Evaluating TMPA Rainfall over the Sparsely Gauged East African Rift

Accurate precipitation data are fundamental for understanding and mitigating the disastrous effects of many natural hazards in mountainous areas. Floods and landslides, in particular, are potentially deadly events that can be mitigated with advanced warning, but accurate forecasts require timely estimation of precipitation, which is problematic in regions such as tropical Africa with limited gauge measurements. Satellite rainfall estimates (SREs) are of great value in such areas, but rigorous validation is required to identify the uncertainties linked to SREs for hazard applications. This paper presents results of an unprecedented record of gauge data in the western branch of the East African Rift, with temporal resolutions ranging from 30 min to 24 h and records from 1998 to 2018. These data were used to validate the Tropical Rainfall Measuring Mission (TRMM) Multisatellite Precipitation Analysis (TMPA) research version and near-real-time products for 3-hourly, daily, and monthly rainfall accumulations, over multiple spatial scales. Results indicate that there are at least two factors that led to the underestimation of TMPA at the regional level: complex topography and high rainfall intensities. The TMPA near-real-time product shows overall stronger rainfall underestimations but lower absolute errors and a better performance at higher rainfall intensities compared to the research version. We found area-averaged TMPA rainfall estimates relatively more suitable in order to move toward regional hazard assessment, compared to data from scarcely distributed gauges with limited representativeness in the context of high rainfall variability.

[1]  S. Nicholson A Review of Climate Dynamics and Climate Variability in Eastern Africa , 2019, The Limnology, Climatology and Paleoclimatology of the East African Lakes.

[2]  Samuele Segoni,et al.  A review of the recent literature on rainfall thresholds for landslide occurrence , 2018, Landslides.

[3]  O. Dewitte,et al.  Landslide inventory for hazard assessment in a data-poor context: a regional-scale approach in a tropical African environment , 2018, Landslides.

[4]  L. Brocca,et al.  How far are we from the use of satellite rainfall products in landslide forecasting? , 2018, Remote Sensing of Environment.

[5]  Olivier Dewitte,et al.  Multi-Temporal DInSAR to Characterise Landslide Ground Deformations in a Tropical Urban Environment: Focus on Bukavu (DR Congo) , 2018, Remote. Sens..

[6]  Y. Hong,et al.  Accounting for spatiotemporal errors of gauges: A critical step to evaluate gridded precipitation products , 2018 .

[7]  D. Kirschbaum,et al.  Satellite‐Based Assessment of Rainfall‐Triggered Landslide Hazard for Situational Awareness , 2018, Earth's future.

[8]  H. Havenith,et al.  Seismic hazard assessment of the Kivu rift segment based on a new seismotectonic zonation model (western branch, East African Rift system) , 2017 .

[9]  G. Huffman,et al.  Validation of IMERG precipitation in Africa. , 2017, Journal of hydrometeorology.

[10]  S. Seneviratne,et al.  Early warnings of hazardous thunderstorms over Lake Victoria , 2017 .

[11]  D. Vila,et al.  Assessment of satellite precipitation estimates over the slopes of the subtropical Andes , 2017 .

[12]  O. Dewitte,et al.  Constraints on Landslide-Climate Research Imposed by the Reality of Fieldwork in Central Africa , 2017 .

[13]  A. Gupta,et al.  Assessment of landslide hazards induced by extreme rainfall event in Jammu and Kashmir Himalaya, northwest India , 2017 .

[14]  Minha Choi,et al.  Evaluation of topographical and seasonal feature using GPM IMERG and TRMM 3B42 over Far-East Asia , 2017 .

[15]  A. A. Shaaban,et al.  OLR perspective on the Indian Ocean Dipole with application to East African precipitation , 2017 .

[16]  A. Dezfuli Climate of Western and Central Equatorial Africa , 2017 .

[17]  Yi Liu,et al.  Assessment of GPM and TRMM Multi-Satellite Precipitation Products in Streamflow Simulations in a Data-Sparse Mountainous Watershed in Myanmar , 2017, Remote. Sens..

