OFICIAL INAUGURATION METAS AND DUKE Almería 6 June, 2013

Size: px
Start display at page:

Download "OFICIAL INAUGURATION METAS AND DUKE Almería 6 June, 2013"

Transcription

1 OFICIAL INAUGURATION METAS AND DUKE Almería 6 June, 2013 Dr. Lourdes Ramírez Santigosa División de Energías Renovables. Mr. Stefan Wilbert Institute of Solar Research

2 CONTENT INTRODUCTION MAIN TOPICS DRIVEN BY CIEMAT MAIN TOPICS DRIVEN BY DLR OVERVIEW AND OUTLOOK 2

3 INTRODUCCTION What is METAS METAS is an installation: In METAS are included most of the DLR (Institute of Solar Research) and CIEMAT (Solar Radiation Group) equipment related to solar radiation assessment. METAS is a joint research group: METAS has de intention of increase the collaboration in projects of both research groups. METAS is an agreement: In METAS, both institution share the measured data METAS is a project: METAS has to be founded with external budget 3

4 METAS overview Solar radiation measurements Satellite/modeled data Standardization Solar Technology Beam attenuation in tower plants calibration Nowcasting & irradiance grid Circumsolarradiation Instrument characterization 4

5 INTRODUCTION Who is METAS DLR Institute of solar research Qualification Department Stefan Wilbert Fabian Wolfertstetter Natalie Hanrieder Bijan Nouri Nicole Janottte CIEMAT Renewable Energy Division Solar Radiation Group Lourdes Ramírez Luis F. Zarzalejo Rita X. Valenzuela Jesús Polo Ana A. Navarro Jose M. Vindel CIEMAT PSA Division PSA Staff Antonio Campos Ginés García José Liria DLR Institute of Solar Research Line Focusing Systems CIEMAT Renewable Energy Division CIEMAT PSA Division PSA maintenance staff CSP Unit 5

6 INTRODUCTION BEFORE 2012 Since 1988 different meteo stations (from CIEMAT but also from DLR) have been operated at PSA in order to include new instrumentation to improve the solar radiation knowledge for solving new CSP needs. 6

7 INTRODUCCTION BEFORE 2012 Collaboration in IEA Joint Task: Solarpaces Agreement Task 5 SH&C Agreement Task 46 7

8 INTRODUCCTION 2012 SFERA II (In negotiation phase) Calibration of solar sensors. FP7 Project DNICast (In negotiation phase) Stefan Wilbert Scientific coordination. Picture Norbert Geuder (CSPS) 8

9 INTRODUCCTION OCT 2012 COLLABORATION AGREEMENT 1. Coordinating the use of measuring equipment included in METAS installation. 2. Production of reference meteorological datasets. a) Analysis of spatial variation of DNI. b) Creation of Typical Meteorological Years (TMY) and/or Representative Radiation Years (ASR), etc. c) Standardization and integrating procedures for data bankability, data quality control and treatment, integration of data sources, and evaluation of meteorological parameters. 3. Pyranometer and pyrheliometer calibration with absolute cavity radiometers (ACRs) following international standards. 9

10 CONTENT INTRODUCTION MAIN TOPICS DRIVEN BY CIEMAT MAIN TOPICS DRIVEN BY DLR OVERVIEW AND OUTLOOK 10

11 Solar radiation measurements BASELINE SOLAR RADIATION NETWORK since October

12 Solar radiation measurements Web access to the recorded data 12

13 Arquitecture of systems and comunications 13

14 Web portal and data bases 14

15 Satellite/modeled data Spatial distribution of solar radiation Global model (GSat2Rad) Integration of data sources Validation and uncertainty 15

16 Satellite/modeled data Spatial distribution of solar radiation 16

17 Satellite/modeled data Spatial distribution of solar radiation 17

18 Satellite/modeled data 18

19 Satellite/modeled data 19

20 Standardization Solar radiation measurement stations Configuration and optimization of measurement stations for the characterization of solar radiation at specific sites Location of stations Data acquisition systems and communication elements Station configuration Selection of instrumentation depending on the application 20

21 Standardization A manual on best practices for the provision of bankable datasets of measured data for concentrating solar power projects for investors, financial and governmental institutions will RSI specific manual 21

22 Standardization Solar radiation data treatment quality control records generating series (TMY, SRY) series analysis probability functions trends 22

23 Calibration Traceable to the World Radiation Reference (World Standard Group) PYRHELIOMETERS ISO 9059: Calibration of field pyrheliometers by comparison to a reference pyrheliometer. 23

24 Calibration pyranometer ISO 9846: Calibration of a pyranometer using a pyrheliometer. Establishes two calibration methods Alternating sun and shade Continuous sun ISO 9847: Calibration of field pyranometers by comparison to a reference pyranometer. Establishes two calibration methods Calibration inside Outside calibration Stable conditions of clear sky Unstable conditions sky with some clouds Overcast conditions 24

25 Calibration 25

26 CONTENT INTRODUCTION MAIN TOPICS DRIVEN BY CIEMAT MAIN TOPICS DRIVEN BY DLR OVERVIEW AND OUTLOOK 26

27 Rotating Shadowband Irradiometers (RSIs) global irradiance diffuse irradiance Principle of operation 1. Pyranometer measures global irradiance 2. Shadowband rotates once per minute 3. During rotation: measure the diffuse irradiance DNI is calculated DNI (Direct Normal Irradiance) Robust instrument used for solar resource assessment at remote sites Characterization, further improvements & calibration 27

