How the TRMM 3b42 v7 product reproduces the seasonal cycles of precipitation in the different regions of the Amazon Basin?

Size: px
Start display at page:

Download "How the TRMM 3b42 v7 product reproduces the seasonal cycles of precipitation in the different regions of the Amazon Basin?"

Transcription

1 How the TRMM 3b42 v7 product reproduces the seasonal cycles of precipitation in the different regions of the Amazon Basin? J.Ronchail LOCEAN UMR7617 CNRS PARIS 7 FRANCE Véronique MICHOT V.Dubreuil, B.Funatsu, D.Arvor LETG Rennes UMR 6554 CNRS FRANCE D.Vila DSA CPTEC INPE BRAZIL

2 High interannual variability of rainfall regimes across the Amazon Basin (AB) Source; Source: Espinoza et al. (2009) Source: Thèse F.Delahaye, 2013

3 Rain gauge network used in this work: 205 quality-controled and gap-filled rain gauges Unevenly and scarcity of the spatial distribution of rain gauges in the AB. Rain gauges: - The only direct measurements - Very local information Remote Sensing : - High spatial and temporal resolution -need to be calibrated to estimate incertainties TRMM 3B42 v7

4 Outline I. Quantitative and qualitative statistics for the whole AB II. Comparison between rain gauges and TRMM 3B42 v7 at regional scale III. Relationship between TRMM errors and the geographical context (altitude and exposure)

5 to Daily scale - Point to pixel approach TRMM 3B42 v7: Comparison for the whole AB : Climatological description of the spatial distribution of mean daily rainfall, quantitative statistics (Bias, Relative RMSE ) and qualitative statistics (POD, FAR).

6 Distribution of mean daily rainfall Rain gauge network TRMM 3B42 v7

7 Daily Bias calculated for the study period over the AB Spatial Heterogeneity Contrast between highlands / lowlands

8 Daily relative RMSE calculated for the study period over the AB - Contrast between lowlands and highlands - Mainly of pixel < 3mm

9 POD calculated for the study period over the AB - Mainly good values - Differences within the Andes - Better results where SACZ used to take place

10 FAR calculated for the study period over the AB - Fairly good results : 164 over 205 pixels below 50%

11 II. Comparison between rain gauges and TRMM 3B42 v7 at regional scale

12 5 Regionalization of the 205 rain gauges considered in the present study Rain gauge 3B42 v january march may july september november january march may july september november january march may july september november january march may july september november january march may july september november

13 Mm/day 3 REGION Average annual precipitation cycle

14 Mm/day 3 REGION Average annual precipitation cycle

15 III. Relationship between TRMM 3b42 v7 errors and the geographical context (altitude and exposure)

16 Exemple of relationship and correlation between 3B42 v7 results and altitude R5 No relationship

17 Exemples of relationship between 3B42 v7 results and exposure of rain gauge location

18 Cases of 3B42 v7 overestimations Rain gauge exposure: bottom of the valley, or shelter exposure I- Quantitative and qualitative statistics II- Regional scale III- geographical context

19 Cases of 3b42 v7 underestimations Rain gauge exposure: does not appear as specific

20 Tour LBA, Réserve du Cristalino MT, V.Michot Summary and conclusions: -At daily scale TRMM 3b42 v7 performs better in lowlands than in highlands and within the Andes -TRMM 3b42 v7 errors behaviour differ with the rainfall regime -No clear relationship between TRMM 3b42 v7 errors and altitude -Exposure/shelter effect may influence of the overestimation errors of TRMM Thank you

VALIDATION OF SATELLITE PRECIPITATION (TRMM 3B43) IN ECUADORIAN COASTAL PLAINS, ANDEAN HIGHLANDS AND AMAZONIAN RAINFOREST

VALIDATION OF SATELLITE PRECIPITATION (TRMM 3B43) IN ECUADORIAN COASTAL PLAINS, ANDEAN HIGHLANDS AND AMAZONIAN RAINFOREST VALIDATION OF SATELLITE PRECIPITATION (TRMM 3B43) IN ECUADORIAN COASTAL PLAINS, ANDEAN HIGHLANDS AND AMAZONIAN RAINFOREST D. Ballari a, *, E. Castro a, L. Campozano b,c a Civil Engineering Department.

More information

Climate Change and Runoff Statistics in the Rhine Basin: A Process Study with a Coupled Climate-Runoff Model

Climate Change and Runoff Statistics in the Rhine Basin: A Process Study with a Coupled Climate-Runoff Model IACETH Climate Change and Runoff Statistics in the Rhine Basin: A Process Study with a Coupled Climate-Runoff Model Jan KLEINN, Christoph Frei, Joachim Gurtz, Pier Luigi Vidale, and Christoph Schär Institute

More information

High resolution spatiotemporal distribution of rainfall seasonality and extreme events based on a 12-year TRMM time series

High resolution spatiotemporal distribution of rainfall seasonality and extreme events based on a 12-year TRMM time series High resolution spatiotemporal distribution of rainfall seasonality and extreme events based on a 12-year TRMM time series Bodo Bookhagen, Geography Department, UC Santa Barbara, Santa Barbara, CA 93106-4060

More information

Comparison of Interpolation Methods for Precipitation Data in a mountainous Region (Upper Indus Basin-UIB)

Comparison of Interpolation Methods for Precipitation Data in a mountainous Region (Upper Indus Basin-UIB) Comparison of Interpolation Methods for Precipitation Data in a mountainous Region (Upper Indus Basin-UIB) AsimJahangir Khan, Doctoral Candidate, Department of Geohydraulicsand Engineering Hydrology, University

More information

Mesoscale and High Impact Weather in the South American Monsoon Leila M. V. Carvalho 1 and Maria A. F. Silva Dias 2 1

Mesoscale and High Impact Weather in the South American Monsoon Leila M. V. Carvalho 1 and Maria A. F. Silva Dias 2 1 Mesoscale and High Impact Weather in the South American Monsoon Leila M. V. Carvalho 1 and Maria A. F. Silva Dias 2 1 University of California, Santa Barbara 2 University of Sao Paulo, Brazil Objectives

More information

Evaluation of Satellite Precipitation Products over the Central of Vietnam

Evaluation of Satellite Precipitation Products over the Central of Vietnam Evaluation of Satellite Precipitation Products over the Central of Vietnam Long Trinh-Tuan (1), Jun Matsumoto (1,2), Thanh Ngo-Duc (3) (1) Department of Geography, Tokyo Metropolitan University, Japan.