[18]  Thomas Stanley,et al.  A heuristic approach to global landslide susceptibility mapping , 2017, Natural Hazards.

[19]  M. Rossi,et al.  Statistical approaches for the definition of landslide rainfall thresholds and their uncertainty using rain gauge and satellite data , 2017 .

[20]  L. Feyen,et al.  Global projections of river flood risk in a warmer world , 2017 .

[21]  Hui Lu,et al.  Ground validation of GPM IMERG and TRMM 3B42V7 rainfall products over southern Tibetan Plateau based on a high‐density rain gauge network , 2017 .

[22]  Yudong Tian,et al.  Performance of IMERG as a Function of Spatiotemporal Scale. , 2017, Journal of hydrometeorology.

[23]  Y. Hong,et al.  Understanding Overland Multisensor Satellite Precipitation Error in TMPA-RT Products , 2017 .

[24]  M. Demuzere,et al.  Drivers of future changes in East African precipitation , 2016 .

[25]  S. L. Gariano,et al.  Landslides in a changing climate , 2016 .

[26]  Reza Khanbilvardi,et al.  Guidance Index for Shallow Landslide Hazard Analysis , 2016, Remote. Sens..

[27]  Manuel Merino,et al.  Evaluation of the Performance of Three Satellite Precipitation Products over Africa , 2016, Remote. Sens..

[28]  Di Long,et al.  Systematic Anomalies Over Inland Water Bodies of High Mountain Asia in TRMM Precipitation Estimates: No Longer a Problem for the GPM Era? , 2016, IEEE Geoscience and Remote Sensing Letters.

[29]  V. Levizzani,et al.  Evaluation of Monthly Satellite-Derived Precipitation Products over East Africa , 2016 .

[30]  S. Seneviratne,et al.  Hazardous thunderstorm intensification over Lake Victoria , 2016, Nature Communications.

[31]  C. Birkel,et al.  Temporal and spatial evaluation of satellite-based rainfall estimates across the complex topographical and climatic gradients of Chile , 2016 .

[32]  R. Sidle,et al.  Dynamic earth system and ecological controls of rainfall-initiated landslides , 2016 .

[33]  Olivier Dewitte,et al.  Reconstruction of a flash flood event through a multi-hazard approach: focus on the Rwenzori Mountains, Uganda , 2016, Natural Hazards.

[34]  M. Kervyn,et al.  The role of inherited crustal structures and magmatism in the development of rift segments: Insights from the Kivu basin, western branch of the East African Rift , 2016 .

[35]  Bernd Diekkrüger,et al.  Evaluating the performance of remotely sensed and reanalysed precipitation data over West Africa using HBV light , 2016 .

[36]  D. S. Pai,et al.  Assessment of TRMM‐based TMPA‐3B42 and GSMaP precipitation products over India for the peak southwest monsoon season , 2016 .

[37]  François Kervyn,et al.  Contextualizing vulnerability assessment: a support to geo-risk management in central Africa , 2016, Natural Hazards.

[38]  L. Jacobs,et al.  Towards an inventory of landslide processes and the elements at risk on the Rift flanks west of Lake Kivu , 2016 .

[39]  J. Poesen,et al.  The Rwenzori Mountains, a landslide-prone region? , 2016, Landslides.

[40]  S. Lhermitte,et al.  Multi-year wind dynamics around Lake Tanganyika , 2016, Climate Dynamics.

[41]  Amir AghaKouchak,et al.  From TRMM to GPM: How well can heavy rainfall be detected from space? , 2016 .

[42]  Christian D. Kummerow,et al.  The Evolution of the Goddard Profiling Algorithm to a Fully Parametric Scheme , 2015 .

[43]  J. Michaelsen,et al.  The climate hazards infrared precipitation with stations—a new environmental record for monitoring extremes , 2015, Scientific Data.

