Abatzoglou JT, Dobrowski SZ, Parks SA, Hegewisch KC (2018) TerraClimate, a high-resolution global dataset of monthly climate and climatic water balance from 1958 to 2015. Sci Data 5(1):1–12
Article
Google Scholar
Alexakis DD, Hadjimitsis DG, Agapiou A (2013) Integrated use of remote sensing, GIS and precipitation data for the assessment of soil erosion rate in the catchment area of “Yialias” in Cyprus. Atmos Res 131:108–124
Article
Google Scholar
Astuti IS, Sahoo K, Milewski A, Mishra DR (2019) Impact of land use land cover (LULC) change on surface runoff in an increasingly urbanized tropical watershed. Water Resour Manage 33(12):4087–4103
Article
Google Scholar
Bappenas (2012) Analisis perubahan penggunaan lahan di ekosistem DAS dalam menunjang ketahanan air dan ketahanan pangan paangan. Studi Kasus DAS Brantas. Direktorat Kehutanan dan Konservasi Sumberdaya Air. Bappenas. Jakarta.
Barros VR, Field CB, Dokken DJ, Mastrandrea MD, Mach KJ, Bilir TE, Chatterjee M, Ebi KL, Estrada YO, Genova RC (2014) Climate change 2014 impacts, adaptation, and vulnerability Part B: regional aspects: working group II contribution to the fifth assessment report of the intergovernmental panel on climate change. In: Climate Change 2014: Impacts, Adaptation and Vulnerability: Part B: Regional Aspects: Working Group II Contribution to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, pp 1–1820
Bartley R, Roth CH, Ludwig J, McJannet D, Liedloff A, Corfield J, Hawdon A, Abbott B (2006) Runoff and erosion from Australia’s tropical semi-arid rangelands: influence of ground cover for differing space and time scales. Hydrol Process Int J 20(15):3317–3333
Article
Google Scholar
Bayabil HK, Tebebu TY, Stoof CR, Steenhuis TS (2016) Effects of a deep-rooted crop and soil amended with charcoal on spatial and temporal runoff patterns in a degrading tropical highland watershed. Hydrol Earth Syst Sci 20(2):875–885
Article
Google Scholar
Beck HE, van Dijk AIJM, de Roo A, Dutra E, Fink G, Orth R, Schellekens J (2017) Global evaluation of runoff from 10 state-of-the-art hydrological models. Hydrol Earth Syst Sci 21(6):2881–2903
Article
Google Scholar
Beven KJ (2000) Uniqueness of place and process representations in hydrological modelling. Hydrol Earth Syst Sci 4(2):203–213. https://doi.org/10.5194/hess-4-203-2000
Article
Google Scholar
Bhattacharjee NV, Tollner EW (2016) Improving management of windrow composting systems by modeling runoff water quality dynamics using recurrent neural network. Ecol Model 339:68–76
Article
CAS
Google Scholar
Case M, Ardiansyah F, Spector E (2007) Climate change in Indonesia: implications for humans and nature. Climate change in Indonesia: implications for humans and nature
Chen H, Zhang X, Abla M, Lü D, Yan R, Ren Q, Ren Z, Yang Y, Zhao W, Lin P (2018) Effects of vegetation and rainfall types on surface runoff and soil erosion on steep slopes on the Loess Plateau, China. CATENA 170:141–149
Article
Google Scholar
Chiew FHS, Teng J, Vaze J, Post DA, Perraud JM, Kirono DGC, Viney NR (2009) Estimating climate change impact on runoff across southeast Australia: method, results, and implications of the modeling method. Water Resour Res 45(10):1–17
Article
Google Scholar
Crespo PJ, Feyen J, Buytaert W, Bücker A, Breuer L, Frede H-G, Ramírez M (2011) Identifying controls of the rainfall–runoff response of small catchments in the tropical Andes (Ecuador). J Hydrol 407(1–4):164–174
Article
Google Scholar
Da Silva RM, Santos CAG, Moreira M, Corte-Real J, Silva VCL, 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(2):1205–1221
Article
Google Scholar
Dams J, Nossent J, Senbeta TB, Willems P, Batelaan O (2015) Multi-model approach to assess the impact of climate change on runoff. J Hydrol 529:1601–1616