28 Circumsolar radiation Circumsolar radiation is forward scattered solar radiation disk radiation Concentrating collectors use: nearly the complete disk radiation + a smaller fraction of the circumsolar radiation 28

29 Measurement of circumsolar radiation SAM (Sun & Aureole Measurement), sun photometer & software autonomous measurements additional determination of aerosol & cloud properties master system running at PSA 2 replicas: CNRS/Odeillo (France), Masdar Institute (United Arab Emirates) Sun photometer part of measurement network AERONET 1 SAM sun photometer 29

30 AERONET sun photometer PSA station is part of NASA s AERONET since 2011 reference for satellite based aerosol measurements input for DNI modeling 30

31 Beam attenuation in tower plants Depending on the atmospheric conditions the reflected radiation is attenuated noticeably on its way to the tower. Influence on output and design of tower plants (field size) 31

32 Beam attenuation in solar tower plants How can we measure and model the attenuation? How does the attenuation vary with time and climate? Visibility sensors (Scattermeters) Transmissometers Aerosol particle counter + radiative transfer model DNI measurements on the ground and on the tower 32

33 Beam attenuation in tower plants & cloud effects LIDAR: LIght Detection And Ranging Aerosol height profile Cloud height & cloud properties par al shading of CSP collector fields 33

34 Partial shading and nowcasting of DNI Especially relevant for Direct Solar Steam technology DUKE Provide spatially & temporally resolved DNI data for CSP simulation & operation. Develop nowcasting (short term prediction) of DNI maps for the operation. Andasol parabolic trough plants 34

35 Cloud height from LIDARs 35

36 Cloud camera based DNI nowcasting determine the cloud position using photogrammetry follow & predict cloud movement from picture series 4 cameras 36

37 CONTENT INTRODUCTION CIEMAT DRIVEN TOPICS DLR DRIVEN TOPICS OVERVIEW & OUTLOOK 37

38 METAS overview& outlook BSRN Satellite/modeled data Standardization New topics Nowcasting & irradiance grid Solar Technology Pyranometer & pyrheliometer calibration Beam attenuation in tower plants Circumsolar radiation Instrument characterization 38

39 Thank you for your attention! Thanks specially to the project members the PSA maintenance staff the DUKE colleagues Norbert Geuder (CSPS) Partially funded by: EU FP7 (SFERA), German Foreign Office (enermena)

On the use of NWP for Cloud Base Height Estimation in Cloud Camera-Based Solar Irradiance Nowcasting

On the use of NWP for Cloud Base Height Estimation in Cloud Camera-Based Solar Irradiance Nowcasting DLR.de Chart 1 On the use of NWP for Cloud Base Height Estimation in Cloud Camera-Based Solar Irradiance Nowcasting Niels Killius 1, Christoph Prahl 2, Natalie Hanrieder 2, Stefan Wilbert 2, Marion Schroedter-Homscheidt

More information

Determination of atmospheric attenuation from ground measurements

Determination of atmospheric attenuation from ground measurements Determination of atmospheric attenuation from ground measurements Stefan Wilbert, Natalie Hanrieder, Robert Pitz-Paal, Fabian Wolfertstetter Institute of Solar Research, Almeria/Cologne DNICast workshop

More information

DNICast Direct Normal Irradiance Nowcasting methods for optimized operation of concentrating solar technologies

DNICast Direct Normal Irradiance Nowcasting methods for optimized operation of concentrating solar technologies DNICast Direct Normal Irradiance Nowcasting methods for optimized operation of concentrating solar technologies THEME [ENERGY.2013.2.9.2] [Methods for the estimation of the Direct Normal Irradiation (DNI)]

More information

Shadow camera system for the validation of nowcasted plant-size irradiance maps

Shadow camera system for the validation of nowcasted plant-size irradiance maps Shadow camera system for the validation of nowcasted plant-size irradiance maps Pascal Kuhn, pascal.kuhn@dlr.de S. Wilbert, C. Prahl, D. Schüler, T. Haase, T. Hirsch, M. Wittmann, L. Ramirez, L. Zarzalejo,

More information

Validation of Direct Normal Irradiance from Meteosat Second Generation. DNICast

Validation of Direct Normal Irradiance from Meteosat Second Generation. DNICast Validation of Direct Normal Irradiance from Meteosat Second Generation DNICast A. Meyer 1), L. Vuilleumier 1), R. Stöckli 1), S. Wilbert 2), and L. F. Zarzalejo 3) 1) Federal Office of Meteorology and

More information

Nowcasting of Circumsolar Radiation Vorhersage der Circumsolarstrahlung

Nowcasting of Circumsolar Radiation Vorhersage der Circumsolarstrahlung Nowcasting of Circumsolar Radiation Vorhersage der Circumsolarstrahlung Luca Bugliaro 1, Stefan Wilbert 2 1 DLR Institute of Atmospheric Physics (DLR-PA), Oberpfaffenhofen 2 DLR Institute of Solar Research

More information

2014 HIGHLIGHTS. SHC Task 46 is a five-year collaborative project with the IEA SolarPACES Programme and the IEA Photovoltaic Power Systems Programme.

