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Rainfall over the Netherlands & beyond:

A remote sensing perspective

Manuel Felipe

Ríos Gaona

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S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G S P G ● ●

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Rainfall over the Netherlands

& beyond:

A remote sensing perspective

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Promotor

Prof. Dr Remko Uijlenhoet

Professor of Hydrology and Quantitative Water Management Wageningen University & Research

Co-promotors

Dr Aart Overeem

Researcher, R&D Observations and Data Technology

Royal Netherlands Meteorological Institute, De Bilt, the Netherlands Dr Hidde Leijnse

Senior researcher, R&D Observations and Data Technology

Royal Netherlands Meteorological Institute, De Bilt, the Netherlands

Other members

Prof. Dr Jordi Vilà-Guerau de Arellano, Wageningen University & Research Prof. Dr Hagit Messer-Yaron, Tel Aviv University, Israel

Dr Marielle Gosset, Géosciences Environnement Toulouse, France Prof. Dr Harald Kunstmann, Karlsruhe Institute of Technology, Germany

This research was conducted under the auspices of the Graduate School for Socio-Economic and Natural Sciences of the Environment (SENSE).

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Rainfall over the Netherlands

& beyond:

A remote sensing perspective

Manuel Felipe Ríos Gaona

Thesis

submitted in fulfilment of the requirements for the degree of doctor at Wageningen University

by the authority of the Rector Magnificus, Prof. Dr A.P.J. Mol,

in the presence of the

Thesis Committee appointed by the Academic Board to be defended in public

on Tuesday 20 June 2017 at 4 p.m. in the Aula.

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Rainfall over the Netherlands & beyond: A remote sensing perspective, 130 pages.

PhD thesis, Wageningen University, Wageningen, the Netherlands (2017) With references, with summary in English

ISBN 978-94-6343-200-9

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Contents

1 Introduction 7

2 GPM-IMERG: Satellite Rainfall 19

3 Satellite- and Link-derived Rainfall 39 4 Errors in Dutch Rainfall Maps from CML 57 5 CML Rainfall in São Paulo, Brazil 75

6 Synthesis 91

Appendices 97

Bibliography 107

Statement of authorship contribution 119

Summary 121

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Chapter 1

Introduction

We live on planet Earth, and yes, theclichéthat it should be called planet “Water” and not

Earth is rather valid, for it is water the vital constituent that we live surrounded by and that we are made of. In fact, we should be called “aqualings” or “waterlings” instead of earthlings. By now, we are already familiar with the distribution of water on Earth (let's keep calling “Earth” Earth in the meantime):97.47%is salt water, with its vast majority

found in the oceans. The remaining2.53%is fresh water, out of which69.6%is on

gla-ciers, snow, and permafrost; and30.1%is found as groundwater.0.00759%of the total

amount isthe fresh waterwe usually survive with, i.e., rivers, lakes, soil moisture, atmosp-heric and biologic water (Oki and Kanae, 2006;Shiklomanov and Sokolov, 1983). The volume

of salt water is huge (∼1.36×109km3) but this water is not appropriate for human

con-sumption given its high salinity. The energy spent in seawater desalination is up to10

times more than the energy spent in wastewater treatment (Talbot, 2015a), which is the

main constraint for large-scale desalination. Nevertheless, Israel has achieved practical (cheap)levelsoflarge-scaledesalination,and50%

ofitswatersupplynowcomesfromse-awater (Talbot, 2015b). “Global desalination output has tripled since 2000: 16,000 plants

are up and running around the world,...” (Talbot, 2015a). Fresh water from glaciers and ice

sheets and caps is trapped, and even though groundwater extraction has doubled in the last decades (Wada et al., 2012), it is within that tiny0.00759%that earthlings flourished.

Where does water come from? Actually... we are not sure. One theory suggests that water was brought to Earth by the early impact of comets and asteroids. The whole∼1.4×1021

kg of terrestrial oceans could have been delivered by accretion of asteroidal material ac-cording toDauphas(2003), for instance. Another theory suggests the early

lock/entrap-ment of water in Earth's mantle when this latter formed billions of years ago (Hirschmann,

2006;Smyth, 1987), with more recent evidence of H2O-bearing fluids in the lower/deep

mantle, i.e., deeper than660km (Palot et al., 2016;Hallis et al., 2015). The potential

vo-lume of water within Earth's mantle ranges from1/4to4times its ocean water ( Hirsch-mann, 2006). This implies vast reserves of deep groundwater we just can't reach (for now),

Figure

Figure 2.1: Comparison of 30-min rainfall maps. (left) Radar or ground truth, (center) radar at IMERG resolution, and (right) IMERG
Figure 2.2: Scatter density plots of IMERG precipitationCal rainfall depths vs radar rainfall depths for 30-min, 24-h, monthly, and yearly accumulations, from 12 Mar 2014 to 1 Apr 2015
Table 2.1 summarizes the values of the relative bias, the CV (of the residuals), and the coefficient of determination [Eqs
Figure 2.3a presents the cumulative satellite and radar rainfall depths for the first year of IMERG
+7

References

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