Article
Google Scholar
DiBiase RA, Whipple KX (2011) The influence of erosion thresholds and runoff variability on the relationships among topography, climate, and erosion rate. J Geophys Res Earth Surf 116(F4):1–17
Article
Google Scholar
Failache MF, Zuquette LV (2018) Geological and geotechnical land zoning for potential Hortonian overland flow in a basin in southern Brazil. Eng Geol 246:107–122
Article
Google Scholar
Frieler K, Lange S, Piontek F, Reyer CPO, Schewe J, Warszawski L, Zhao F, Chini L, Denvil S, Emanuel K (2017) Assessing the impacts of 1.5 C global warming–simulation protocol of the Inter-Sectoral Impact Model Intercomparison Project (ISIMIP2b). Geosci Model Dev 10(12):4321–4345
Article
Google Scholar
Fulazzaky MA (2009) Water quality evaluation system to assess the Brantas River water. Water Resour Manage 23(14):3019–3033
Article
Google Scholar
Gajowniczek K, Ząbkowski T (2020) Generalized entropy loss function in neural network: variable’s importance and sensitivity analysis. In: International conference on engineering applications of neural networks. Springer, pp 535–545
García-Díaz A, Bienes R, Sastre B, Novara A, Gristina L, Cerda A (2017) Nitrogen losses in vineyards under different types of soil groundcover. A field runoff simulator approach in central Spain. Agr Ecosyst Environ 236:256–267
Article
CAS
Google Scholar
Ghiggi G, Humphrey V, Seneviratne SI, Gudmundsson L (2019) GRUN: an observation-based global gridded runoff dataset from 1902 to 2014. Earth Syst Sci Data 11(4):1655–1674
Article
Google Scholar
Guo Y, Zhang Y, Zhang T, Wang K, Ding J, Gao H (2019) Surface runoff. Observation and measurement of ecohydrological processes. Ecohydrology 2:1–66
CAS
Google Scholar
Hamed KH (2008) Trend detection in hydrologic data: the Mann–Kendall trend test under the scaling hypothesis. J Hydrol 349(3–4):350–363
Article
Google Scholar
Hamel P, Riveros-Iregui D, Ballari D, Browning T, Célleri R, Chandler D, Chun KP, Destouni G, Jacobs S, Jasechko S, Johnson M, Krishnaswamy J, Poca M, Pompeu PV, Rocha H (2018) Watershed services in the humid tropics: opportunities from recent advances in ecohydrology. Ecohydrology 11(3):e1921. https://doi.org/10.1002/eco.1921
Article
Google Scholar
Han J, Gao J, Luo H (2019) Changes and implications of the relationship between rainfall, runoff and sediment load in the Wuding River basin on the Chinese Loess Plateau. CATENA 175:228–235
Article
Google Scholar
Hassen G, Bantider A (2020) Assessment of drivers and dynamics of gully erosion in case of Tabota Koromo and Koromo Danshe watersheds, South Central Ethiopia. Geoenviron Disasters 7(1):1–13
Article
Google Scholar
Hoque MA, Scheelbeek PFD, Vineis P, Khan AE, Ahmed KM, Butler AP (2016) Drinking water vulnerability to climate change and alternatives for adaptation in coastal South and South East Asia. Clim Change 136(2):247–263
Article
CAS
Google Scholar
Hümann M, Schüler G, Müller C, Schneider R, Johst M, Caspari T (2011) Identification of runoff processes—the impact of different forest types and soil properties on runoff formation and floods. J Hydrol 409(3–4):637–649
Article
Google Scholar
Ibrahim JT, Mazwan MZ (2020) Structural transformation of agricultural sector in East Java Indonesia. Struct Transform Agric Sector East Java Indones 7:1–7
Google Scholar
Imukova K, Ingwersen J, Streck T (2015) Determining the spatial and temporal dynamics of the green vegetation fraction of croplands using high-resolution RapidEye satellite images. Agric for Meteorol 206:113–123
Article
Google Scholar
Jariyah NA (2019) Evaluasi kinerja sosial ekonomi DAS Brantas berdasarkan penerapan P61/Menhut-II/2014. Jurnal Penelitian Sosial Dan Ekonomi Kehutanan 16(2):95–113