More information

COMBINATION OF SATELLITE PRECIPITATION ESTIMATES AND RAIN GAUGE FOR HIGH SPATIAL AND TEMPORAL RESOLUTIONS INTRODUCTION

COMBINATION OF SATELLITE PRECIPITATION ESTIMATES AND RAIN GAUGE FOR HIGH SPATIAL AND TEMPORAL RESOLUTIONS INTRODUCTION COMBINATION OF SATELLITE PRECIPITATION ESTIMATES AND RAIN GAUGE FOR HIGH SPATIAL AND TEMPORAL RESOLUTIONS Ferreira, Rute Costa¹ ; Herdies, D. L.¹; Vila, D.A.¹; Beneti, C.A. A.² ¹ Center for Weather Forecasts

More information

Gridding of precipitation and air temperature observations in Belgium. Michel Journée Royal Meteorological Institute of Belgium (RMI)

Gridding of precipitation and air temperature observations in Belgium. Michel Journée Royal Meteorological Institute of Belgium (RMI) Gridding of precipitation and air temperature observations in Belgium Michel Journée Royal Meteorological Institute of Belgium (RMI) Gridding of meteorological data A variety of hydrologic, ecological,

More information

GoAMAZON CHUVA: GPM Ground Validation Activities. Daniel Vila - CPTEC/INPE and collaborators

GoAMAZON CHUVA: GPM Ground Validation Activities. Daniel Vila - CPTEC/INPE and collaborators GoAMAZON CHUVA: GPM Ground Validation Activities Daniel Vila - CPTEC/INPE and collaborators 7th International Precipitation Working Group Workshop Tsukuba, 17-21 November, 2014 CHUVA PROJECT THE GOAMAZON

More information

Evaluation of the Version 7 TRMM Multi-Satellite Precipitation Analysis (TMPA) 3B42 product over Greece

Evaluation of the Version 7 TRMM Multi-Satellite Precipitation Analysis (TMPA) 3B42 product over Greece 15 th International Conference on Environmental Science and Technology Rhodes, Greece, 31 August to 2 September 2017 Evaluation of the Version 7 TRMM Multi-Satellite Precipitation Analysis (TMPA) 3B42

More information

Mapping Spatial and Temporal Variability of Rainfall in Côte D Ivoire using TRMM Data

Mapping Spatial and Temporal Variability of Rainfall in Côte D Ivoire using TRMM Data Mapping Spatial and Temporal Variability of Rainfall in Côte D Ivoire using TRMM Data Abaka B.H. Mobio #1, Florent N. DJA #2, Adonis K.D. Kouamé #3, Eric M.V. Djagoua #4 # Centre Universitaire de Recherche

More information

Climate variability rather than overstocking causes recent large scale cover changes of Tibetan pastures

Climate variability rather than overstocking causes recent large scale cover changes of Tibetan pastures Supplementary material Climate variability rather than overstocking causes recent large scale cover changes of Tibetan pastures Lehnert, L. W., Wesche, K., Trachte, K. Reudenbach, C. and Bendix, J. Supplementary

More information

Abebe Sine Gebregiorgis, PhD Postdoc researcher. University of Oklahoma School of Civil Engineering and Environmental Science

Abebe Sine Gebregiorgis, PhD Postdoc researcher. University of Oklahoma School of Civil Engineering and Environmental Science Abebe Sine Gebregiorgis, PhD Postdoc researcher University of Oklahoma School of Civil Engineering and Environmental Science November, 2014 MAKING SATELLITE PRECIPITATION PRODUCTS WORK FOR HYDROLOGIC APPLICATION

More information

STATISTICAL DOWNSCALING OF DAILY PRECIPITATION IN THE ARGENTINE PAMPAS REGION

STATISTICAL DOWNSCALING OF DAILY PRECIPITATION IN THE ARGENTINE PAMPAS REGION STATISTICAL DOWNSCALING OF DAILY PRECIPITATION IN THE ARGENTINE PAMPAS REGION Bettolli ML- Penalba OC Department of Atmospheric and Ocean Sciences, University of Buenos Aires, Argentina National Council

More information

COUPLING A DISTRIBUTED HYDROLOGICAL MODEL TO REGIONAL CLIMATE MODEL OUTPUT: AN EVALUATION OF EXPERIMENTS FOR THE RHINE BASIN IN EUROPE

COUPLING A DISTRIBUTED HYDROLOGICAL MODEL TO REGIONAL CLIMATE MODEL OUTPUT: AN EVALUATION OF EXPERIMENTS FOR THE RHINE BASIN IN EUROPE P.1 COUPLING A DISTRIBUTED HYDROLOGICAL MODEL TO REGIONAL CLIMATE MODEL OUTPUT: AN EVALUATION OF EXPERIMENTS FOR THE RHINE BASIN IN EUROPE Jan Kleinn*, Christoph Frei, Joachim Gurtz, Pier Luigi Vidale,

More information

Modification of global precipitation data for enhanced hydrologic modeling of tropical montane watersheds

Modification of global precipitation data for enhanced hydrologic modeling of tropical montane watersheds Modification of global precipitation data for enhanced hydrologic modeling of tropical montane watersheds Michael Strauch, Rohini Kumar, Stephanie Eisner, Mark Mulligan, Julia Reinhardt, William Santini,

More information

IMPACT OF CLIMATE CHANGE OVER THE ARABIAN PENINSULA

IMPACT OF CLIMATE CHANGE OVER THE ARABIAN PENINSULA IMPACT OF CLIMATE CHANGE OVER THE ARABIAN PENINSULA By: Talal Alharbi June, 29 2017 1 Motivation: In arid and semi-arid regions of the world the demand for fresh water resources is increasing due to: increasing

More information

Bodo Bookhagen. Deciphering Climatic Extreme events with Complex Networks in South America

Bodo Bookhagen. Deciphering Climatic Extreme events with Complex Networks in South America Deciphering Climatic Extreme events with Complex Networks in South America Bodo Bookhagen Geography Department and Earth Research Institute UC Santa Barbara Climatic Extreme Events in South America 1.