2014 HIGHLIGHTS. SHC Task 46 is a five-year collaborative project with the IEA SolarPACES Programme and the IEA Photovoltaic Power Systems Programme. 2014 HIGHLIGHTS SHC Solar Resource Assessment and Forecasting THE ISSUE Knowledge of solar energy resources is critical when designing, building and operating successful solar water heating systems, concentrating

More information

Report on established joint calibration facility for pyrheliometers at PSA to be operated as ACCESS facility

Report on established joint calibration facility for pyrheliometers at PSA to be operated as ACCESS facility Report on established joint calibration facility for pyrheliometers at PSA to be operated as ACCESS facility SFERA II Project Solar Facilities for the European Research Area -Second Phase Grant agreement

More information

Preliminary results on modelling the monochromatic beam and circumsolar radiation under cloud-free conditions in desert environment

Preliminary results on modelling the monochromatic beam and circumsolar radiation under cloud-free conditions in desert environment Preliminary results on modelling the monochromatic beam and circumsolar radiation under cloud-free conditions in desert environment Yehia EISSA a,b, Philippe BLANC a, Lucien WALD a, Hosni GHEDIRA b a MINES

More information

Solar Irradiance Measurements for the Monitoring and Evaluation of Concentrating Systems

Solar Irradiance Measurements for the Monitoring and Evaluation of Concentrating Systems Solar Irradiance Measurements for the Monitoring and Evaluation of Concentrating Systems Mattia Battaglia a), Jana Möllenkamp; Mercedes Rittmann-Frank, Andreas Häberle 1 SPF Institute for Solar Technology,

More information

Uncertainty of satellite-based solar resource data

Uncertainty of satellite-based solar resource data Uncertainty of satellite-based solar resource data Marcel Suri and Tomas Cebecauer GeoModel Solar, Slovakia 4th PV Performance Modelling and Monitoring Workshop, Köln, Germany 22-23 October 2015 About

More information

Bankable Solar Resource Data for Energy Projects. Riaan Meyer, GeoSUN Africa, South Africa Marcel Suri, GeoModel Solar, Slovakia

Bankable Solar Resource Data for Energy Projects. Riaan Meyer, GeoSUN Africa, South Africa Marcel Suri, GeoModel Solar, Slovakia Bankable Solar Resource Data for Energy Projects Riaan Meyer, GeoSUN Africa, South Africa Marcel Suri, GeoModel Solar, Slovakia Solar resource: fuel for solar technologies Photovoltaics (PV) Concentrated

More information

Modelling Beam Attenuation in Solar Tower Plants Using Common DNI Measurements

Modelling Beam Attenuation in Solar Tower Plants Using Common DNI Measurements Modelling Beam Attenuation in Solar Tower Plants Using Common DNI Measurements Natalie Hanrieder, Manajit Sengupta, Yu Xie, Stefan Wilbert, Robert Pitz-Paal www.dlr.de/sf Slide 2 ICEM 2015, Boulder, N.

More information

Mr Riaan Meyer On behalf of Centre for Renewable and Sustainable Energy Studies University of Stellenbosch

Mr Riaan Meyer On behalf of Centre for Renewable and Sustainable Energy Studies University of Stellenbosch CSP & Solar Resource Assessment CSP Today South Africa 2013 2 nd Concentrated Solar Thermal Power Conference and Expo 4-5 February, Pretoria, Southern Sun Pretoria Hotel Mr Riaan Meyer On behalf of Centre

More information

Recommendations for Bankable Meteorological Site Assessments for Solar Thermal Power Plants

Recommendations for Bankable Meteorological Site Assessments for Solar Thermal Power Plants Recommendations for Bankable Meteorological Site Assessments for Solar Thermal Power Plants Richard Meyer 1 1 Suntrace GmbH, Brandstwiete 46, 20457 Hamburg (Germany) Phone: +49 40 767 9638 0, richard.meyer@suntrace.de

More information

SolarGIS: Online Access to High-Resolution Global Database of Direct Normal Irradiance

SolarGIS: Online Access to High-Resolution Global Database of Direct Normal Irradiance SolarGIS: Online Access to High-Resolution Global Database of Direct Normal Irradiance Marcel Suri PhD Tomas Cebecauer, PhD GeoModel Solar Bratislava, Slovakia Conference Conference SolarPACES 2012, 13

More information

Solar Resource Mapping in South Africa

Solar Resource Mapping in South Africa Solar Resource Mapping in South Africa Tom Fluri Stellenbosch, 27 March 2009 Outline The Sun and Solar Radiation Datasets for various technologies Tools for Solar Resource Mapping Maps for South Africa

More information

D6.1: Report on the environmental data with influence on performance of STE plants

D6.1: Report on the environmental data with influence on performance of STE plants D6.1: Report on the environmental data with influence on performance of STE plants WP 6: International Cooperation Activities STAGE-STE Project SCIENTIFIC AND TECHNOLOGICAL ALLIANCE FOR GUARANTEEING THE

More information

Short-term forecasting of high resolution local DNI maps with multiple fish-eye cameras in stereoscopic mode

