. https://doi.org/10.1016/j.apgeog.2014.04.002

OLIVEIRA, S.; OEHLER, F.; SAN-MIGUEL-AYANZ, J.; CAMIA, A.; PEREIRA, J. M. C. Modeling spatial patterns of fire occurrence in Mediterranean Europe using Multiple Regression and Random Forest. Forest Ecology and Management, [S. l.], v. 275, p. 117–129, 2012.. https://doi.org/10.1016/j.foreco.2012.03.003

OLIVEIRA, S. L. J.; PEREIRA, J. M. C.; CARREIRAS, J. M. B. Fire frequency analysis in Portugal (1975 - 2005), using Landsat-based burnt area maps. International Journal of Wildland Fire, [S. l.], v. 21, n. 1, p. 48, 2012. https://doi.org/10.1071/WF10131

PARENTE, J.; PEREIRA, M. Structural fire risk: The case of Portugal. Science of the Total Environment, [S. l.], v. 573, p. 883–893, 2016. https://doi.org/10.1016/j.scitotenv.2016.08.164

PARENTE, J.; PEREIRA, M.; AMRAOUI, M.; TEDIM, F. Negligent and intentional fires in Portugal: Spatial distribution characterization. Science of The Total Environment, [S. l.], v. 624, p. 424–437, 2018. https://doi.org/10.1016/j.scitotenv.2017.12.013

PARENTE, J.; PEREIRA, M. G.; TONINI, M. Space-time clustering analysis of wildfires: The influence of dataset characteristics, fire prevention policy decisions, weather and climate. Science of The Total Environment, [S. l.], v. 559, n. June 2018, p. 151–165, 2016. http://dx.doi.org/10.1016/j.scitotenv.2016.03.129.

PAUSAS, J. Changes in Fire and Climate in the Eastern Iberian Peninsula (Mediterranean Basin). Climatic Change, [S. l.], v. 63, n. 3, p. 337–350, 2004. https://doi.org/10.1023/B:CLIM.0000018508.94901.9c

PEREIRA, M.; ARANHA, J.; AMRAOUI, M. Land cover fire proneness in Europe. Forest Systems, [S. l.], v. 23, n. 3, p. 598, 2014. https://doi.org/10.5424/fs/2014233-06115

PEREIRA, M.; CALADO, T.; DACAMARA, C.; CALHEIROS, T. Effects of regional climate change on rural fires in Portugal. Climate Research, [S. l.], v. 57, n. 3, p. 187–200, 2013. https://doi.org/10.3354/cr01176

PEREIRA, M.; TRIGO, R.; DA CAMARA, C.; PEREIRA, J.; LEITE, S. Synoptic patterns associated with large summer forest fires in Portugal. Agricultural and Forest Meteorology, [S. l.], v. 129, n. 1–2, p. 11–25, 2005. https://doi.org/10.1016/j.agrformet.2004.12.007

ROCES‐DÍAZ, J. V; SANTÍN, C.; MARTÍNEZ‐VILALTA, J.; DOERR, S. H. A global synthesis of fire effects on ecosystem services of forests and woodlands. Frontiers in Ecology and the Environment, [S. l.], v. 20, n. 3, p. 170–178, 2022. https://doi.org/10.1002/fee.2349

SÁ, A. C. L.; TURKMAN, M. A. A.; PEREIRA, J. M. C. Exploring fire incidence in Portugal using generalized additive models for location, scale and shape (GAMLSS). Modeling Earth Systems and Environment, [S. l.], v. 4, n. 1, p. 199–220, 2018. https://doi.org/10.1007/s40808-017-0409-6

SANTOS, S.; DUVERGER, S. G.; BENTO-GONÇALVES, A.; FRANCA-ROCHA, W.; VIEIRA, A.; TEIXEIRA, G. Remote Sensing Applications for Mapping Large Wildfires Based on Machine Learning and Time Series in Northwestern Portugal. Fire, [S. l.], v. 6, n. 2, p. 1–25, 2023. https://doi.org/10.3390/fire6020043.

SEBASTIÁN-LÓPEZ, A.; SALVADOR-CIVIL, R.; GONZALO-JIMÉNEZ, J.; SANMIGUEL-AYANZ, J. Integration of socio-economic and environmental variables for modelling long-term fire danger in Southern Europe. European Journal of Forest Research, [S. l.], v. 127, n. 2, p. 149–163, 2008. https://doi.org/10.1007/s10342-007-0191-5

SIMON, M. Burnt area detection at global scale using ATSR-2: The GLOBSCAR products and their qualification. Journal of Geophysical Research, [S. l.], v. 109, n. D14, p. D14S02, 2004. http://doi.wiley.com/10.1029/2003JD003622.