More information

CLIMATOLOGICAL REPORT 2002

CLIMATOLOGICAL REPORT 2002 Range Cattle Research and Education Center Research Report RC-2003-1 February 2003 CLIMATOLOGICAL REPORT 2002 Range Cattle Research and Education Center R. S. Kalmbacher Professor, IFAS, Range Cattle Research

More information

Impacts of climate change on flooding in the river Meuse

Impacts of climate change on flooding in the river Meuse Impacts of climate change on flooding in the river Meuse Martijn Booij University of Twente,, The Netherlands m.j.booij booij@utwente.nlnl 2003 in the Meuse basin Model appropriateness Appropriate model

More information

Range Cattle Research and Education Center January CLIMATOLOGICAL REPORT 2012 Range Cattle Research and Education Center.

Range Cattle Research and Education Center January CLIMATOLOGICAL REPORT 2012 Range Cattle Research and Education Center. 1 Range Cattle Research and Education Center January 2013 Research Report RC-2013-1 CLIMATOLOGICAL REPORT 2012 Range Cattle Research and Education Center Brent Sellers Weather conditions strongly influence

More information

Influence of rainfall space-time variability over the Ouémé basin in Benin

Influence of rainfall space-time variability over the Ouémé basin in Benin 102 Remote Sensing and GIS for Hydrology and Water Resources (IAHS Publ. 368, 2015) (Proceedings RSHS14 and ICGRHWE14, Guangzhou, China, August 2014). Influence of rainfall space-time variability over

More information

Ensuring Water in a Changing World

Ensuring Water in a Changing World Ensuring Water in a Changing World Evaluation and application of satellite-based precipitation measurements for hydro-climate studies over mountainous regions: case studies from the Tibetan Plateau Soroosh

More information

A downscaling and adjustment method for climate projections in mountainous regions

A downscaling and adjustment method for climate projections in mountainous regions A downscaling and adjustment method for climate projections in mountainous regions applicable to energy balance land surface models D. Verfaillie, M. Déqué, S. Morin, M. Lafaysse Météo-France CNRS, CNRM

More information

Application and verification of the ECMWF products Report 2007

Application and verification of the ECMWF products Report 2007 Application and verification of the ECMWF products Report 2007 National Meteorological Administration Romania 1. Summary of major highlights The medium range forecast activity within the National Meteorological

More information

Impact of IASI assimilation in convective scale model AROME

Impact of IASI assimilation in convective scale model AROME Impact of IASI assimilation in convective scale model AROME Vincent GUIDARD Pierre BROUSSEAU, Nadia FOURRIE, Florence RABIER Météo-France and CNRS / CNRM-GAME 2 Overview 1. What is AROME? 2. IASI in next

More information

Range Cattle Research and Education Center January CLIMATOLOGICAL REPORT 2016 Range Cattle Research and Education Center.

Range Cattle Research and Education Center January CLIMATOLOGICAL REPORT 2016 Range Cattle Research and Education Center. 1 Range Cattle Research and Education Center January 2017 Research Report RC-2017-1 CLIMATOLOGICAL REPORT 2016 Range Cattle Research and Education Center Brent Sellers Weather conditions strongly influence

More information

Simulation of heavy precipitation events with the COSMO model

Simulation of heavy precipitation events with the COSMO model LM User Seminar, 6 March 2007, Langen Federal Department of Home Affairs FDHA Federal Office of Meteorology and Climatology MeteoSwiss Simulation of heavy precipitation events with the COSMO model Silke

More information

Climatology. Rainfall and Temperature Regimes. Myriam Traboulsi. The rainfall regime

Climatology. Rainfall and Temperature Regimes. Myriam Traboulsi. The rainfall regime Climatology Rainfall and emperature Regimes Myriam raboulsi he rainfall regime he Orontes basin receives highly variable rainfall related to its topographic features. Rainfall decreases in Lebanon from

More information

Regional dry-season climate changes due to three decades of Amazonian deforestation

Regional dry-season climate changes due to three decades of Amazonian deforestation In the format provided by the authors and unedited. SUPPLEMENTARY INFORMATION DOI:./NCLIMATE Regional dry-season climate changes due to three decades of Amazonian deforestation Jaya problemkhanna by using

More information

Snow processes and their drivers in Sierra Nevada (Spain), and implications for modelling.

Snow processes and their drivers in Sierra Nevada (Spain), and implications for modelling. Snow processes and their drivers in Sierra Nevada (Spain), and implications for modelling. M.J. Polo, M.J. Pérez-Palazón, R. Pimentel, J. Herrero Granada,02 de November 2016 SECTIONS 1. 2. 3. 4. 5. Introduction

More information

Assessing bias in satellite rainfall products and their impact in water balance closure at the Zambezi headwaters

Assessing bias in satellite rainfall products and their impact in water balance closure at the Zambezi headwaters Assessing bias in satellite rainfall products and their impact in water balance closure at the Zambezi headwaters Omondi C.K. 1 Rientjes T.H.M. 1, Haile T.A. 2, Gumindoga W. 1,3 (1) Faculty ITC, University

More information

Performance of High Resolution Satellite Rainfall Products over Data Scarce Parts of Eastern Ethiopia

Performance of High Resolution Satellite Rainfall Products over Data Scarce Parts of Eastern Ethiopia Florida International University FIU Digital Commons Department of Earth and Environment College of Arts, Sciences & Education 9-11-2015 Performance of High Resolution Satellite Rainfall Products over

More information

LIST OF TABLES Table 1. Table 2. Table 3. Table 4.