[44]  Dalia Kirschbaum,et al.  A dynamic landslide hazard assessment system for Central America and Hispaniola , 2015 .

[45]  Matthew F. McCabe,et al.  Evaluation of the TMPA-3B42 precipitation product using a high-density rain gauge network over complex terrain in northeastern Iberia , 2015 .

[46]  Zhong Liu,et al.  Validation of TRMM Multi-Satellite Precipitation Analysis (TMPA) Products in the Peruvian Andes , 2015 .

[47]  Daniel Vila,et al.  Evaluation of high-resolution satellite precipitation estimates over southern South America using a dense rain gauge network , 2015 .

[48]  S. Mudd,et al.  Prediction of flash flood hazard impact from Himalayan river profiles , 2015 .

[49]  F. Doležal,et al.  Adjustment to rainfall measurement undercatch with a tipping-bucket rain gauge using ground-level manual gauges , 2015, Meteorology and Atmospheric Physics.

[50]  G. Senay,et al.  Characterizing Congo Basin Rainfall and Climate Using Tropical Rainfall Measuring Mission (TRMM) Satellite Data and Limited Rain Gauge Ground Observations , 2015 .

[51]  K. Yilmaz,et al.  Evaluation of Multiple Satellite-Based Precipitation Products over Complex Topography , 2014 .

[52]  A. Hou,et al.  The Global Precipitation Measurement Mission , 2014 .

[53]  Nicole Van Lipzig,et al.  The impact of the African great lakes on the regional climate , 2013 .

[54]  V. Levizzani,et al.  Validation of Satellite-Based Precipitation Products over Sparsely Gauged African River Basins , 2012 .

[55]  Samuele Segoni,et al.  Rainfall thresholds for the forecasting of landslide occurrence at regional scale , 2012, Landslides.

[56]  Y.‐C. Gao,et al.  Evaluation of high-resolution satellite precipitation products using rain gauge observations over the Tibetan Plateau , 2012 .

[57]  Dawei Han,et al.  Performance Evaluation of the TRMM Precipitation Estimation Using Ground-Based Radars from the GPM Validation Network , 2012 .

[58]  Chris Kidd,et al.  Global Precipitation Measurement , 2008 .

[59]  M. Gebremichael,et al.  Assessment of satellite rainfall products for streamflow simulation in medium watersheds of the Ethiopian highlands , 2011 .

[60]  George J. Huffman,et al.  Evaluation of TRMM Multi-satellite Precipitation Analysis (TMPA) performance in the Central Andes region and its dependency on spatial and temporal resolution , 2010 .

[61]  A. Barros,et al.  An Evaluation of the Statistics of Rainfall Extremes in Rain Gauge Observations, and Satellite-Based and Reanalysis Products Using Universal Multifractals , 2010 .

[62]  P. Xie,et al.  Performance of high‐resolution satellite precipitation products over China , 2010 .

[63]  Md. Nazrul Islam,et al.  Calibration of TRMM derived rainfall over Nepal during 1998-2007. , 2010 .

[64]  Robert F. Adler,et al.  Evaluation of TMPA satellite-based research and real-time rainfall estimates during six tropical-related heavy rainfall events over Louisiana, USA , 2009 .

[65]  David M. Schultz,et al.  CORRIGENDUM: False Alarm Rate or False Alarm Ratio? , 2009 .

[66]  Li Li,et al.  Evaluation of the real-time TRMM-based multi-satellite precipitation analysis for an operational flood prediction system in Nzoia Basin, Lake Victoria, Africa , 2009 .

[67]  Boris Sevruk,et al.  The WMO precipitation measurement intercomparisons , 2009 .

[68]  David L. Toll,et al.  Statistical Evaluation of Combined Daily Gauge Observations and Rainfall Satellite Estimates over Continental South America , 2009 .

[69]  M. Williams,et al.  Climatic patterns in equatorial and southern Africa from 30,000 to 10,000 years ago reconstructed from terrestrial and near-shore proxy data , 2008 .

