Space-time analysis of the relationship between landslides occurrence, rainfall variability and ENSO in the Tropical Andean Mountain region in Colombia
| dc.contributor.affiliation | Vega, J., Civil engineering Program, School of engineering, Universidad de Medellín, Medellin, 050026, Colombia, Section of Remote Sensing and Geoinformatics, Department of Geodesy, GFZ German Research Centre for Geosciences, Potsdam, 14473, Germany | |
| dc.contributor.affiliation | Barco, J., Environmental engineering Program, School of engineering, Universidad de Medellín, Medellin, 050026, Colombia | |
| dc.contributor.affiliation | Hidalgo, C., Civil engineering Program, School of engineering, Universidad de Medellín, Medellin, 050026, Colombia | |
| dc.contributor.author | Vega J | |
| dc.contributor.author | Barco J | |
| dc.contributor.author | Hidalgo C. | |
| dc.date.accessioned | 2024-07-31T21:07:05Z | |
| dc.date.available | 2024-07-31T21:07:05Z | |
| dc.date.issued | 2024 | |
| dc.description | According to studies by the Intergovernmental Panel on Climate Change (IPCC), tropical mountainous areas are experiencing increasingly unfavorable climatic conditions regarding geohazards due to a heightened occurrence of intense rainfall events. These climatic shifts contribute to heightened geological risks, notably an elevated frequency of landslides, exacerbating the challenges faced by these regions. There is an urgent need to understand and measure how rainfall variability affects geo-hydrological hazards, which remain difficult to determine and predict. The complex and non-linear space-time relationships and dynamics of rainfall, El Niño-Southern Oscillation (ENSO), and landslides in the Tropical Andean Mountain region in Colombia require an adequate analysis and understanding of their link in terms of its spatial and temporal component at different scales. By evaluation in annual, seasonal, and monthly scales, additional insights on the relationships using a wavelet spectral analysis and a space-time permutation scan statistics method using SaTScan™ are provided. In this study, a space-time and frequency analysis of landslides using a 42-year (1981–2022) rainfall and Multivariate ENSO Index v2.0 time series is presented. According to the results, landslides closely aligned with rainfall patterns, exhibiting a bimodal annual cycle. The ENSO added complexity, with La Niña years leading to more frequent landslides throughout the year and El Niño years showing concentrated occurrences in specific months. This study highlights the influence of rainfall patterns and antecedent rainfall on landslide occurrence, the impact of ENSO phases on rainfall and landslides, and the increasing trend of landslides in Colombia. © The Author(s) 2024. | |
| dc.identifier.doi | 10.1007/s10346-024-02225-9 | |
| dc.identifier.instname | instname:Universidad de Medellín | spa |
| dc.identifier.issn | 1612510X | |
| dc.identifier.reponame | reponame:Repositorio Institucional Universidad de Medellín | spa |
| dc.identifier.repourl | repourl:https://repository.udem.edu.co/ | |
| dc.identifier.uri | http://hdl.handle.net/11407/8466 | |
| dc.language.iso | eng | |
| dc.publisher | Springer Science and Business Media Deutschland GmbH | spa |
| dc.publisher.faculty | Facultad de Ingenierías | spa |
| dc.publisher.program | Ingeniería Ambiental | spa |
| dc.publisher.program | Ingeniería Civil | spa |