LIST OF TABLES Table 1. Table 2. Table 3. Table 4. LIST OF TABLES Table. Dataset names, their versions, and variables used in this study. The algorithm names (GPROF, GPROF7, and GSMaP) are added in the parenthesis after each TMI rainfall dataset. This

More information

Precipitation verification. Thanks to CMC, CPTEC, DWD, ECMWF, JMA, MF, NCEP, NRL, RHMC, UKMO

Precipitation verification. Thanks to CMC, CPTEC, DWD, ECMWF, JMA, MF, NCEP, NRL, RHMC, UKMO Precipitation verification Thanks to CMC, CPTEC, DWD, ECMWF, JMA, MF, NCEP, NRL, RHMC, UKMO Outline 1) Status of WGNE QPF intercomparisons 2) Overview of the use of recommended methods for the verification

More information

Hurricane Floyd Symposium. Satellite Precipitation as a Tool to Reanalyze Hurricane Floyd and Forecast Probabilities of Extreme Rainfall

Hurricane Floyd Symposium. Satellite Precipitation as a Tool to Reanalyze Hurricane Floyd and Forecast Probabilities of Extreme Rainfall Sept. 18, 2009 Hurricane Floyd Symposium Scott Curtis, East Carolina Universtiy Satellite Precipitation as a Tool to Reanalyze Hurricane Floyd and Forecast Probabilities of Extreme Rainfall What was the

More information

National Weather Service Flood Forecast Needs: Improved Rainfall Estimates

National Weather Service Flood Forecast Needs: Improved Rainfall Estimates National Weather Service Flood Forecast Needs: Improved Rainfall Estimates Weather Forecast Offices Cleveland and Northern Indiana Ohio River Forecast Center Presenter: Sarah Jamison, Service Hydrologist

More information

Spatial analysis of annual rainfall using ordinary kriging techniques and lognormal kriging in the Cheliff watershed. Algeria.

Spatial analysis of annual rainfall using ordinary kriging techniques and lognormal kriging in the Cheliff watershed. Algeria. 15 th International Conference on Environmental Science and Technology Rhodes, Greece, 31 August to 2 September 2017 Spatial analysis of annual rainfall using ordinary kriging techniques and lognormal

More information

J5.3 Seasonal Variability over Southeast Brazil related to frontal systems behaviour in a climate simulation with the AGCM CPTEC/COLA.

J5.3 Seasonal Variability over Southeast Brazil related to frontal systems behaviour in a climate simulation with the AGCM CPTEC/COLA. J5.3 Seasonal Variability over Southeast Brazil related to frontal systems behaviour in a climate simulation with the AGCM CPTEC/COLA. Iracema F.A.Cavalcanti and Luiz Henrique R. Coura Silva Centro de

More information

Spatial Downscaling of TRMM Precipitation Using DEM. and NDVI in the Yarlung Zangbo River Basin

Spatial Downscaling of TRMM Precipitation Using DEM. and NDVI in the Yarlung Zangbo River Basin Spatial Downscaling of TRMM Precipitation Using DEM and NDVI in the Yarlung Zangbo River Basin Yang Lu 1,2, Mingyong Cai 1,2, Qiuwen Zhou 1,2, Shengtian Yang 1,2 1 State Key Laboratory of Remote Sensing

More information

Using MODIS imagery to validate the spatial representation of snow cover extent obtained from SWAT in a data-scarce Chilean Andean watershed

Using MODIS imagery to validate the spatial representation of snow cover extent obtained from SWAT in a data-scarce Chilean Andean watershed Using MODIS imagery to validate the spatial representation of snow cover extent obtained from SWAT in a data-scarce Chilean Andean watershed Alejandra Stehr 1, Oscar Link 2, Mauricio Aguayo 1 1 Centro

More information

TRMM Multi-satellite Precipitation Analysis (TMPA)

TRMM Multi-satellite Precipitation Analysis (TMPA) TRMM Multi-satellite Precipitation Analysis (TMPA) (sometimes known as 3B42/43, TRMM product numbers) R. Adler, G. Huffman, D. Bolvin, E. Nelkin, D. Wolff NASA/Goddard Laboratory for Atmospheres with key

More information

Application of Radar QPE. Jack McKee December 3, 2014

Application of Radar QPE. Jack McKee December 3, 2014 Application of Radar QPE Jack McKee December 3, 2014 Topics Context Precipitation Estimation Techniques Study Methodology Preliminary Results Future Work Questions Introduction Accurate precipitation data

More information

Developing Operational MME Forecasts for Subseasonal Timescales

Developing Operational MME Forecasts for Subseasonal Timescales Developing Operational MME Forecasts for Subseasonal Timescales Dan C. Collins NOAA Climate Prediction Center (CPC) Acknowledgements: Stephen Baxter and Augustin Vintzileos (CPC and UMD) 1 Outline I. Operational

More information

Adaptation for global application of calibration and downscaling methods of medium range ensemble weather forecasts

Adaptation for global application of calibration and downscaling methods of medium range ensemble weather forecasts Adaptation for global application of calibration and downscaling methods of medium range ensemble weather forecasts Nathalie Voisin Hydrology Group Seminar UW 11/18/2009 Objective Develop a medium range

More information

Evaluation of distributed snowpack simulation with in-situ and remote sensing information in Arveupper catchment

Evaluation of distributed snowpack simulation with in-situ and remote sensing information in Arveupper catchment Evaluation of distributed snowpack simulation with in-situ and remote sensing information in Arveupper catchment J. Revuelto 1,2, G. Lecourt 2, L. Charrois 2, T. Condom 1, M. Dumont 2, M. Lafaysse 2,,

More information

Spaceborne and Ground-based Global and Regional Precipitation Estimation: Multi-Sensor Synergy

Spaceborne and Ground-based Global and Regional Precipitation Estimation: Multi-Sensor Synergy Hydrometeorology and Remote Sensing Lab (hydro.ou.edu) at The University of Oklahoma Spaceborne and Ground-based Global and Regional Precipitation Estimation: Multi-Sensor Synergy Presented by: 温逸馨 (Berry)

More information

Convection and precipitation in the Southern Amazon region: Comparison between a normal and dry year

Convection and precipitation in the Southern Amazon region: Comparison between a normal and dry year Convection and precipitation in the Southern Amazon region: Comparison between a normal and dry year Beatriz Funatsu, Olivier Dubreuil, Chantal Claud To cite this version: Beatriz Funatsu, Olivier Dubreuil,

More information

Analysis of meteorological measurements made over three rainy seasons in Sinazongwe District, Zambia.

