Adjei KA, Ren L, Appiah-Adjei EK, Odai SN (2014) Application of satellite-derived rainfall for hydrological modelling in the data-scarce Black Volta trans-boundary basin. Hydrol Res 46:777–791. https://doi.org/10.2166/nh.2014.111
Article
Google Scholar
AghaKouchak A, Farahmand A, Melton FS, Teixeira J, Anderson MC, Wardlow BD, Hain CR (2015) Remote sensing of drought: Progress, challenges and opportunities. Rev Geophys 53:2014RG000456. https://doi.org/10.1002/2014RG000456
Article
Google Scholar
Alvarez MS, Vera CS, Kiladis GN, Liebmann B (2016) Influence of the Madden Julian Oscillation on precipitation and surface air temperature in South America. Clim Dyn 46:245–262. https://doi.org/10.1007/s00382-015-2581-6
Article
Google Scholar
Asadullah A, McIntyre N, Kigobe MAX (2008) Evaluation of five satellite products for estimation of rainfall over Uganda / Evaluation de cinq produits satellitaires pour l'estimation des précipitations en Ouganda. Hydrol Sci J 53:1137–1150. https://doi.org/10.1623/hysj.53.6.1137
Article
Google Scholar
Belmonte AC, Beltran FS (2001) Flood events in Mediterranean ephemeral streams (ramblas) in Valencia region, Spain. Catena:229–249
Benabdelouahab T, Lebrini Y, Boudhar A, Hadria R, Htitiou A, Lionboui H (2019) Monitoring spatial variability and trends of wheat grain yield over the main cereal regions in Morocco: a remote-based tool for planning and adjusting policies. Geocarto Int:1, 20. https://doi.org/10.1080/10106049.2019.1695960
Benhamrouche A, Martin-Vide J (2017) Évolutions de la concentration des précipitations journalières sur les littoraux du bassin méditerranéen occidental (1951–2010). Physio-Géo:107–127
Benhamrouche A, Boucherf D, Hamadache R, Bendahmane L, Martín Vide J, Teixeira Nery J (2015) Spatial distribution of the daily precipitation concentration index in Algeria. Nat Hazards Earth Syst Sci 15(3):617–625
Article
Google Scholar
Boudhar A et al (2020) Hydrological response to snow cover changes using remote sensing over the Oum Er Rbia Upstream Basin, Morocco. In: Mapping and spatial analysis of socio-economic and environmental indicators for sustainable development. Springer, Berlin, pp 95–102
Chapter
Google Scholar
Da Silva RM, Santos CA, Moreira M, Corte-Real J, Silva VC, Medeiros IC (2015) Rainfall and river flow trends using Mann–Kendall and Sen’s slope estimator statistical tests in the Cobres River basin. Nat Hazards 77:1205–1221
Article
Google Scholar
Diem JE, Hartter J, Ryan SJ, Palace MW (2014) Validation of Satellite Rainfall Products for Western Uganda. J Hydrometeorol 15:2030–2038. https://doi.org/10.1175/jhm-d-13-0193.1
Article
Google Scholar
Dinku T, Ceccato P, Grover-Kopec E, Lemma M, Connor SJ, Ropelewski CF (2007) Validation of satellite rainfall products over East Africa's complex topography. Int J Remote Sens 28:1503–1526. https://doi.org/10.1080/01431160600954688
Article
Google Scholar
Dinku T, Funk C, Peterson P, Maidment R, Tadesse T, Gadain H, Ceccato P (2018) Validation of the CHIRPS satellite rainfall estimates over eastern Africa. Q J R Meteorol Soc 144:292–312. https://doi.org/10.1002/qj.3244
Article
Google Scholar
Domínguez-Castro F et al (2018) Mapping seasonal and annual extreme precipitation over the Peruvian Andes. Int J Climatol 38:5459–5475. https://doi.org/10.1002/joc.5739
Article
Google Scholar
Driouech F (2010) Distribution des précipitations hivernales sur le Maroc dans le cadre d'un changement climatique: descente d'échelle et incertitudes. INPT
Filahi S, Tanarhte M, Mouhir L, El Morhit M, Tramblay Y (2016) Trends in indices of daily temperature and precipitations extremes in Morocco. Theor Appl Climatol 124:959–972
Article
Google Scholar
Gadouali F, Messouli M (2020) Evaluation of multiple satellite-derived rainfall products over Morocco. Int J Hydrol Sci Technol 10:72–89. https://doi.org/10.1504/IJHST.2020.104988
Article
Google Scholar
Gaume E, Bouvier C (2004) Analyse hydro-pluviométrique des crues du Gard et du Vidourle des 8 et 9 septembre 2002 La Houille Blanche, pp 99–106
Gaume E, Borga M, Llassat MC, Maouche S, Lang M, Diakakis M (2016) Mediterranean extreme floods and flash floods
