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The climate hazards infrared precipitation with stations--a new environmental record for monitoring extremes.

TLDR
The Variable Infiltration Capacity model, a novel blending procedure incorporating the spatial correlation structure of CCD-estimates to assign interpolation weights, is presented and it is shown that CHIRPS can support effective hydrologic forecasts and trend analyses in southeastern Ethiopia.
Abstract
The Climate Hazards group Infrared Precipitation with Stations (CHIRPS) dataset builds on previous approaches to ‘smart’ interpolation techniques and high resolution, long period of record precipitation estimates based on infrared Cold Cloud Duration (CCD) observations. The algorithm i) is built around a 0.05° climatology that incorporates satellite information to represent sparsely gauged locations, ii) incorporates daily, pentadal, and monthly 1981-present 0.05° CCD-based precipitation estimates, iii) blends station data to produce a preliminary information product with a latency of about 2 days and a final product with an average latency of about 3 weeks, and iv) uses a novel blending procedure incorporating the spatial correlation structure of CCD-estimates to assign interpolation weights. We present the CHIRPS algorithm, global and regional validation results, and show how CHIRPS can be used to quantify the hydrologic impacts of decreasing precipitation and rising air temperatures in the Greater Horn of Africa. Using the Variable Infiltration Capacity model, we show that CHIRPS can support effective hydrologic forecasts and trend analyses in southeastern Ethiopia.

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Journal ArticleDOI

Climatologies at high resolution for the earth’s land surface areas

TL;DR: In this article, the authors presented the CHELSA (Climatologies at high resolution for the earth's land surface areas) data of downscaled model output temperature and precipitation estimates of the ERA-Interim climatic reanalysis to a high resolution of 30'arc'sec.
Journal ArticleDOI

Climatologies at high resolution for the earth's land surface areas

TL;DR: It is shown that CHELSA climatological data has a similar accuracy as other products for temperature, but that its predictions of precipitation patterns are better and can increase the accuracy of species range predictions.
Journal ArticleDOI

MSWEP: 3-hourly 0.25° global gridded precipitation (1979–2015) by merging gauge, satellite, and reanalysis data

TL;DR: The Multi-Source Weighted-Ensemble Precipitation (MSWEP) dataset as discussed by the authors is a global precipitation dataset for the period 1979-2015 with a 3-hourly temporal and 0.25° spatial resolution designed for hydrological modeling.
Journal ArticleDOI

MSWEP V2 Global 3-Hourly 0.1° Precipitation: Methodology and Quantitative Assessment

TL;DR: The Multi-Source Weighted Ensemble Precipitation (MSWEP) dataset as discussed by the authors is a gridded precipitation P dataset spanning 1979-2017, which is unique in several aspects: i) full global co...
Journal ArticleDOI

Global-scale evaluation of 22 precipitation datasets using gauge observations and hydrological modeling

TL;DR: In this paper, a comprehensive evaluation of 22 gridded (quasi-)global (sub-)daily precipitation (P) datasets for the period 2000-2016 was conducted, and 13 non-gauge-corrected P datasets were evaluated using daily P gauge observations.
References
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Journal ArticleDOI

Geostatistical analysis of rainfall

TL;DR: A review of geostatistical methods used for kriging, exemplified where appropriate by daily rain gauge data from Ethiopia is provided in this paper, where the use of climatological variograms and the appropriate treatment of rainy and nonrainy areas are discussed.
Journal ArticleDOI

Using constructed analogs to improve the skill of National Multi-Model Ensemble March–April–May precipitation forecasts in equatorial East Africa

TL;DR: In this paper, the authors implemented and evaluated a hybrid forecast approach that uses constructed analogs (CA) to improve the National Multi-Model Ensemble (NMME) precipitation forecasts over equatorial eastern Africa (hereafter referred to as EA, 2°S to 8°N and 36°E to 46°E).
Journal ArticleDOI

La Niña diversity and Northwest Indian Ocean Rim teleconnections

TL;DR: In this article, the authors examined the dynamical forcing of precipitation during October-December (OND) and March-May (MAM) over East Africa and during December-March (DJFM) over Central-Southwest Asia for 1950-2010 associated with four tropical Pacific SST patterns characteristic of La Nina events, the cold phase of ENSO.
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