Analysis of meteorological measurements made over three rainy seasons in Sinazongwe District, Zambia. Analysis of meteorological measurements made over three rainy seasons in Sinazongwe District, Zambia. 1 Hiromitsu Kanno, 2 Hiroyuki Shimono, 3 Takeshi Sakurai, and 4 Taro Yamauchi 1 National Agricultural

More information

4. THE HBV MODEL APPLICATION TO THE KASARI CATCHMENT

4. THE HBV MODEL APPLICATION TO THE KASARI CATCHMENT Application of HBV model to the Kasari River, 1994 Page 1 of 6 Application of the HBV model to the Kasari river for flow modulation of catchments characterised by specific underlying features by R. Vedom,

More information

Table (6): Annual precipitation amounts as recorded by stations X and Y. No. X Y

Table (6): Annual precipitation amounts as recorded by stations X and Y. No. X Y Example: X and Y are two neighboring rainfall stations. Station X has complete records and station Y has some missing values. Find the linear correlation equation between the two series as mentioned in

More information

Temperature and rainfall changes over East Africa from multi-gcm forced RegCM projections

Temperature and rainfall changes over East Africa from multi-gcm forced RegCM projections Temperature and rainfall changes over East Africa from multi-gcm forced RegCM projections Gulilat Tefera Diro and Adrian Tompkins - Earth System Physics Section International Centre for Theoretical Physics

More information

SWOT-GPM Exploring the complementarities in altimetry and rainfall measurement from satellite, in tropical basins.

SWOT-GPM Exploring the complementarities in altimetry and rainfall measurement from satellite, in tropical basins. SWOT-GPM Exploring the complementarities in altimetry and rainfall measurement from satellite, in tropical basins. PIs : Marielle Gosset (IRD, GET, France) and Daniel Vila (INPE, CPTEC, Brazil) cois :

More information

Chiang Rai Province CC Threat overview AAS1109 Mekong ARCC

Chiang Rai Province CC Threat overview AAS1109 Mekong ARCC Chiang Rai Province CC Threat overview AAS1109 Mekong ARCC This threat overview relies on projections of future climate change in the Mekong Basin for the period 2045-2069 compared to a baseline of 1980-2005.

More information

The Importance of Snowmelt Runoff Modeling for Sustainable Development and Disaster Prevention

The Importance of Snowmelt Runoff Modeling for Sustainable Development and Disaster Prevention The Importance of Snowmelt Runoff Modeling for Sustainable Development and Disaster Prevention Muzafar Malikov Space Research Centre Academy of Sciences Republic of Uzbekistan Water H 2 O Gas - Water Vapor

More information

RELATIVE IMPORTANCE OF GLACIER CONTRIBUTIONS TO STREAMFLOW IN A CHANGING CLIMATE

RELATIVE IMPORTANCE OF GLACIER CONTRIBUTIONS TO STREAMFLOW IN A CHANGING CLIMATE Proceedings of the Second IASTED International Conference WATER RESOURCE MANAGEMENT August 20-22, 2007, Honolulu, Hawaii, USA ISGN Hardcopy: 978-0-88986-679-9 CD: 978-0-88-986-680-5 RELATIVE IMPORTANCE

More information

EUMETSAT Hydrological SAF H05 product development at CNMCA

EUMETSAT Hydrological SAF H05 product development at CNMCA EUMETSAT Hydrological SAF H05 product development at CNMCA Luigi De Leonibus, Francesco Zauli, Antonio Vocino, Daniele Biron, Davide Melfi, Marco Petracca Centro Nazionale di Meteorologia e Climatologia

More information

Evaluation of model-derived and remotely sensed precipitation products for continental South America

Evaluation of model-derived and remotely sensed precipitation products for continental South America Click Here for Full Article JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 111,, doi:10.1029/2005jd006276, 2006 Evaluation of model-derived and remotely sensed precipitation products for continental South America

More information

P r o c e. d i n g s. 1st Workshop. Madrid, Spain September 2002

P r o c e. d i n g s. 1st Workshop. Madrid, Spain September 2002 P r o c e e d i n g s 1st Workshop Madrid, Spain 23-27 September 2002 AN INTERCOMPARISON OF GAUGE, RADAR AND SATELLITE RAINFALL IN THE TROPICS Augusto J. Pereira Filho 1, Andrew J. Negri 2, and P. T. Nakayama

More information

EVALUATION OF SATELLITE-DERIVED HIGH RESOLUTION RAINFALL ESTIMATES OVER EASTERN SÃO PAULO AND PARANÁ,, BRAZIL

EVALUATION OF SATELLITE-DERIVED HIGH RESOLUTION RAINFALL ESTIMATES OVER EASTERN SÃO PAULO AND PARANÁ,, BRAZIL EVALUATION OF SATELLITE-DERIVED HIGH RESOLUTION RAINFALL ESTIMATES OVER EASTERN SÃO PAULO AND PARANÁ,, BRAZIL Augusto J. Pereira Filho 1 Phillip Arkin 2 Joe Turk 3 John E. Janowiak 4 Cesar Beneti 5 Leonardo

More information

Hands On Applications of the Latin American and Caribbean Flood and Drought Monitor (LACFDM)

Hands On Applications of the Latin American and Caribbean Flood and Drought Monitor (LACFDM) Hands On Applications of the Latin American and Caribbean Flood and Drought Monitor (LACFDM) Colby Fisher, Eric F Wood, Justin Sheffield, Nate Chaney Princeton University International Training: Application

More information

AN ASSESSMENT OF THE RELATIONSHIP BETWEEN RAINFALL AND LAKE VICTORIA LEVELS IN UGANDA

AN ASSESSMENT OF THE RELATIONSHIP BETWEEN RAINFALL AND LAKE VICTORIA LEVELS IN UGANDA AN ASSESSMENT OF THE RELATIONSHIP BETWEEN RAINFALL AND LAKE VICTORIA LEVELS IN UGANDA BY CATHERINE MULINDE BA (Environmental Management), PGD (Meteorology) Teaching Assistant Department of Geography, Meteorology