| dc.relation.isversionof | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85185947775&doi=10.1007%2fs10346-024-02225-9&partnerID=40&md5=3a0f8dba3dc1ea91968c7a232e7bb543 | |
| dc.relation.references | Arias, P.A., Garreaud, R., Poveda, G., Espinoza, J.C., Molina-Carpio, J., Masiokas, M., Viale, M., van Oevelen, P.J., Hydroclimate of the Andes Part II: hydroclimate variability and sub-continental patterns (2021) Front Earth Sci, 8, pp. 1-25. , 2021FrASS..8..1A | |
| dc.relation.references | Aristizábal, E., García-Aristizábal, E., The relationship between rainfall and landslide in the Aburrá Valley, Northern Colombian Andes (2020) SCG-XIII International Symposium on Landslides. Soil Mechanics and Geotechnical engineering (ISSMGE), , June 15th-19th-2020. Cartagena - Colombia | |
| dc.relation.references | Aristizábal, E., Carmona, M.I.A., López, I.K.G., Definition and classification of torrential avenues and their impact in the Colombian Andes (2020) Cuad Geogr Rev Colomb Geogr, 29, pp. 242-258 | |
| dc.relation.references | Aristizabal, E., Garcia, E.F., Marin, R.J., Gomez, F., Guzmán, J., (2022) Rainfall-Intensity Effect on Landslide Hazard Assessment due to Climate Change in North-Western Colombian Andes Revista Facultad De Ingeniería, 103, pp. 51-66. , https://doi.org/10.17533/udea.redin.20201215, Universidad de Antioquia | |
| dc.relation.references | Aristizábal, E., Sánchez, O., Spatial and temporal patterns and the socioeconomic impacts of landslides in the tropical and mountainous Colombian Andes (2020) Disasters, 44, pp. 596-618. , 31310345 | |
| dc.relation.references | Baddoo, T.D., Guan, Y., Zhang, D., Andam-Akorful, S.A., Rainfall variability in the Huangfuchuang watershed and its relationship with ENSO (2015) Water (switzerland), 7, pp. 3243-3262 | |
| dc.relation.references | Bittner, D., engel, M., Wohlmuth, B., Labat, D., Chiogna, G., Temporal scale-dependent sensitivity analysis for hydrological model parameters using the discrete wavelet transform and active subspaces (2021) Water Resour Res, 57, pp. 1-18 | |
| dc.relation.references | Caine, N., The rainfall intensity-duration control of shallow landslides and debris flows (1980) Geogr Ann Ser A, Phys Geogr, 62, pp. 23-27 | |
| dc.relation.references | Cerón, W.L., Andreoli, R.V., Kayano, M.T., Canchala, T., Ocampo-Marulanda, C., Avila-Diaz, A., Antunes, J., Trend pattern of heavy and intense rainfall events in Colombia from 1981–2018: A trend-EOF approach (2022) Atmosphere (Basel) | |
| dc.relation.references | Cullen, C.A., Al Suhili, R., Aristizabal, E., A landslide numerical factor derived from CHIRPS for shallow rainfall triggered landslides in Colombia (2022) Remote Sens | |
| dc.relation.references | Díaz, D., Villegas, N., Wavelet coherence between ENSO indices and two precipitation databases for the Andes region of Colombia (2022) Atmosfera, 35, pp. 237-271 | |
| dc.relation.references | Emberson, R., Kirschbaum, D., Stanley, T., Global connections between El Nino and landslide impacts (2021) Nat Commun, 12, pp. 1-11 | |
| dc.relation.references | Espinoza, J.C., Garreaud, R., Poveda, G., Arias, P.A., Molina-Carpio, J., Masiokas, M., Viale, M., Scaff, L., Hydroclimate of the Andes Part I: main climatic features (2020) Front Earth Sci, 8, pp. 1-20 | |
| dc.relation.references | Fernandes, K., Muñoz, A.G., Ramirez-Villegas, J., Agudelo, D., Llanos-Herrera, L., Esquivel, A., Rodriguez-Espinoza, J., Prager, S.D., Improving seasonal precipitation forecasts for agriculture in the orinoquía Region of Colombia (2020) Weather Forecast, 35, pp. 437-449. , 2020WtFor.35.437F | |