[70]  Yang Hong,et al.  Evaluation of TRMM Multisatellite Precipitation Analysis (TMPA) and Its Utility in Hydrologic Prediction in the La Plata Basin , 2008 .

[71]  S. J. Connor,et al.  Validation of high‐resolution satellite rainfall products over complex terrain , 2008 .

[72]  T. Knutson,et al.  NOTES AND CORRESPONDENCE On the Verification and Comparison of Extreme Rainfall Indices from Climate Models , 2008 .

[73]  T. McMahon,et al.  Updated world map of the Köppen-Geiger climate classification , 2007 .

[74]  Yudong Tian,et al.  Systematic anomalies over inland water bodies in satellite‐based precipitation estimates , 2007 .

[75]  Witold F. Krajewski,et al.  Evaluation of the research version TMPA three‐hourly 0.25° × 0.25° rainfall estimates over Oklahoma , 2007 .

[76]  Y. Hong,et al.  The TRMM Multisatellite Precipitation Analysis (TMPA): Quasi-Global, Multiyear, Combined-Sensor Precipitation Estimates at Fine Scales , 2007 .

[77]  Richard Washington,et al.  African Climate Change: Taking the Shorter Route , 2006 .

[78]  Philip H. Ramsey Statistical Methods in the Atmospheric Sciences , 2005 .

[79]  Kenji Nakamura,et al.  Validation of TRMM Radar Rainfall Data over Major Climatic Regions in Africa , 2003 .

[80]  Chris Kidd,et al.  Satellite rainfall climatology: a review , 2001 .

[81]  Swadhin K. Behera,et al.  Subtropical SST dipole events in the southern Indian Ocean , 2001 .

[82]  T. N. Krishnamurti,et al.  The status of the tropical rainfall measuring mission (TRMM) after two years in orbit , 2000 .

[83]  P. Heidke,et al.  Berechnung Des Erfolges Und Der Güte Der Windstärkevorhersagen Im Sturmwarnungsdienst , 1926 .

[84]  Eugenio Gorgucci,et al.  Description and preliminary results of a 100 square meter rain gauge , 2018 .

[85]  M. Abdelkareem Targeting flash flood potential areas using remotely sensed data and GIS techniques , 2016, Natural Hazards.

[86]  Marie-Paule Bonnet,et al.  Assessment of satellite rainfall products over the Andean plateau , 2016 .

[87]  NSouverijns,et al.  Drivers of future changes in East African precipitation , 2016 .

[88]  Aradhana Yaduvanshi,et al.  Integrating TRMM and MODIS satellite with socio-economic vulnerability for monitoring drought risk over a tropical region of India , 2015 .

[89]  G. Huffman,et al.  TRMM and Other Data Precipitation Data Set Documentation , 2015 .

[90]  Michael Bruen,et al.  Validation of Remotely Sensed Rainfall over Major Climatic Regions in Northeast Tanzania , 2014 .

[91]  Halûk Sucuoğlu,et al.  Seismic Hazard Assessment , 2014 .

[92]  K. J. Clark The Evolution of God , 2014 .

[93]  Pietro Ceccato,et al.  Comparison of CMORPH and TRMM-3B42 over Mountainous Regions of Africa and South America , 2010 .

[94]  J. Runge African palaeoenvironments and geomorphic landscape evolution , 2010 .

[95]  G. Huffman,et al.  The TRMM Multi-Satellite Precipitation Analysis (TMPA) , 2010 .

[96]  Oddvar Kjekstad,et al.  Economic and Social Impacts of Landslides , 2009 .

[97]  Elizabeth E. Ebert,et al.  Methods for Verifying Satellite Precipitation Estimates , 2007 .

[98]  S. Solomon The Physical Science Basis : Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change , 2007 .

[99]  R. Hyndiuk,et al.  Statistical approaches. , 1978, Archives of ophthalmology.