Article
Google Scholar
Jencso KG, McGlynn BL (2011) Hierarchical controls on runoff generation: Topographically driven hydrologic connectivity, geology, and vegetation. Water Resour Res 47(11):1–16
Article
Google Scholar
Jiang L, Jiapaer G, Bao A, Li Y, Guo H, Zheng G, Chen T, De Maeyer P (2019) Assessing land degradation and quantifying its drivers in the Amudarya River delta. Ecol Ind 107:105595
Article
Google Scholar
JICA (2002) Environmental and Social Considerations in Detailed Planning Survey (Technical Cooperation for Development Planning). Technical Reports in The Project for Assessing and Integrating Climate Change Impacts into the Water Resources Management Plans for Brantas and Musi River Basins JICA. P1–15. Japan. https://www.jica.go.jp/english/our_work/social_environmental/archive/pro_asia/c8h0vm00006zzjk1-att/indonesia_13_01.pdf. Accessed on 20 April 2021
Keesstra SD, Rodrigo-Comino J, Novara A, Giménez-Morera A, Pulido M, Di Prima S, Cerdà A (2019) Straw mulch as a sustainable solution to decrease runoff and erosion in glyphosate-treated clementine plantations in Eastern Spain. An assessment using rainfall simulation experiments. CATENA 174:95–103. https://doi.org/10.1016/j.catena.2018.11.007
Article
CAS
Google Scholar
Kementrian Kehutanan (2009) Peraturan Menteri Kehutanan Republik Indonesia Nomor: P. 32/Menhut-II/2009 Tentang Tata Cara Penyusunan Rencana Teknik Rehabilitasi Hutan Dan Lahan Daerah Aliran Sungai (RTkRHL-DAS). Jakarta
Kuraś PK, Weiler M, Alila Y (2008) The spatiotemporal variability of runoff generation and groundwater dynamics in a snow-dominated catchment. J Hydrol 352(1–2):50–66
Article
Google Scholar
Labrière N, Locatelli B, Laumonier Y, Freycon V, Bernoux M (2015) Soil erosion in the humid tropics: a systematic quantitative review. Agric Ecosyst Environ 203:127–139. https://doi.org/10.1016/j.agee.2015.01.027
Article
Google Scholar
Lai C, Chen X, Wang Z, Wu X, Zhao S, Wu X, Bai W (2016) Spatio-temporal variation in rainfall erosivity during 1960–2012 in the Pearl River Basin, China. CATENA 137:382–391
Article
Google Scholar
Li G, Wan L, Cui M, Wu B, Zhou J (2019) Influence of canopy interception and rainfall kinetic energy on soil erosion under forests. Forests 10(6):509
Article
Google Scholar
Loo YY, Billa L, Singh A (2015) Effect of climate change on seasonal monsoon in Asia and its impact on the variability of monsoon rainfall in Southeast Asia. Geosci Front 6(6):817–823
Article
Google Scholar
Ma B, Yu X, Ma F, Li Z, Wu F (2014) Effects of crop canopies on rain splash detachment. PLoS ONE 9(7):e99717
Article
CAS
Google Scholar
McLeod AI (2005) Kendall rank correlation and Mann-Kendall trend test. R Package Kendall
Mishra PK, Rai A, Abdelrahman K, Rai SC, Tiwari A (2022) Land Degradation, Overland Flow, Soil Erosion, and Nutrient Loss in the Eastern Himalayas, India. Land 11
Miyata S, Kosugi K, Gomi T, Mizuyama T (2009) Effects of forest floor coverage on overland flow and soil erosion on hillslopes in Japanese cypress plantation forests. Water Resour Res 45(6):1–17
Article
Google Scholar
Morvan X, Naisse C, Malam Issa O, Desprats J-F, Combaud A, Cerdan O (2014) Effect of ground-cover type on surface runoff and subsequent soil erosion in C hampagne vineyards in F rance. Soil Use Manag 30(3):372–381
Article
Google Scholar
Muñoz-Villers LE, McDonnell JJ (2012) Runoff generation in a steep, tropical montane cloud forest catchment on permeable volcanic substrate. Water Resour Res 48(9):1–17
Article
Google Scholar
Myhre G, Shindell D, Bréon FM, Collins W, Fuglestvedt J, Huang J, Koch D, Lamarque JF, Lee D, Mendoza B (2013) Climate change 2013: the physical science basis. Contribution of working group I to the fifth assessment report of the intergovernmental panel on climate change