More information

CLIMATE SIMULATION AND ASSESSMENT OF PREDICTABILITY OF RAINFALL IN THE SOUTHEASTERN SOUTH AMERICA REGION USING THE CPTEC/COLA ATMOSPHERIC MODEL

CLIMATE SIMULATION AND ASSESSMENT OF PREDICTABILITY OF RAINFALL IN THE SOUTHEASTERN SOUTH AMERICA REGION USING THE CPTEC/COLA ATMOSPHERIC MODEL CLIMATE SIMULATION AND ASSESSMENT OF PREDICTABILITY OF RAINFALL IN THE SOUTHEASTERN SOUTH AMERICA REGION USING THE CPTEC/COLA ATMOSPHERIC MODEL JOSÉ A. MARENGO, IRACEMA F.A.CAVALCANTI, GILVAN SAMPAIO,

More information

School on Modelling Tools and Capacity Building in Climate and Public Health April Remote Sensing

School on Modelling Tools and Capacity Building in Climate and Public Health April Remote Sensing 2453-5 School on Modelling Tools and Capacity Building in Climate and Public Health 15-26 April 2013 Remote Sensing CECCATO Pietro International Research Institute for Climate and Society, IRI The Earth

More information

VERIFICATION OF APHRODITE PRECIPITATION DATA SETS OVER BANGLADESH

VERIFICATION OF APHRODITE PRECIPITATION DATA SETS OVER BANGLADESH Proceedings of the 4 th International Conference on Civil Engineering for Sustainable Development (ICCESD 2018), 9~11 February 2018, KUET, Khulna, Bangladesh (ISB-978-984-34-3502-6) VERIFICATIO OF APHRODITE

More information

Difficulties in selecting the most appropriate model setup of RegCM for the Pannonian region with a special focus on precipitation

Difficulties in selecting the most appropriate model setup of RegCM for the Pannonian region with a special focus on precipitation Difficulties in selecting the most appropriate model setup of RegCM for the Pannonian region with a special focus on precipitation Tímea Kalmár, Ildikó Pieczka, Rita Pongrácz, Judit Bartholy Eötvös Loránd

More information

State of the art of satellite rainfall estimation

State of the art of satellite rainfall estimation State of the art of satellite rainfall estimation 3-year comparison over South America using gauge data, and estimates from IR, TRMM radar and passive microwave Edward J. Zipser University of Utah, USA

More information

Filtering suspicious large values in ITE233_2A25 extreme rain

Filtering suspicious large values in ITE233_2A25 extreme rain Appendix 8 Filtering suspicious large values in ITE233_2A25 extreme rain A. Hamada & Y. N. Takayabu (AORI, The Univ. of Tokyo) 1 Introduction Objectives Investigate unrealistic extreme rain occasionally

More information

From El Nino to Atlantic Nino: pathways as seen in the QuikScat winds

From El Nino to Atlantic Nino: pathways as seen in the QuikScat winds From El Nino to Atlantic Nino: pathways as seen in the QuikScat winds Rong Fu 1, Lei Huang 1, Hui Wang 2 Presented by Nicole Smith-Downey 1 1 Jackson School of Geosciences, The University of Texas at Austin

More information

Application and verification of ECMWF products in Norway 2008

Application and verification of ECMWF products in Norway 2008 Application and verification of ECMWF products in Norway 2008 The Norwegian Meteorological Institute 1. Summary of major highlights The ECMWF products are widely used by forecasters to make forecasts for

More information

Investigate the influence of the Amazon rainfall on westerly wind anomalies and the 2002 Atlantic Nino using QuikScat, Altimeter and TRMM data

Investigate the influence of the Amazon rainfall on westerly wind anomalies and the 2002 Atlantic Nino using QuikScat, Altimeter and TRMM data Investigate the influence of the Amazon rainfall on westerly wind anomalies and the 2002 Atlantic Nino using QuikScat, Altimeter and TRMM data Rong Fu 1, Mike Young 1, Hui Wang 2, Weiqing Han 3 1 School

More information

Understanding the hydrology of the large wetlands of the Bolivian Amazon using remote sensing and hydrological modeling

Understanding the hydrology of the large wetlands of the Bolivian Amazon using remote sensing and hydrological modeling Understanding the hydrology of the large wetlands of the Bolivian Amazon using remote sensing and hydrological modeling Preliminary results 6 th SO HYBAM Scientific Meeting Cusco, Octubre 2015 Alex Ovando

More information

CPTEC and NCEP Model Forecast Drift and South America during the Southern Hemisphere Summer

CPTEC and NCEP Model Forecast Drift and South America during the Southern Hemisphere Summer CPTEC and NCEP Model Forecast Drift and South America during the Southern Hemisphere Summer José Antonio Aravéquia 1 Pedro L. Silva Dias 2 (1) Center for Weather Forecasting and Climate Research National

More information

RESOLUTION ERRORS ASSOCIATED WITH GRIDDED PRECIPITATION FIELDS

RESOLUTION ERRORS ASSOCIATED WITH GRIDDED PRECIPITATION FIELDS INTERNATIONAL JOURNAL OF CLIMATOLOGY Int. J. Climatol. 2: 197 1963 (2) Published online 7 October 2 in Wiley InterScience (www.interscience.wiley.com). DOI:.2/joc.123 RESOLUTION ERRORS ASSOCIATED WITH

More information

ALMA MEMO : the driest and coldest summer. Ricardo Bustos CBI Project SEP 06

ALMA MEMO : the driest and coldest summer. Ricardo Bustos CBI Project SEP 06 ALMA MEMO 433 2002: the driest and coldest summer Ricardo Bustos CBI Project E-mail: rbustos@dgf.uchile.cl 2002 SEP 06 Abstract: This memo reports NCEP/NCAR Reanalysis results for the southern hemisphere