| dc.relation.references | Fuchs, S., Ornetsmüller, C., Totschnig, R., Spatial scan statistics in vulnerability assessment: An application to mountain hazards (2012) Nat Hazards, 64, pp. 2129-2151 | |
| dc.relation.references | Funk, C., Peterson, P., Landsfeld, M., Pedreros, D., Verdin, J., Shukla, S., Husak, G., Michaelsen, J., The climate hazards infrared precipitation with stations - a new environmental record for monitoring extremes (2015) Sci Data, 2, pp. 1-21 | |
| dc.relation.references | Garcia-Delgado, H., Petley, D.N., Bermúdez, M.A., Sepúlveda, S.A., Fatal landslides in Colombia (from historical times to 2020) and their socio-economic impacts (2022) Landslides, 19, pp. 1689-1716 | |
| dc.relation.references | Gariano, S.L., Guzzetti, F., (2022) Mass-Movements and Climate Change, , 2, Treatise on geomorphology, Elsevier Inc | |
| dc.relation.references | Getis, A., Ord, J.K., The analysis of spatial association by use of distance statistics (1992) Geogr Anal, 24, pp. 189-206 | |
| dc.relation.references | Glade, T., Landslide occurrence as a response to land use change: a review of evidence from New Zealand (2003) CATENA, 51, pp. 297-314 | |
| dc.relation.references | Gökkaya, K., Geographic analysis of earthquake damage in Turkey between 1900 and 2012. Geomatics (2016) Nat Hazards Risk, 7, pp. 1948-1961 | |
| dc.relation.references | Gómez, D., García-Aristizábal, E., Aristizábal, E., Spatial and temporal patterns of fatal landslides in Colombia (2021) SCG-XIII International Symposium on Landslides. Soil Mechanics and Geotechnical engineering (ISSMGE, , . June 15th-19th-2020. Cartagena - Colombia | |
| dc.relation.references | Gomez, D., Aristizabal, E., García, E.F., Marín, D., Valencia, S., Mariana, V., Landslides forecasting using satellite rainfall estimations and machine learning in the Colombian Andean region (2023) J South Am Earth Sci | |
| dc.relation.references | Gómez, D., Aristizabal, E., García-Aristizábal, E., Antecedent rainfall influence on landslides in the Colombian Andes (2023) Revista De La Asociación Geológica Argentina, 80 (2). , https://revista.geologica.org.ar/raga/article/view/1658, (a, Mass movements in the Andean Region, 179-194. Retrieved from | |
| dc.relation.references | Gómez, D., García, E.F., Aristizábal, E., Spatial and temporal landslide distributions using global and open landslide databases (2023) Natural Hazards | |
| dc.relation.references | González-García, A.J., Mayorga-Márquez, R., Thresholds for rainfall events that induce landslides in Colombia (2004) Landslides: Evaluation & stabilization, pp. 349-355. , Ehrlich, Lacerda, Fontoura, Sayao, (eds), London-england, Taylor & Francis Group | |
| dc.relation.references | Görüm, T., Fidan, S., Spatiotemporal variations of fatal landslides in Turkey (2021) Landslides, 18, pp. 1691-1705 | |
| dc.relation.references | Grimm, A.M., Tedeschi, R.G., ENSO and extreme rainfall events in South America (2009) J Clim, 22, pp. 1589-1609. , 2009JCli..22.1589G | |
| dc.relation.references | Grimm, A.M., Laureanti, N.C., Rodakoviski, R.B., Gama, C.B., Interdecadal variability and extreme precipitation events in South America during the monsoon season (2016) Clim Res, 68, pp. 277-294 | |
| dc.relation.references | Guzzetti, F., Peruccacci, S., Rossi, M., Stark, C.P., The rainfall intensity-duration control of shallow landslides and debris flows: an update (2008) Landslides, 5, pp. 3-17 | |