Nakileza BR, Nedala S (2020) Topographic influence on landslides characteristics and implication for risk management in upper Manafwa catchment, Mt Elgon Uganda. Geoenviron Disasters 7(1):1–13
Article
Google Scholar
Onda Y, Tsujimura M, Fujihara J, Ito J (2006) Runoff generation mechanisms in high-relief mountainous watersheds with different underlying geology. J Hydrol 331(3–4):659–673
Article
Google Scholar
Prasad AS, Pandey BW, Leimgruber W, Kunwar RM (2016) Mountain hazard susceptibility and livelihood security in the upper catchment area of the river Beas, Kullu Valley, Himachal Pradesh, India. Geoenviron Disasters 3(1):1–17
Article
Google Scholar
Pribadi DO, Vollmer D, Pauleit S (2018) Impact of peri-urban agriculture on runoff and soil erosion in the rapidly developing metropolitan area of Jakarta Indonesia. Reg Environ Change 18(7):2129–2143
Article
Google Scholar
Price K (2011) Effects of watershed topography, soils, land use, and climate on baseflow hydrology in humid regions: a review. Prog Phys Geogr 35(4):465–492
Article
Google Scholar
Puigdefábregas J (2005) The role of vegetation patterns in structuring runoff and sediment fluxes in drylands. Earth Surf Process Landf J Br Geomorphol Res Group 30(2):133–147
Article
Google Scholar
Qin N, Wang J, Chen X, Yang G, Liang H (2015) Impacts of climate change on regional hydrological regimes of the Wujiang River watershed in the Karst area, Southwest China. Geoenviron Disasters 2(1):1–18
Article
Google Scholar
Ramos-Scharrón CE, Thomaz EL (2017) Runoff development and soil erosion in a wet tropical montane setting under coffee cultivation. Land Degrad Dev 28(3):936–945
Article
Google Scholar
Ridwansyah I, Yulianti M, Onodera S, Shimizu Y, Wibowo H, Fakhrudin M (2020) The impact of land use and climate change on surface runoff and groundwater in Cimanuk watershed, Indonesia. Limnology 21(3):487–498
Article
Google Scholar
Roestamy M, Fulazzaky MA (2021) A review of the water resources management for the Brantas River basin: challenges in the transition to an integrated water resources management. Environ Dev Sustain 23(11):1–16
Google Scholar
Roudier P, Ducharne A, Feyen L (2014) Climate change impacts on runoff in West Africa: a review. Hydrol Earth Syst Sci 18(7):2789–2801
Article
Google Scholar
Rundquist BC (2002) The influence of canopy green vegetation fraction on spectral measurements over native tallgrass prairie. Remote Sens Environ 81(1):129–135
Article
Google Scholar
Sartori M, Philippidis G, Ferrari E, Borrelli P, Lugato E, Montanarella L, Panagos P (2019) A linkage between the biophysical and the economic: assessing the global market impacts of soil erosion. Land Use Policy 86:299–312. https://doi.org/10.1016/j.landusepol.2019.05.014
Article
Google Scholar
Scheftic W, Zeng X, Broxton P, Brunke M (2014) Intercomparison of seven NDVI products over the United States and Mexico. Remote Sens 6(2):1057–1084
Article
Google Scholar
Schroeder F, Knauth H-D (2013) Water quality time-series data of the lower Brantas river, east Java, Indonesia: results from an automated water quality monitoring station. Asian J Water Environ Pollut 10(1):55–72
CAS
Google Scholar
Setyorini A, Khare D, Pingale SM (2017) Simulating the impact of land use/land cover change and climate variability on watershed hydrology in the Upper Brantas basin, Indonesia. Appl Geom 9(3):191–204
Article
Google Scholar
Srivastava PK, Gupta M, Singh U, Prasad R, Pandey PC, Raghubanshi AS, Petropoulos GP (2021) Sensitivity analysis of artificial neural network for chlorophyll prediction using hyperspectral data. Environ Dev Sustain 23(4):5504–5519