More information

CHAPTER VII COMPARISON OF SATELLITE (TRMM) PRECIPITATION DATA WITH GROUND-BASED DATA

CHAPTER VII COMPARISON OF SATELLITE (TRMM) PRECIPITATION DATA WITH GROUND-BASED DATA CHAPTER VII COMPARISON OF SATELLITE () PRECIPITATION DATA WITH GROUND-BASED DATA CHAPTER VII COMPARISON OF SATELLITE () PRECIPITATION DATA WITH GROUND-BASED DATA 7.1. INTRODUCTION Most of the earth s rain

More information

STATISTICAL ESTIMATION AND RE- ANALYSIS OF PRECIPITATIONS OVER FRENCH MOUNTAIN RANGES

STATISTICAL ESTIMATION AND RE- ANALYSIS OF PRECIPITATIONS OVER FRENCH MOUNTAIN RANGES STATISTICAL ESTIMATION AND RE- ANALYSIS OF PRECIPITATIONS OVER FRENCH MOUNTAIN RANGES USING WEATHER PATTERNS, WATER BALANCES AND SNOW MEASUREMENTS ASSIMILATION Frederic GOTTARDI EDF frederic.gottardi@edf.fr

More information

RAINFALL ESTIMATION OVER BANGLADESH USING REMOTE SENSING DATA

RAINFALL ESTIMATION OVER BANGLADESH USING REMOTE SENSING DATA RAINFALL ESTIMATION OVER BANGLADESH USING REMOTE SENSING DATA Final Report June 2006 A. K. M. Saiful Islam M. Nazrul Islam INSTITUTE OF WATER AND FLOOD MANAGEMENT & DEPARTMENT OF PHYSICS BANGLADESH UNIVERSITY

More information

Improvement of quantitative precipitation estimates in Belgium

Improvement of quantitative precipitation estimates in Belgium Improvement of quantitative precipitation estimates in Belgium L. Delobbe, E. Goudenhoofdt, and B. Mohymont Royal Meteorological Institute of Belgium 1. Introduction In this paper we describe the recent

More information

2009 Progress Report To The National Aeronautics and Space Administration NASA Energy and Water Cycle Study (NEWS) Program

2009 Progress Report To The National Aeronautics and Space Administration NASA Energy and Water Cycle Study (NEWS) Program 2009 Progress Report To The National Aeronautics and Space Administration NASA Energy and Water Cycle Study (NEWS) Program Proposal Title: Grant Number: PI: The Challenges of Utilizing Satellite Precipitation

More information

Modelling snow accumulation and snow melt in a continuous hydrological model for real-time flood forecasting

Modelling snow accumulation and snow melt in a continuous hydrological model for real-time flood forecasting IOP Conference Series: Earth and Environmental Science Modelling snow accumulation and snow melt in a continuous hydrological model for real-time flood forecasting To cite this article: Ph Stanzel et al

More information

Eighteenth International Water Technology Conference, IWTC18 Sharm ElSheikh, March 2015

Eighteenth International Water Technology Conference, IWTC18 Sharm ElSheikh, March 2015 SPATIOTEMPORAL EVALUATION OF GLOBAL PRECIPITATION MAPPING -GSMAP AT BASIN SCALE IN SAGAMI RIVER, JAPAN S. Takegawa 1, K. Takido 2, ando. Saavedra 3 1 Tokyo Institute of Technology, Tokyo,koizumi.s.ae@m.titech.ac.jp

More information

Remote sensing of precipitation extremes

Remote sensing of precipitation extremes The panel is about: Understanding and predicting weather and climate extreme Remote sensing of precipitation extremes Climate extreme : (JSC meeting, June 30 2014) IPCC SREX report (2012): Climate Ali

More information

Evaluating the uncertainty in gridded rainfall datasets over Eastern Africa for assessing the model performance and understanding climate change

Evaluating the uncertainty in gridded rainfall datasets over Eastern Africa for assessing the model performance and understanding climate change Evaluating the uncertainty in gridded rainfall datasets over Eastern Africa for assessing the model performance and understanding climate change In Support of: Planning for Resilience in East Africa through

More information

Judit Kerényi. OMSZ - Hungarian Meteorological Service, Budapest, Hungary. H-1525 Budapest, P.O.Box 38, Hungary.

Judit Kerényi. OMSZ - Hungarian Meteorological Service, Budapest, Hungary. H-1525 Budapest, P.O.Box 38, Hungary. SATELLITE-DERIVED PRECIPITATION ESTIMATIONS DEVELOPED BY THE HYDROLOGY SAF PROJECT CASE STUDIES FOR THE INVESTIGATION OF THEIR ACCURACY AND FEATURES IN HUNGARY Judit Kerényi OMSZ - Hungarian Meteorological

More information

Proceedings, International Snow Science Workshop, Banff, 2014

Proceedings, International Snow Science Workshop, Banff, 2014 SIMULATION OF THE ALPINE SNOWPACK USING METEOROLOGICAL FIELDS FROM A NON- HYDROSTATIC WEATHER FORECAST MODEL V. Vionnet 1, I. Etchevers 1, L. Auger 2, A. Colomb 3, L. Pfitzner 3, M. Lafaysse 1 and S. Morin

More information

Water Balance in the Murray-Darling Basin and the recent drought as modelled with WRF

Water Balance in the Murray-Darling Basin and the recent drought as modelled with WRF 18 th World IMACS / MODSIM Congress, Cairns, Australia 13-17 July 2009 http://mssanz.org.au/modsim09 Water Balance in the Murray-Darling Basin and the recent drought as modelled with WRF Evans, J.P. Climate

More information

Evaluation of Six High-Resolution Satellite and Ground-Based Precipitation Products over Malaysia

Evaluation of Six High-Resolution Satellite and Ground-Based Precipitation Products over Malaysia Remote Sens. 2015, 7, 1504-1528; doi:10.3390/rs70201504 Article OPEN ACCESS remote sensing ISSN 2072-4292 www.mdpi.com/journal/remotesensing Evaluation of Six High-Resolution Satellite and Ground-Based