Getirana ACV (2010) Integrating spatial altimetry data into the automatic calibration of hydrological models. J Hydrol 387:244–255. https://doi.org/10.1016/j.jhydrol.2010.04.013
Article
Google Scholar
Gocic M, Trajkovic S (2013) Analysis of changes in meteorological variables using Mann-Kendall and Sen's slope estimator statistical tests in Serbia. Glob Planet Chang 100:172–182
Article
Google Scholar
Goubanova K, Li L (2007) Extremes in temperature and precipitation around the Mediterranean basin in an ensemble of future climate scenario simulations. Glob Planet Chang 57:27–42
Article
Google Scholar
Guhathakurta P, Sreejith OP, Menon PA (2011) Impact of climate change on extreme rainfall events and flood risk in India. J Earth Syst Sci 120:359. https://doi.org/10.1007/s12040-011-0082-5
Article
Google Scholar
Hadria R, Benabdelouahab T, Mahyou H, Balaghi R, Bydekerke L, El Hairech T, Ceccato P (2018) Relationships between the three components of air temperature and remotely sensed land surface temperature of agricultural areas in Morocco. Int J Remote Sens 39:356–373. https://doi.org/10.1080/01431161.2017.1385108
Article
Google Scholar
Hadria R et al (2019) Combining use of TRMM and ground observations of annual precipitations for meteorological drought trends monitoring in Morocco. Am J Remote Sens 7:25–34. https://doi.org/10.11648/j.ajrs.20190702.11
Article
Google Scholar
Hipel KW, McLeod AI (1994) Time series modelling of water resources and environmental systems. Elsevier
Kendall M (1975) Rank correlation methods, Charles griffin, London (1975) Google Scholar
Khomsi K, Mahe G, Tramblay Y, Sinan M, Snoussi M (2015) Trends in rainfall and temperature extremes in Morocco. Nat Hazards Earth Syst Sci Discuss 3
Kyselý J, Beguería S, Beranová R, Gaál L, López-Moreno JI (2012) Different patterns of climate change scenarios for short-term and multi-day precipitation extremes in the Mediterranean. Glob Planet Chang 98:63–72
Article
Google Scholar
Lionboui H, Benabdelouahab T, Hasib A, Elame F, Boulli A (2018a) Dynamic agro-economic modeling for sustainable water resources management in arid and semi-arid areas. In: Hussain CM (ed) Handbook of environmental materials management. Springer International Publishing, Cham, pp 1–26. https://doi.org/10.1007/978-3-319-58538-3_114-1
Chapter
Google Scholar
Lionboui H, Benabdelouahab T, Hasib A, Elame F, Boulli A, Hussain CM (2018b) Handbook of environmental materials management vol null.
Llasat MC et al (2010) High-impact floods and flash floods in Mediterranean countries: the FLASH preliminary database. Adv Geosci 23:47–55
Article
Google Scholar
Mann HB (1945) Nonparametric tests against trend Econometrica. J Econ Soc:245–259
Martinez- Casasnovas JA, Ramos MC, Ribes-Dasi M (2002) Soil erosion caused by extreme rainfall events: mapping and quantification in agricultural plots from very detailed digital elevation models. Geoderma 105:125–140. https://doi.org/10.1016/S0016-7061(01)00096-9
Article
Google Scholar
Martin-Vide J (2004) Spatial distribution of a daily precipitation concentration index in peninsular Spain. Int J Climatol 24:959–971
Article
Google Scholar
Martin-Vide J, Lopez-Bustins JA (2006) The western Mediterranean oscillation and rainfall in the Iberian Peninsula. Int J Climatol 26:1455–1475
Article
Google Scholar
Mathbout S, Lopez-Bustins JA, Royé D, Martin-Vide J, Benhamrouche A (2019) Spatiotemporal variability of daily precipitation concentration and its relationship to teleconnection patterns over the Mediterranean during 1975–2015. Int J Climatol
Mathbout S, Lopez-Bustins JA, Royé D, Martin-Vide J, Benhamrouche A (2020) Spatiotemporal variability of daily precipitation concentration and its relationship to teleconnection patterns over the Mediterranean during 1975–2015. Int J Climatol:40, 1435–1455
Michiels P, Gabriels D, Hartmann R (1992) Using the seasonal and temporal Precipitation concentration index for characterizing the monthly rainfall distribution in Spain. Catena 19:43–58. https://doi.org/10.1016/0341-8162(92)90016-5
Article
Google Scholar