Article
Google Scholar
Sultan D, Tsunekawa A, Haregeweyn N, Adgo E, Tsubo M, Meshesha DT, Masunaga T, Aklog D, Fenta AA, Ebabu K (2018) Impact of soil and water conservation interventions on watershed runoff response in a tropical humid highland of Ethiopia. Environ Manage 61(5):860–874
Article
Google Scholar
Taguas EV, Ayuso JL, Pérez R, Giráldez JV, Gómez JA (2013) Intra and inter-annual variability of runoff and sediment yield of an olive micro-catchment with soil protection by natural ground cover in Southern Spain. Geoderma 206:49–62
Article
Google Scholar
Vahmani P, Ban-Weiss GA (2016) Impact of remotely sensed albedo and vegetation fraction on simulation of urban climate in WRF-urban canopy model: a case study of the urban heat island in Los Angeles. J Geophys Res Atmos 121(4):1511–1531
Article
Google Scholar
Valayamkunnath P, Sridhar V, Zhao W, Allen RG (2019) A comprehensive analysis of interseasonal and interannual energy and water balance dynamics in semiarid Shrubland and forest ecosystems. Sci Total Environ 651:381–398
Article
CAS
Google Scholar
Vijith H, Dodge-Wan D (2019) Modelling terrain erosion susceptibility of logged and regenerated forested region in northern Borneo through the Analytical Hierarchy Process (AHP) and GIS techniques. Geoenviron Disasters 6(1):1–18
Article
Google Scholar
Vorovencii I (2017) Applying the change vector analysis technique to assess the desertification risk in the south–west of Romania in the period 1984–2011. Environ Monit Assess 189(10):1–18
Article
Google Scholar
Wang F, Shao W, Yu H, Kan G, He X, Zhang D, Ren M, Wang G (2020) Re-evaluation of the power of the mann-kendall test for detecting monotonic trends in hydrometeorological time series. Front Earth Sci 14:1–12
Google Scholar
Wei X, Hayes DJ, Fernandez I (2021a) Fire reduces riverine DOC concentration draining a watershed and alters post-fire DOC recovery patterns. Environ Res Lett 16(2):24022
Article
CAS
Google Scholar
Wei X, Hayes DJ, Fernandez I, Zhao J, Fraver S, Chan C, Diao J (2021) Identifying key environmental factors explaining temporal patterns of DOC export from watersheds in the conterminous United States. J Geophys Res Biogeosci 126(5):e2020JG005813
Article
CAS
Google Scholar
Widianto D, Suprayogo SL, Dewi S (2010) Implementasi kaji cepat Hidrologi (RHA) di Hulu DAS brantas, Jawa timur. Publ by World Agrofor Cent ICRAF Southeast Asia Reg Off
Wolka K, Mulder J, Biazin B (2018) Effects of soil and water conservation techniques on crop yield, runoff and soil loss in Sub-Saharan Africa: a review. Agric Water Manag 207:67–79
Article
Google Scholar
Yamamoto K, Sayama T (2021) Impact of climate change on flood inundation in a tropical river basin in Indonesia. Prog Earth Planet Sci 8(1):1–15
Article
Google Scholar
Yang Y-Y, Lusk MG (2018) Nutrients in urban stormwater runoff: current state of the science and potential mitigation options. Curr Pollut Rep 4(2):112–127
Article
Google Scholar
Yin J, Gentine P, Zhou S, Sullivan SC, Wang R, Zhang Y, Guo S (2018) Large increase in global storm runoff extremes driven by climate and anthropogenic changes. Nat Commun 9(1):1–10
Article
CAS
Google Scholar
Zhang X, Hu M, Guo X, Yang H, Zhang Z, Zhang K (2018) Effects of topographic factors on runoff and soil loss in Southwest China. CATENA 160:394–402
Article
Google Scholar
Zhao J, Wang Z, Dong Y, Yang Z, Govers G (2022) How soil erosion and runoff are related to land use, topography and annual precipitation: Insights from a meta-analysis of erosion plots in China. Sci Total Environ 802:149665
Article
CAS
Google Scholar
Zuazo VHD, Pleguezuelo CRR (2009) Soil-erosion and runoff prevention by plant covers: a review. Sustain Agric 2:785–811
Article
Google Scholar