TABOADA, A.; GARCÍA-LLAMAS, P.; FERNÁNDEZ-GUISURAGA, J. M.; CALVO, L. Wildfires impact on ecosystem service delivery in fire-prone maritime pine-dominated forests. Ecosystem Services, [S. l.], v. 50, p. 101334, 2021. https://doi.org/10.1016/j.ecoser.2021.101334

TEDIM, F., LEONE, V., AMRAOUI, M., BOUILLON, C., COUGHLAN, M., DELOGU, G., FERNANDES, P., FERREIRA, C., MCCAFFREY, S., MCGEE, T., PARENTE, J., PATON, D., PEREIRA, M., RIBEIRO, L., VIEGAS, D., XANTHOPOULOS, G. Defining Extreme Wildfire Events: Difficulties, Challenges, and Impacts. Fire, [S. l.], v. 1, n. 1, p. 9, 2018. https://doi.org/10.3390/fire1010009

TEDIM, F.; REMELGADO, R.; MARTINS, J.; CARVALHO, S. The largest forest fires in Por ar size on the comprehen. Journal of Ev«nvironmental Biology, [S. l.], v. 36, n. January, p. 301–307, 2015.

TEDIM, F.; LEONE, V.; COUGHLAN, M.; BOUILLON, C.; XANTHOPOULOS, G.; ROYÉ, D.; CORREIA, F. J. M.; FERREIRA, C. Extreme wildfire events. In: Extreme Wildfire Events and Disasters. [s.l.]: Elsevier, 2020. p. 3–29. https://doi.org/10.1016/B978-0-12-815721-3.00001-1

TEDIM, F.; REMELGADO, R.; BORGES, C.; CARVALHO, S.; MARTINS, J. Exploring the occurrence of mega-fires in Portugal. Forest Ecology and Management, [S. l.], v. 294, p. 86–96, 2013. http://dx.doi.org/10.1016/j.foreco.2012.07.031.

TRIGO, R.; SOUSA, P.; PEREIRA, M.; RASILLA, D.; GOUVEIA, C. Modelling wildfire activity in Iberia with different atmospheric circulation weather types. International Journal of Climatology, [S. l.], v. 36, n. 7, p. 2761–2778, 2013. https://doi.org/10.1002/joc.3749

TYMSTRA, C.; JAIN, P.; FLANNIGAN, M. D. Characterisation of initial fire weather conditions for large spring wildfires in Alberta, Canada. International Journal of Wildland Fire, [S. l.], v. 30, n. 11, p. 823, 2021. https://doi.org/10.1071/WF21045

VIEIRA, A.; BENTO-GONÇALVES, A. Riscos Geomorfológicos no Noroeste de Portugal. Livro Guia da Visita Técnica n 3. Riscos-A ed., Coimbra: Riscos, 2020.

VIEIRA, D. C. S.; BORRELLI, P.; JAHANIANFARD, D.; BENALI, A.; SCARPA, S.; PANAGOS, P. Wildfires in Europe: Burned soils require attention. Environmental Research, [S. l.], v. 217, p. 114936, 2023. https://doi.org/10.1016/j.envres.2022.114936

VILAR, L.; CAMIA, A.; SAN-MIGUEL-AYANZ, J.; MARTÍN, M. Pilar. Modeling temporal changes in human-caused wildfires in Mediterranean Europe based on Land Use-Land Cover interfaces. Forest Ecology and Management, [S. l.], v. 378, p. 68–78, 2016. http://dx.doi.org/10.1016/j.foreco.2016.07.020.

WANG, X.; SWYSTUN, T.; FLANNIGAN, M. D. Future wildfire extent and frequency determined by the longest fire-conducive weather spell. Science of The Total Environment, [S. l.], v. 830, p. 154752, 2022. https://doi.org/10.1016/j.scitotenv.2022.154752

WILLIAMS, J., ALBRIGHT, D, HOFFMANN, A., ERITSOV, A., MOORE, P., MORAIS, J., LEONARD, M., SAN MIGUEL-AYANZ, J., XANTHOPOULOS, G., VAN LIEROP, P. Findings and Implications from a Coarse-Scale Global Assessment of Recent Selected Mega-Fires. In: PROCEEDINGS OF THE 5TH INTERNATIONAL WILDLAND FIRE CONFERENCE, 2011, Anais [...]. [s.l.: s.n.] p. 1–19.

WRIGHT, J. L.; ROY, S. S. Geospatial characteristics of Colorado wildfire occurrences from 2001 to 2020. Remote Sensing Applications: Society and Environment, [S. l.], v. 28, p. 100872, 2022. https://doi.org/10.1016/j.rsase.2022.100872

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