Mirza MMQ (2003) Climate change and extreme weather events: can developing countries adapt? Clim Pol 3:233–248
Article
Google Scholar
Monjo R, Martin-Vide J (2016) Daily precipitation concentration around the world according to several indices. Int J Climatol 36:3828–3838
Article
Google Scholar
Novella NS, Thiaw WM (2013) African rainfall climatology version 2 for famine early warning systems. J Appl Meteorol Climatol 52:588–606. https://doi.org/10.1175/jamc-d-11-0238.1
Article
Google Scholar
Oualkacha L, Stour L, Agoumi A, Kettab A (2017) Climate change impacts in the Maghreb region: status and prospects of the water resources. In: Water and Land Security in Drylands. Springer, Berlin, pp 17–25
Chapter
Google Scholar
Ouatiki H et al. (2017) Evaluation of TRMM 3B42 V7 rainfall product over the Oum Er Rbia watershed in Morocco. climate 5:1
Ouatiki H, Boudhar A, Ouhinou A, Arioua A, Hssaisoune M, Bouamri H, Benabdelouahab T (2019) Trend analysis of rainfall and drought over the Oum Er-Rbia River basin in Morocco during 1970–2010 Arabian. J Geosci 12:128. https://doi.org/10.1007/s12517-019-4300-9
Article
Google Scholar
Ouyang Q, Lu W, Xin X, Zhang Y, Cheng W, Yu T (2016) Monthly rainfall forecasting using EEMD-SVR based on phase-space reconstruction. Water Resour Manag 30:2311–2325
Article
Google Scholar
Pachauri RK et al (2014) Climate change 2014: synthesis report. In: Contribution of working groups I, II and III to the fifth assessment report of the Intergovernmental Panel on Climate Change. IPCC, Geneva
Google Scholar
Quintana-Seguí P, Habets F, Martin E (2011) Comparison of past and future Mediterranean high and low extremes of precipitation and river flow projected using different statistical downscaling methods. Nat Hazards Earth Syst Sci 11:1411
Article
Google Scholar
Rana G, Katerji N (2000) Measurement and estimation of actual evapotranspiration in the field under Mediterranean climate: a review. Eur J Agron 13:125–153
Article
Google Scholar
Salhi A, Benabdelouahab S (2017) Etude hydrogéologique de la nappe alluviale de Ghis-Nekor (Maroc). Noor Publishing, Alemagne
Google Scholar
Salhi A, Martin-Vide J, Benhamrouche A, Benabdelouahab S, Himi M, Benabdelouahab T, Casas Ponsati A (2019) Rainfall distribution and trends of the daily precipitation concentration index in northern Morocco: a need for an adaptive environmental policy SN. Appl Sci 1:277. https://doi.org/10.1007/s42452-019-0290-1
Article
Google Scholar
Salhi A, Benabdelouahab T, Martin-Vide J, Okacha A, el Hasnaoui Y, el Mousaoui M, el Morabit A, Himi M, Benabdelouahab S, Lebrini Y, Boudhar A, Casas PA (2020) Bridging the gap of perception is the only way to align soil protection actions. Sci Total Environ 718:137421. https://doi.org/10.1016/j.scitotenv.2020.137421
Article
Google Scholar
Sen PK (1968) Estimates of the regression coefficient based on Kendall's tau. J Am Stat Assoc 63:1379–1389
Article
Google Scholar
Serrano-Notivoli R et al (2018) Spatio-temporal variability of daily precipitation concentration in Spain based on a high-resolution gridded data set. Int J Climatol 38:e518–e530
Article
Google Scholar
Sowers J, Vengosh A, Weinthal E (2011) Climate change, water resources, and the politics of adaptation in the Middle East and North Africa. Clim Chang 104:599–627
Article
Google Scholar
Stour L, Agoumi A (2008) Sécheresse climatique au Maroc durant les dernières décennies. Hydroécologie Appliquée 16:215–232
Article
Google Scholar
Strohmeier S et al (2019) Surface runoff and drought assessment using global water resources datasets-from oum er rbia basin to the moroccan country scale. Water Resour Manag:1–17
UNISDR C (2015) The human cost of natural disasters: A global perspective
Yao Y, Liu J, Wang Z, Wei X, Zhu H, Fu W, Shao M (2020) Responses of soil aggregate stability, erodibility and nutrient enrichment to simulated extreme heavy rainfall. Sci Total Environ 709:136150. https://doi.org/10.1016/j.scitotenv.2019.136150
Article
Google Scholar
Yue S, Pilon P, Cavadias G (2002) Power of the Mann–Kendall and Spearman's rho tests for detecting monotonic trends in hydrological series. J Hydrol 259:254–271
Article
Google Scholar