Short-term forecasting of high resolution local DNI maps with multiple fish-eye cameras in stereoscopic mode Short-term forecasting of high resolution local DNI maps with multiple fish-eye cameras in stereoscopic mode Philippe Blanc, Pierre Massip, Andreas Kazantzidis, Panagiotis Tzoumanikas, Pascal Kuhn, Stefan

More information

DNICast Direct Normal Irradiance Nowcasting methods for optimized operation of concentrating solar technologies

DNICast Direct Normal Irradiance Nowcasting methods for optimized operation of concentrating solar technologies DNICast Direct Normal Irradiance Nowcasting methods for optimized operation of concentrating solar technologies THEME [ENERGY.2013.2.9.2] [Methods for the estimation of the Direct Normal Irradiation (DNI)]

More information

THE SOLAR RESOURCE: PART II MINES ParisTech Center Observation, Impacts, Energy (Tel.: +33 (0) )

THE SOLAR RESOURCE: PART II MINES ParisTech Center Observation, Impacts, Energy (Tel.: +33 (0) ) MASTER REST Solar Resource Part II THE SOLAR RESOURCE: PART II MINES ParisTech Center Observation, Impacts, Energy philippe.blanc@mines-paristech.fr (Tel.: +33 (0)4 93 95 74 04) MASTER REST Solar Resource

More information

SOLAR RADIATION ESTIMATION AND PREDICTION USING MEASURED AND PREDICTED AEROSOL OPTICAL DEPTH

SOLAR RADIATION ESTIMATION AND PREDICTION USING MEASURED AND PREDICTED AEROSOL OPTICAL DEPTH SOLAR RADIATION ESTIMATION AND PREDICTION USING MEASURED AND PREDICTED AEROSOL OPTICAL DEPTH Carlos M. Fernández-Peruchena, Martín Gastón, Maria V Guisado, Ana Bernardos, Íñigo Pagola, Lourdes Ramírez

More information

An Adaptive Multi-Modeling Approach to Solar Nowcasting

An Adaptive Multi-Modeling Approach to Solar Nowcasting An Adaptive Multi-Modeling Approach to Solar Nowcasting Antonio Sanfilippo, Luis Martin-Pomares, Nassma Mohandes, Daniel Perez-Astudillo, Dunia A. Bachour ICEM 2015 Overview Introduction Background, problem

More information

The enermena Meteorological Network Solar Radiation Measurements in the MENA Region

The enermena Meteorological Network Solar Radiation Measurements in the MENA Region The enermena Meteorological Network Solar Radiation Measurements in the MENA Region D. Schüler 1,a), S. Wilbert 1, N. Geuder 2,3, R. Affolter 2, F. Wolfertstetter 1, C. Prahl 1, M. Röger 1, M. Schroedter-Homscheidt

More information

The Brazilian Atlas for Solar Energy. Fernando Ramos Martins

The Brazilian Atlas for Solar Energy. Fernando Ramos Martins The Brazilian Atlas for Solar Energy Fernando Ramos Martins fernando.martins@unifesp.br LABREN - Laboratory for Modelling and Studies of Renewable Energy Resources http://labren.ccst.inpe.br The multidisciplinary

More information

MEASUREMENT OF DNI ANGULAR DISTRIBUTION WITH A SUNSHAPE PROFILING IRRADIOMETER

MEASUREMENT OF DNI ANGULAR DISTRIBUTION WITH A SUNSHAPE PROFILING IRRADIOMETER MEASUREMENT OF DNI ANGULAR DISTRIBUTION WITH A SUNSHAPE PROFILING IRRADIOMETER Ragini Kalapatapu 1, Matteo Chiesa 1, Peter Armstrong 2 and Stefan Wilbert 3 1 Ragini Kalapatapu- Graduate Student, MSc in

More information

Solar Nowcasting with Cluster-based Detrending

Solar Nowcasting with Cluster-based Detrending Solar Nowcasting with Cluster-based Detrending Antonio Sanfilippo, Luis Pomares, Daniel Perez-Astudillo, Nassma Mohandes, Dunia Bachour ICEM 2017 Oral Presentation 26-29June 2017, Bari, Italy Overview

More information

SOLAR RADIATION RESOURCE ASSESSMENT IN INDIA CONTEXT

SOLAR RADIATION RESOURCE ASSESSMENT IN INDIA CONTEXT 3 SOLAR RADIATION RESOURCE ASSESSMENT IN INDIA CONTEXT India receives good annual radiation despite having several climatic zones. However, the Indian economy is heavily dependent on fossil fuels that

More information

SolarPACES Report Standardizing and Benchmarking of Model-Derived DNI-Products Phase 1

SolarPACES Report Standardizing and Benchmarking of Model-Derived DNI-Products Phase 1 SolarPACES Report Standardizing and Benchmarking of Model-Derived DNI-Products Phase 1 Richard Meyer (Suntrace GmbH) Chris Gueymard (Solar Consulting Services) Pierre Ineichen (University Genève) March

More information

Developing a Guide for Non-experts to Determine the Most Appropriate Use of Solar Energy Resource Information