| dc.relation.references | Hanley, D.E., Bourassa, M.A., O’Brien, J.J., Smith, S.R., Spade, E.R., A quantitative evaluation of ENSO indices (2003) J Clim, 16, pp. 1249-1258. , 2003JCli..16.1249H | |
| dc.relation.references | Haque, U., Blum, P., da Silva, P.F., Andersen, P., Pilz, J., Chalov, S.R., Malet, J.P., Keellings, D., Fatal landslides in Europe (2016) Landslides, 13, pp. 1545-1554 | |
| dc.relation.references | Hoyos, N., Escobar, J., Restrepo, J.C., Arango, A.M., Ortiz, J.C., Impact of the 2010–2011 La Niña phenomenon in Colombia, South America: the human toll of an extreme weather event (2013) Appl Geogr, 39, pp. 16-25 | |
| dc.relation.references | Hoyos, C.D., Ceballos, L.I., Pérez-Carrasquilla, J.S., Sepulveda, J., López-Zapata, S.M., Zuluaga, M.D., Velasquez, N., Zapata, M., Meteorological conditions leading to the 2015 Salgar flash flood: lessons for vulnerable regions in tropical complex terrain (2019) Nat Hazards Earth Syst Sci, 19, pp. 2635-2665. , 2019NHESS.19.2635H | |
| dc.relation.references | Hungr, O., Leroueil, S., Picarelli, L., The Varnes classification of landslide types, an update (2014) Landslides, 11, pp. 167-194 | |
| dc.relation.references | Kirschbaum, D., Stanley, T., Zhou, Y., Spatial and temporal analysis of a global landslide catalog (2015) Geomorphology, 249, pp. 4-15. , 2015Geomo.249..4K | |
| dc.relation.references | Klimeš, J., Escobar, V.R., A landslide susceptibility assessment in urban areas based on existing data: an example from the Iguaná Valley, Medellín City (2010) Colombia Nat Hazards Earth Syst Sci, 10, pp. 2067-2079. , 2010NHESS.10.2067K | |
| dc.relation.references | Kulldorff, M., Heffernan, R., Hartman, J., Assunção, R., Mostashari, F., A space-time permutation scan statistic for disease outbreak detection (2005) PLoS Med, 2, pp. 0216-0224 | |
| dc.relation.references | Kulldorff, M., A spatial scan statistic (1997) Commun Stat Theory Methods, 26, pp. 1481-1496. , 1456844 | |
| dc.relation.references | Lambin, E.F., Geist, H.J., Regional differences in tropical deforestation (2003) Environment, 45, pp. 22-36 | |
| dc.relation.references | Le, T.-P., Use of the Morlet mother wavelet in the frequency-scale domain decomposition technique for the modal identification of ambient vibration responses (2017) Mech Syst Signal Process, 95, pp. 488-505. , 2017MSSP..95.488L | |
| dc.relation.references | López-Bermeo, C., Montoya, R.D., Caro-Lopera, F.J., Díaz-García, J.A., Validation of the accuracy of the CHIRPS precipitation dataset at representing climate variability in a tropical mountainous region of South America (2022) Phys Chem Earth | |
| dc.relation.references | Mahmood, A., Masood, T., Khan, A., Adeem, N., Pakistan, F., Relationship between El Nino and summer monsoon rainfall over Pakistan (2006) Pakistan J Mar Sci, 15, pp. 161-178 | |
| dc.relation.references | Maraun, D., Kurths, J., Cross wavelet analysis: significance testing and pitfalls (2004) Nonlinear Process Geophys, 11, pp. 505-514. , 2004NPGeo.11.505M | |
| dc.relation.references | Mesa, O., Urrea, V., Ochoa, A., Trends of hydroclimatic intensity in Colombia (2021) Climate | |
| dc.relation.references | Moreiras, S.M., Climatic effect of ENSO associated with landslide occurrence in the Central Andes, Mendoza Province, Argentina (2005) Landslides, 2, pp. 53-59 | |