More information

Malawi. General Climate. UNDP Climate Change Country Profiles. C. McSweeney 1, M. New 1,2 and G. Lizcano 1

Malawi. General Climate. UNDP Climate Change Country Profiles. C. McSweeney 1, M. New 1,2 and G. Lizcano 1 UNDP Climate Change Country Profiles Malawi C. McSweeney 1, M. New 1,2 and G. Lizcano 1 1. School of Geography and Environment, University of Oxford. 2. Tyndall Centre for Climate Change Research http://country-profiles.geog.ox.ac.uk

More information

Interannual variation of MODIS NDVI in Lake Taihu and its relation to climate in submerged macrophyte region

Interannual variation of MODIS NDVI in Lake Taihu and its relation to climate in submerged macrophyte region Yale-NUIST Center on Atmospheric Environment Interannual variation of MODIS NDVI in Lake Taihu and its relation to climate in submerged macrophyte region ZhangZhen 2015.07.10 1 Outline Introduction Data

More information

Feature-specific verification of ensemble forecasts

Feature-specific verification of ensemble forecasts Feature-specific verification of ensemble forecasts www.cawcr.gov.au Beth Ebert CAWCR Weather & Environmental Prediction Group Uncertainty information in forecasting For high impact events, forecasters

More information

NEW SCHEME TO IMPROVE THE DETECTION OF RAINY CLOUDS IN PUERTO RICO

NEW SCHEME TO IMPROVE THE DETECTION OF RAINY CLOUDS IN PUERTO RICO NEW SCHEME TO IMPROVE THE DETECTION OF RAINY CLOUDS IN PUERTO RICO Joan Manuel Castro Sánchez Advisor Dr. Nazario Ramirez UPRM NOAA CREST PRYSIG 2016 October 7, 2016 Introduction A cloud rainfall event

More information

Anahit Hovsepyan ARMSTATEHYDROMET Second WMO/MEDARE International Workshop May 2010, Nicosia, Cyprus

Anahit Hovsepyan ARMSTATEHYDROMET Second WMO/MEDARE International Workshop May 2010, Nicosia, Cyprus Anahit Hovsepyan ARMSTATEHYDROMET ahovsepyan@sci.am Second WMO/MEDARE International Workshop 10-12 May 2010, Nicosia, Cyprus OUTLINE Armenia in brief Meteorological observation network Climate data and

More information

SPATIAL MODELS FOR THE DEFINITION OF LANDSLIDE SUSCEPTIBILITY AND LANDSLIDE HAZARD. J.L. Zêzere Centre of Geographical Studies University of Lisbon

SPATIAL MODELS FOR THE DEFINITION OF LANDSLIDE SUSCEPTIBILITY AND LANDSLIDE HAZARD. J.L. Zêzere Centre of Geographical Studies University of Lisbon SPATIAL MODELS FOR THE DEFINITION OF LANDSLIDE SUSCEPTIBILITY AND LANDSLIDE HAZARD J.L. Zêzere Centre of Geographical Studies University of Lisbon CONCEPTUAL MODEL OF LANDSLIDE RISK Dangerous Phenomena

More information

Variability of Moisture and Convection over the South American Altiplano during SALLJEX: An Exploratory Study

Variability of Moisture and Convection over the South American Altiplano during SALLJEX: An Exploratory Study Variability of Moisture and Convection over the South American Altiplano during SALLJEX: An Exploratory Study Mark Falvey, René Garreaud and Patricio Aceituno falvey@dgf.uchile.cl Departamento de Geofísica,

More information

ATMOSPHERIC MODEL. Iracema Fonseca Albuquerque Cavalcanti

ATMOSPHERIC MODEL. Iracema Fonseca Albuquerque Cavalcanti ATMOSPHERIC MODEL Iracema Fonseca Albuquerque Cavalcanti José Paulo Bonatti CPTEC/INPE Silvio Nilo Figueroa- CPTEC/INPE Paulo Kubota CPTEC/INPE Henrique M.J. Barbosa- USP Solange Souza-CPTEC/INPE Christopher

More information

Seasonal and interannual relations between precipitation, soil moisture and vegetation in the North American monsoon region

Seasonal and interannual relations between precipitation, soil moisture and vegetation in the North American monsoon region Seasonal and interannual relations between precipitation, soil moisture and vegetation in the North American monsoon region Luis A. Mendez-Barroso 1, Enrique R. Vivoni 1, Christopher J. Watts 2 and Julio

More information

National Cheng Kung University, Taiwan. downscaling. Speaker: Pao-Shan Yu Co-authors: Dr Shien-Tsung Chen & Mr. Chin-yYuan Lin

National Cheng Kung University, Taiwan. downscaling. Speaker: Pao-Shan Yu Co-authors: Dr Shien-Tsung Chen & Mr. Chin-yYuan Lin Department of Hydraulic & Ocean Engineering, National Cheng Kung University, Taiwan Impact of stochastic weather generator characteristic on daily precipitation downscaling Speaker: Pao-Shan Yu Co-authors:

More information

Observed ENSO teleconnections with the South American monsoon system

Observed ENSO teleconnections with the South American monsoon system ATMOSPHERIC SCIENCE LETTERS Atmos. Sci. Let. 11: 7 12 (2010) Published online 8 January 2010 in Wiley InterScience (www.interscience.wiley.com) DOI: 10.1002/asl.245 Observed ENSO teleconnections with the

More information

OPTIMISING THE TEMPORAL AVERAGING PERIOD OF POINT SURFACE SOLAR RESOURCE MEASUREMENTS FOR CORRELATION WITH AREAL SATELLITE ESTIMATES

OPTIMISING THE TEMPORAL AVERAGING PERIOD OF POINT SURFACE SOLAR RESOURCE MEASUREMENTS FOR CORRELATION WITH AREAL SATELLITE ESTIMATES OPTIMISING THE TEMPORAL AVERAGING PERIOD OF POINT SURFACE SOLAR RESOURCE MEASUREMENTS FOR CORRELATION WITH AREAL SATELLITE ESTIMATES Ian Grant Anja Schubert Australian Bureau of Meteorology GPO Box 1289

More information