Developing a Guide for Non-experts to Determine the Most Appropriate Use of Solar Energy Resource Information Developing a Guide for Non-experts to Determine the Most Appropriate Use of Solar Energy Resource Information Carsten Hoyer-Klick 1*, Jennifer McIntosh 2, Magda Moner-Girona 3, David Renné 4, Richard Perez

More information

A fusion method for creating sub-hourly DNI-based TMY from long-term satellite-based and short-term ground-based irradiation data

A fusion method for creating sub-hourly DNI-based TMY from long-term satellite-based and short-term ground-based irradiation data A fusion method for creating sub-hourly DNI-based TMY from long-term satellite-based and short-term ground-based irradiation data Etienne Wey, Claire Thomas, Philippe Blanc, Bella Espinar, Mustapha Mouadine,

More information

GUIDELINES ON SOLAR RESOURCE ASSESSMENTS FOR CSP POWER PLANTS

GUIDELINES ON SOLAR RESOURCE ASSESSMENTS FOR CSP POWER PLANTS GUIDELINES ON SOLAR RESOURCE ASSESSMENTS FOR CSP POWER PLANTS This study has been elaborated by the Este estudo foi elaborado âmbito in project DKTI-CSP which isno working do Projeto the contextenergia

More information

Antonio Aguirre Jr. Office of Science, Faculty and Student Team Internship Program. New York City College of Technology, Brooklyn

Antonio Aguirre Jr. Office of Science, Faculty and Student Team Internship Program. New York City College of Technology, Brooklyn Retrieval of Optical and Size Parameters of Aerosols Utilizing a Multi-Filter Rotating Shadowband Radiometer and Inter-comparison with CIMEL and Microtops Sun Photometers Antonio Aguirre Jr. Office of

More information

SU solar resource measurement station: Sonbesie metadata

SU solar resource measurement station: Sonbesie metadata SU solar resource measurement station: Sonbesie metadata Date: 30 July 2013 Introduction A solar resource measurement station, known as Sonbesie, has been installed at Stellenbosch University. The system

More information

Conference Proceedings

Conference Proceedings Conference Proceedings Solar World Congress 215 Daegu, Korea, 8 12 November 215 VALIDATION OF GHI AND DNI PEDICTIONS FOM GFS AND MACC MODEL IN THE MIDDLE EAST Luis Martin-Pomares 1, Jesus Polo 2, Daniel

More information

Assessment of Heliosat-4 surface solar irradiance derived on the basis of SEVIRI-APOLLO cloud products

Assessment of Heliosat-4 surface solar irradiance derived on the basis of SEVIRI-APOLLO cloud products Assessment of Heliosat-4 surface solar irradiance derived on the basis of SEVIRI-APOLLO cloud products Zhipeng Qu, Armel Oumbe, Philippe Blanc, Mireille Lefèvre, Lucien Wald MINES ParisTech, Centre for

More information

SOLAR MODELLING REPORT

SOLAR MODELLING REPORT Public Disclosure Authorized Public Disclosure Authorized Solar Resource Mapping in Zambia SOLAR MODELLING REPORT NOVEMBER 2014 Public Disclosure Authorized Public Disclosure Authorized This report was

More information

Short-term forecasting of high resolution local DNI maps with multiple fish-eye cameras in stereoscopic mode

Short-term forecasting of high resolution local DNI maps with multiple fish-eye cameras in stereoscopic mode Short-term forecasting of high resolution local DNI maps with multiple fish-eye cameras in stereoscopic mode Philippe Blanc, Pierre Massip, Andreas Kazantzidis, Panagiotis Tzoumanikas, Pascal Kuhn, Stefan

More information

Responsivity of an Eppley NIP as a Function of Time and Temperature

Responsivity of an Eppley NIP as a Function of Time and Temperature Responsivity of an Eppley NIP as a Function of Time and Temperature By Abstract: Frank Vignola Physics Department 174 University of Oregon Eugene, OR 97403-174 Ibrahim Reda National Renewable Energy Laboratory

More information

Sun to Market Solutions

Sun to Market Solutions Sun to Market Solutions S2m has become a leading global advisor for the Solar Power industry 2 Validated solar resource analysis Solcaster pro Modeling Delivery and O&M of weather stations for solar projects

More information

GHI CORRELATIONS WITH DHI AND DNI AND THE EFFECTS OF CLOUDINESS ON ONE-MINUTE DATA

GHI CORRELATIONS WITH DHI AND DNI AND THE EFFECTS OF CLOUDINESS ON ONE-MINUTE DATA GHI CORRELATIONS WITH DHI AND DNI AND THE EFFECTS OF CLOUDINESS ON ONE-MINUTE DATA Frank Vignola Department of Physics 1274 University of Oregon Eugene, OR 97403-1274 e-mail: fev@uoregon.edu ABSTRACT The

More information

A semi-empirical model for estimating diffuse solar irradiance under a clear sky condition for a tropical environment

A semi-empirical model for estimating diffuse solar irradiance under a clear sky condition for a tropical environment Available online at www.sciencedirect.com Procedia Engineering 32 (2012) 421 426 I-SEEC2011 A semi-empirical model for estimating diffuse solar irradiance under a clear sky condition for a tropical environment

More information

DNICast THEME [ENERGY ] [Methods for the estimation of the Direct Normal Irradiation (DNI)] Grant agreement no:

DNICast THEME [ENERGY ] [Methods for the estimation of the Direct Normal Irradiation (DNI)] Grant agreement no: DNICast Direct Normal Irradiance Nowcasting methods for optimized operation of concentrating solar technologies THEME [ENERGY.2013.2.9.2] [Methods for the estimation of the Direct Normal Irradiation (DNI)]

More information

SFERA Solar Facilities for the European Research Area

SFERA Solar Facilities for the European Research Area Grant Agreement No. 228296 SFERA Solar Facilities for the European Research Area SEVENTH FRAMEWORK PROGRAMME Capacities Specific Programme Research Infrastructures Integrating Activity - Combination of

More information

Available online at ScienceDirect. Energy Procedia 49 (2014 ) SolarPACES 2013

Available online at  ScienceDirect. Energy Procedia 49 (2014 ) SolarPACES 2013 Available online at www.sciencedirect.com ScienceDirect Energy Procedia 49 (2014 ) 2422 2432 SolarPACES 2013 Monitoring of mirror and sensor soiling with TraCS for improved quality of ground based irradiance

More information

Verification of sectoral cloud motion based global and direct normal irradiance nowcasting

Verification of sectoral cloud motion based global and direct normal irradiance nowcasting Verification of sectoral cloud motion based global and direct normal irradiance nowcasting Deutsches Zentrum für Luft- und Raumfahrt (DLR) Earth Observation Center (EOC) German Remote Sensing Data Center

More information

1.0 BACKGROUND 1.1 Surface Radiation

1.0 BACKGROUND 1.1 Surface Radiation 1.0 BACKGROUND 1.1 Surface Radiation Meteorologists have utilized recent advances in computer speeds and atmospheric models to create increasingly accurate models of the environment. The computational

More information

SOLAR MODELING REPORT

SOLAR MODELING REPORT Public Disclosure Authorized Public Disclosure Authorized Solar Resource Mapping in the Maldives SOLAR MODELING REPORT FEBRUARY 2015 Public Disclosure Authorized Public Disclosure Authorized This report

More information

Management and Exploitation of Solar Resource Knowledge

Management and Exploitation of Solar Resource Knowledge Management and Exploitation of Solar Resource Knowledge C. Hoyer-Klick 1*, H.G. Beyer 2, D. Dumortier 3, M. Schroedter-Homscheidt 4, L. Wald 5, M. Martinoli 6, C. Schillings 1, B. Gschwind 5, L. Menard

More information

Measurements of the angular distribution of diffuse irradiance

Measurements of the angular distribution of diffuse irradiance Downloaded from orbit.dtu.dk on: Nov 02, 2018 Measurements of the angular distribution of diffuse irradiance Nielsen, Elsabet Nomonde Noma; Nielsen, Kristian Pagh ; Dragsted, Janne; Furbo, Simon Published

More information

Global Solar Dataset for PV Prospecting. Gwendalyn Bender Vaisala, Solar Offering Manager for 3TIER Assessment Services

Global Solar Dataset for PV Prospecting. Gwendalyn Bender Vaisala, Solar Offering Manager for 3TIER Assessment Services Global Solar Dataset for PV Prospecting Gwendalyn Bender Vaisala, Solar Offering Manager for 3TIER Assessment Services Vaisala is Your Weather Expert! We have been helping industries manage the impact

More information

P5.17 MULTI-YEAR OBSERVATIONS OF OCEAN ALBEDO FROM A RIGID MARINE OCEAN PLATFORM. Charles Kendall Rutledge 1, Gregory L.

P5.17 MULTI-YEAR OBSERVATIONS OF OCEAN ALBEDO FROM A RIGID MARINE OCEAN PLATFORM. Charles Kendall Rutledge 1, Gregory L. P5.17 MULTI-YEAR OBSERVATIONS OF OCEAN ALBEDO FROM A RIGID MARINE OCEAN PLATFORM Charles Kendall Rutledge 1, Gregory L. Schuster 2 1 Analytical Services & Materials Inc., Hampton VA 2 NASA Langley Research

More information

Introducing NREL s Gridded National Solar Radiation Data Base (NSRDB)

Introducing NREL s Gridded National Solar Radiation Data Base (NSRDB) Introducing NREL s Gridded National Solar Radiation Data Base (NSRDB) Manajit Sengupta Aron Habte, Anthony Lopez, Yu Xi and Andrew Weekley, NREL Christine Molling CIMMS Andrew Heidinger, NOAA International

More information

Site-adaptation of satellite-based DNI and GHI time series: overview and SolarGIS approach

Site-adaptation of satellite-based DNI and GHI time series: overview and SolarGIS approach Site-adaptation of satellite-based DNI and GHI time series: overview and SolarGIS approach Tomas Cebecauer 1, a) 1, b) and Marcel Suri 1 GeoModel Solar, Pionierska 15, 83102 Bratislava, Slovakia a) Corresponding

More information

Chapter 2 Available Solar Radiation

Chapter 2 Available Solar Radiation Chapter 2 Available Solar Radiation DEFINITIONS Figure shows the primary radiation fluxes on a surface at or near the ground that are important in connection with solar thermal processes. DEFINITIONS It