| dc.relation.references | Moreno, H.A., Vélez, M.V., Montoya, J.D., Rhenals Garrido, R.L., La lluvia y los deslizamientos de tierra en Antioquia: análisis de su ocurrencia en las escalas interanual, intraanual y diaria (2006) Rev EIA, 5, pp. 59-69 | |
| dc.relation.references | Mtibaa, S., Tsunetaka, H., Reveal the relation between spatial patterns of rainfall return levels and landslide density (2023) Earth Surf Dynam, 11, pp. 461-474. , 2023ESuD..11.461M | |
| dc.relation.references | Naranjo Bedoya, K., Aristizábal Giraldo, E.V., Morales Rodelo, J.A., Influencia del ENSO en la variabilidad espacial y temporal de la ocurrencia de movimientos en masa detonados por lluvias en la región Andina (2019) Ingeniería y Ciencia | |
| dc.relation.references | Nicholls, N., El Niño-Southern Oscillation and Rainfall Variability (1988) J Clim, 1, pp. 418-421. , 1988JCli..1.418N | |
| dc.relation.references | Ocampo-Marulanda, C., Fernández-Álvarez, C., Cerón, W.L., Canchala, T., Carvajal-Escobar, Y., Alfonso-Morales, W., A spatiotemporal assessment of the high-resolution CHIRPS rainfall dataset in southwestern Colombia using combined principal component analysis (2022) Ain Shams eng J, 13 | |
| dc.relation.references | Ojeda, J., Donnelly, L., Landslides in Colombia and their impact on towns and cities (2006) IAEG, 2006 (112), pp. 103-122 | |
| dc.relation.references | Ortiz-Giraldo, L., Botero, B.A., Vega, J., An integral assessment of landslide dams generated by the occurrence of rainfall-induced landslide and debris flow hazard chain (2023) Front Earth Sci, 11, pp. 1-19 | |
| dc.relation.references | Ozturk, U., Bozzolan, E., Holcombe, E.A., Shukla, R., Pianosi, F., Wagener, T., How climate change and unplanned urban sprawl bring more landslides (2022) Nature, 608, pp. 262-265. , –,., https:// | |
| dc.relation.references | Petley, D., The global occurrence of fatal landslides in 2007 (2008) International Conference on management of landslide hazard in the Asia-Pacific region, pp. 590-600. , Tokyo, Japan, Japan Landslide Society | |
| dc.relation.references | Poveda, G., Álvarez, D.M., Rueda, Ó.A., Hydro-climatic variability over the Andes of Colombia associated with ENSO: a review of climatic processes and their impact on one of the Earth’s most important biodiversity hotspots (2011) Clim Dyn, 36, pp. 2233-2249 | |
| dc.relation.references | Poveda, G., Jaramillo, L., Vallejo, L.F., Seasonal precipitation patterns along pathways of South American low-level jets and aerial rivers (2014) Water Resour Res, 50, pp. 98-118. , 2014WRR..50..98P | |
| dc.relation.references | Poveda, G., Mesa, O.J., Agudelo, P.A., Álvarez, J.F., Arias, P.A., Moreno, H.A., Viera, S.C., Diagnóstico del ciclo diurno de precipitación en los Andes tropicales de Colombia (2002) Memorias XX Congreso Latinoamericano De Hidráulica | |
| dc.relation.references | Ramos-Cañón, A.M., Prada-Sarmiento, L.F., Trujillo-Vela, M.G., Macías, J.P., Santos-R, A.C., Linear discriminant analysis to describe the relationship between rainfall and landslides in Bogotá, Colombia (2016) Landslides, 13, pp. 671-681 | |
| dc.relation.references | Rathinasamy, M., Khosa, R.J.A., Sudheer, C., Partheepan, G., Anand, A., Narsimlu, B., Wavelet-based multiscale performance analysis: An approach to assess and improve hydrological models (2014) Water Resour Res, 50, pp. 9721-9737. , 2014WRR..50.9721R | |
| dc.relation.references | Rhif, M., Abbes, A.B., Farah, I.R., Martínez, B., Sang, Y., Wavelet transform application for/in non-stationary time-series analysis: A review (2019) Appl Sci, 9, pp. 1-22 | |