More information

Modeling Solar Radiation at the Earth's Surface

Modeling Solar Radiation at the Earth's Surface Viorel Badescu (Ed.) Modeling Solar Radiation at the Earth's Surface Recent Advances 4y Springer 1 Solar Radiation Measurement: Progress in Radiometry for Improved Modeling 1 Christian A. Gueymard and

More information

QualiMET 2.0. The new Quality Control System of Deutscher Wetterdienst

QualiMET 2.0. The new Quality Control System of Deutscher Wetterdienst QualiMET 2.0 The new Quality Control System of Deutscher Wetterdienst Reinhard Spengler Deutscher Wetterdienst Department Observing Networks and Data Quality Assurance of Meteorological Data Michendorfer

More information

Irradiance Forecasts for Electricity Production. Satellite-based Nowcasting for Solar Power Plants and Distribution Networks

Irradiance Forecasts for Electricity Production. Satellite-based Nowcasting for Solar Power Plants and Distribution Networks www.dlr.de Chart 1 > European Space Solutions 2013 > 6th November 2013 Irradiance Forecasts for Electricity Production Satellite-based Nowcasting for Solar Power Plants and Distribution Networks Marion

More information

Towards a Bankable Solar Resource

Towards a Bankable Solar Resource Towards a Bankable Solar Resource Adam Kankiewicz WindLogics Inc. SOLAR 2010 Phoenix, Arizona May 20, 2010 Outline NextEra/WindLogics Solar Development Lessons learned TMY - Caveat Emptor Discussion 2

More information

Available online at ScienceDirect. Energy Procedia 57 (2014 ) ISES Solar World Congress

Available online at   ScienceDirect. Energy Procedia 57 (2014 ) ISES Solar World Congress Available online at www.sciencedirect.com ScienceDirect Energy Procedia 57 (2014 ) 1257 1265 2013 ISES Solar World Congress Solar Energy Resource Assessment in Chile: Satellite estimation and ground station

More information

Solar irradiances measured using SPN1 radiometers: uncertainties and clues for development

Solar irradiances measured using SPN1 radiometers: uncertainties and clues for development doi:10.5194/amt-7-4267-2014 Author(s) 2014. CC Attribution 3.0 License. Solar irradiances measured using SPN1 radiometers: uncertainties and clues for development J. Badosa 1, J. Wood 2, P. Blanc 3, C.

More information

BSRN STATION DESCRIPTION

BSRN STATION DESCRIPTION Description page 1-7 valid until 2014-12-31, for the description from 2015-01-01 on see page 8-14 BSRN STATION STATION MANAGER Atmospheric Environment Division, Japan Meteorological Agency (JMA) Address:

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

TRENDS IN DIRECT NORMAL SOLAR IRRADIANCE IN OREGON FROM

TRENDS IN DIRECT NORMAL SOLAR IRRADIANCE IN OREGON FROM TRENDS IN DIRECT NORMAL SOLAR IRRADIANCE IN OREGON FROM 1979-200 Laura Riihimaki Frank Vignola Department of Physics University of Oregon Eugene, OR 970 lriihim1@uoregon.edu fev@uoregon.edu ABSTRACT To

More information

3rd SFERA Summer School Solar resource forecasting

3rd SFERA Summer School Solar resource forecasting 3rd SFERA Summer School Solar resource forecasting M. Schroedter-Homscheidt (marion.schroedter-homscheidt@dlr.de) with contributions from G. Gesell, L. Klüser, H. Breitkreuz, A. Oumbe, N. Killius,T. Holzer-Popp

More information

Desert dust remote sensing with the new zenith looking narrow band radiometer

Desert dust remote sensing with the new zenith looking narrow band radiometer Desert dust remote sensing with the new zenith looking narrow band radiometer based system (ZEN) A. F. Almansa 1,2,5, E. Cuevas 1, B. Torres 3, A. Barreto 1,2, R. D. García 1,4, V. E. Cachorro 5, C. Guirado

More information

COMPARING PERFORMANCE OF SOLARGIS AND SUNY SATELLITE MODELS USING MONTHLY AND DAILY AEROSOL DATA

COMPARING PERFORMANCE OF SOLARGIS AND SUNY SATELLITE MODELS USING MONTHLY AND DAILY AEROSOL DATA COMPARING PERFORMANCE OF SOLARGIS AND SUNY SATELLITE MODELS USING MONTHLY AND DAILY AEROSOL DATA Tomas Cebecauer 1, Richard Perez 2 and Marcel Suri 1 1 GeoModel Solar, Bratislava (Slovakia) 2 State University

More information

AN ARTIFICIAL NEURAL NETWORK BASED APPROACH FOR ESTIMATING DIRECT NORMAL, DIFFUSE HORIZONTAL AND GLOBAL HORIZONTAL IRRADIANCES USING SATELLITE IMAGES

AN ARTIFICIAL NEURAL NETWORK BASED APPROACH FOR ESTIMATING DIRECT NORMAL, DIFFUSE HORIZONTAL AND GLOBAL HORIZONTAL IRRADIANCES USING SATELLITE IMAGES AN ARTIFICIAL NEURAL NETWORK BASED APPROACH FOR ESTIMATING DIRECT NORMAL, DIFFUSE HORIZONTAL AND GLOBAL HORIZONTAL IRRADIANCES USING SATELLITE IMAGES Yehia Eissa Prashanth R. Marpu Hosni Ghedira Taha B.M.J.