| dc.relation.references | Ruiz, N., El desplazamiento forzado en Colombia: una revisión histórica y demográfica (2011) Estud Demogr Urbanos Col Mex, 26, pp. 141-177 | |
| dc.relation.references | Salas, H.D., Poveda, G., Mesa, Ó.J., Marwan, N., Generalized synchronization between ENSO and hydrological variables in Colombia: a recurrence quantification approach (2020) Front Appl Math Stat, 6, pp. 1-20 | |
| dc.relation.references | Sang, Y.F., A review on the applications of wavelet transform in hydrology time series analysis (2013) Atmos Res, 122, pp. 8-15 | |
| dc.relation.references | Sang, Y.F., Wang, D., Wu, J.C., Zhu, Q.P., Wang, L., Wavelet-based analysis on the complexity of hydrologic series data under multi-temporal scales (2011) Entropy, 13, pp. 195-201. , 2011Entrp.13.195S | |
| dc.relation.references | Sang, Y.F., Wang, D., Wu, J.C., Zhu, Q.P., Wang, L., Analyse par ondelettes continues améliorée de la variation de la période principale de séries hydrologiques (2013) Hydrol Sci J, 58, pp. 118-132 | |
| dc.relation.references | Sepúlveda, S.A., Petley, D.N., Regional trends and controlling factors of fatal landslides in Latin America and the Caribbean (2015) Nat Hazards Earth Syst Sci, 15, pp. 1821-1833. , 2015NHESS.15.1821S | |
| dc.relation.references | Suhaila, J., Functional data visualization and outlier detection on the anomaly of El Niño southern oscillation (2021) Climate | |
| dc.relation.references | Tonini, M., Cama, M., Spatio-temporal pattern distribution of landslides causing damage in Switzerland (2019) Landslides, 16, pp. 2103-2113 | |
| dc.relation.references | Tonini, M., Pedrazzini, A., Penna, I., Jaboyedoff, M., Spatial pattern of landslides in Swiss Rhone Valley (2014) Nat Hazards, 73, pp. 97-110 | |
| dc.relation.references | Tonini, M., Pecoraro, G., Romailler, K., Calvello, M., Spatio-temporal cluster analysis of recent Italian landslides (2022) Georisk, 16, pp. 536-554 | |
| dc.relation.references | Torrence, C., Compo, G.P., A practical guide to wavelet analysis (1998) Bull Am Meteorol Soc, 79, pp. 61-78. , 1998BAMS..79..61T | |
| dc.relation.references | Trenberth, K.E., Changes in precipitation with climate change (2011) Clim Res, 47, pp. 123-138 | |
| dc.relation.references | Urrea, V., Ochoa, A., Mesa, O., Seasonality of rainfall in Colombia (2019) Water Resour Res, 55 (5), pp. 4149-4162. , 2019WRR..55.4149U | |
| dc.relation.references | Urrea, V., Ochoa, A., Mesa, O., Validación de la base de datos de precipitación CHIRPS para Colombia a escala diaria, mensual y anual en el período 1981–2014 (2016) XXVII Congr Latinoam Hidráulica, p. 11 | |
| dc.relation.references | Vega, J., Sepúlveda-Murillo, F.H., Parra, M., Landslide modeling in a tropical mountain basin using machine learning algorithms and Shapley additive explanations (2023) Air, Soil Water Res, 16, p. 1 | |
| dc.relation.references | Vega, J.A., Hidalgo, C.A., Quantitative risk assessment of landslides triggered by earthquakes and rainfall based on direct costs of urban buildings (2016) Geomorphology, 273, pp. 217-235. , 2016Geomo.273.217V | |
| dc.relation.references | Vega, J., Hidalgo, C., Comparison study of a landslide - event hazard mapping using a multi - approach of fuzzy logic, TRIGRS model, and support vector machine in a data - scarce Andes Mountain region (2023) Arab J Geosci, 16 (527), pp. 1-26 | |
| dc.relation.references | Velásquez, N., Hoyos, C.D., Vélez, J.I., Zapata, E., Reconstructing the 2015 Salgar flash flood using radar retrievals and a conceptual modeling framework in an ungauged basin (2020) Hydrol Earth Syst Sci, 24, pp. 1367-1392. , –,., https:// | |
| dc.relation.references | Wolter, K., Timlin, M.S., Monitoring ENSO in COADS with a seasonally adjusted principal component index (1993) Proc. of the 17Th Climate Diagnostics Workshop | |
| dc.relation.references | Wolter, K., Timlin, M.S., Measuring the strength of ENSO - how does 1997/98 rank? (1998) Weather, 53, pp. 315-324. , 1998Wthr..53.315W | |
| dc.relation.references | Wolter, K., Timlin, M.S., El Niño/Southern Oscillation behaviour since 1871 as diagnosed in an extended multivariate ENSO index (MEI.ext) (2011) Int J Climatol, 31, pp. 1074-1087 | |
| dc.relation.references | (2012) Análisis De La gestión Del Riesgo De Desastres En Colombia: Un Aporte Para La construcción De políticas públicas. Sist Nac Inf Para La Gestión Del Riesgo Desastr. Bogotá, Colombia, p. 436. , Banco Mundial, il. 333.3109861/A56 | |
| dc.relation.references | Xu, Z., Takeuchi, K., Ishidaira, H., Correlation between El Niño-Southern Oscillation (ENSO) and precipitation in South-east Asia and the Pacific region (2004) Hydrol Process, 18, pp. 107-123. , 2004HyPr..18.107X | |
| dc.relation.references | Yun, K.S., Lee, J.Y., Timmermann, A., Stein, K., Stuecker, M.F., Fyfe, J.C., Chung, E.S., Increasing ENSO–rainfall variability due to changes in future tropical temperature–rainfall relationship (2021) Commun Earth Environ, 2, pp. 4-10 | |
| dc.relation.references | Zaveri, E., Russ, J., Damania, R., Rainfall anomalies are a significant driver of cropland expansion (2020) Proc Natl Acad Sci U S A, 117, pp. 10225-10233. , 2020PNAS.11710225Z, 32341152, 7229679 | |
| dc.relation.references | Zhao, B., Dai, Q., Han, D., Dai, H., Mao, J., Zhuo, L., Antecedent wetness and rainfall information in landslide threshold definition (2019) Hydrol Earth Syst Sci Discuss, pp. 1-26. , https://doi.org/10.5194/hess-2019-150 | |
| dc.rights.accessrights | info:eu-repo/semantics/restrictedAccess | |
| dc.source | Landslides | |
| dc.source | Landslides | |
| dc.source | Scopus | |
| dc.subject | Colombia | eng |
| dc.subject | ENSO | eng |
| dc.subject | Landslides | eng |
| dc.subject | Rainfall variability | eng |
| dc.subject | SaTScan | eng |
| dc.subject | Wavelet spectral analysis | eng |
| dc.subject | Atmospheric pressure | eng |
| dc.subject | Climate change | eng |
| dc.subject | Landslides | eng |
| dc.subject | Lanthanum | eng |
| dc.subject | Multivariant analysis | eng |
| dc.subject | Rain | eng |
| dc.subject | Time series analysis | eng |
| dc.subject | Tropics | eng |
| dc.subject | Wavelet analysis | eng |
| dc.subject | Colombia | eng |
| dc.subject | El Nino southern oscillation | eng |
| dc.subject | Intergovernmental panel on climate changes | eng |
| dc.subject | Mountain regions | eng |
| dc.subject | Rainfall patterns | eng |
| dc.subject | Rainfall variability | eng |
| dc.subject | Satscan | eng |
| dc.subject | Space time analysis | eng |
| dc.subject | Spacetime | eng |
| dc.subject | Wavelet spectral analyse | eng |
| dc.subject | Spectrum analysis | eng |
| dc.title | Space-time analysis of the relationship between landslides occurrence, rainfall variability and ENSO in the Tropical Andean Mountain region in Colombia | eng |
| dc.type | article | |
| dc.type.local | Artículo | spa |
| dc.type.version | info:eu-repo/semantics/publishedVersion |