More information

Fig 1. Power Tower during Operation

Fig 1. Power Tower during Operation Accurate Flux Calculations Using Thermographic IR cameras in Concentrated Solar Power Fields A. Eitan*, G. Naor*, R. Hayut*, I. Segev*, J. Golbert**, S. Pekarsky*, A. Zisken*, G. Medan*, A. Feigelstock*,

More information

A methodology for DNI forecasting using NWP models and aerosol load forecasts

A methodology for DNI forecasting using NWP models and aerosol load forecasts 4 th INTERNATIONAL CONFERENCE ON ENERGY & METEOROLOGY A methodology for DNI forecasting using NWP models and aerosol load forecasts AEMET National Meteorological Service of Spain Arantxa Revuelta José

More information

THE SOLAR RESOURCE: PART I MINES ParisTech Center Observation, Impacts, Energy (Tel.: +33 (0) )

THE SOLAR RESOURCE: PART I MINES ParisTech Center Observation, Impacts, Energy (Tel.: +33 (0) ) MASTER REST Solar Resource Part I THE SOLAR RESOURCE: PART I MINES ParisTech Center Observation, Impacts, Energy philippe.blanc@mines-paristech.fr (Tel.: +33 (0)4 93 95 74 04) MASTER REST Solar Resource

More information

M. Campanelli 1, V. Estellés 2, H. Diemoz 3, N. Kouremeti 4, S. Kazadzis 4, R. Becker 5, S. Vergari 6, S. Dietrich 1. 1.

M. Campanelli 1, V. Estellés 2, H. Diemoz 3, N. Kouremeti 4, S. Kazadzis 4, R. Becker 5, S. Vergari 6, S. Dietrich 1. 1. The SKYNET radiometer Network: Aerosol Optical Depth retrieval performance at the FRC IV campaign and long term comparison against GAW PFR and AERONET standard instruments M. Campanelli 1, V. Estellés

More information

Assessment of the Australian Bureau of Meteorology hourly gridded solar data

Assessment of the Australian Bureau of Meteorology hourly gridded solar data J.K. Copper Assessment of the Australian Bureau of Meteorology hourly gridded solar data J.K. Copper 1, A.G. Bruce 1 1 School of Photovoltaic and Renewable Energy Engineering, University of New South Wales,

More information

Photovoltaic Systems Solar Radiation

Photovoltaic Systems Solar Radiation PowerPoint Presentation Photovoltaic Systems Solar Radiation The Sun Solar Radiation Sun- Earth Relationships Array Orientation Solar Radiation Data Sets Estimating Array Performance Arizona Solar Power

More information

Best Practices Handbook for the Collection and Use of Solar Resource Data for Solar Energy Applications: Second Edition

Best Practices Handbook for the Collection and Use of Solar Resource Data for Solar Energy Applications: Second Edition Best Practices Handbook for the Collection and Use of Solar Resource Data for Solar Energy Applications: Second Edition Edited by Manajit Sengupta, 1 Aron Habte, 1 Christian Gueymard, 2 Stefan Wilbert,

More information

COST action 718 METEOROLOGICAL APPLICATIONS FOR AGRICULTURE. Spatialisation of Solar Radiation - draft report on possibilities and limitations

COST action 718 METEOROLOGICAL APPLICATIONS FOR AGRICULTURE. Spatialisation of Solar Radiation - draft report on possibilities and limitations COST action 718 METEOROLOGICAL APPLICATIONS FOR AGRICULTURE Spatialisation of Solar Radiation - draft report on possibilities and limitations Piotr Struzik WG1.1. 3-rd Management Committee and Working

More information

Abstract. Resource Assessment. Existing high resolution, circumsolar and sky-mapping instruments are

Abstract. Resource Assessment. Existing high resolution, circumsolar and sky-mapping instruments are Abstract Measurement and analysis of the angular distribution of solar radiation is a key problem in Solar Resource Assessment. Existing high resolution, circumsolar and sky-mapping instruments are too

More information

Radiative Climatology of the North Slope of Alaska and the Adjacent Arctic Ocean

Radiative Climatology of the North Slope of Alaska and the Adjacent Arctic Ocean Radiative Climatology of the North Slope of Alaska and the Adjacent Arctic Ocean C. Marty, R. Storvold, and X. Xiong Geophysical Institute University of Alaska Fairbanks, Alaska K. H. Stamnes Stevens Institute

More information

Quality assurance for sensors at the Deutscher Wetterdienst (DWD)

Quality assurance for sensors at the Deutscher Wetterdienst (DWD) Quality assurance for sensors at the Deutscher Wetterdienst (DWD) Quality assurance / maintenance / calibration Holger Dörschel, Dr Tilman Holfelder WMO International Conference on Automatic Weather Stations

More information

Importance of Numerical Weather Prediction in Variable Renewable Energy Forecast

Importance of Numerical Weather Prediction in Variable Renewable Energy Forecast Importance of Numerical Weather Prediction in Variable Renewable Energy Forecast Dr. Abhijit Basu (Integrated Research & Action for Development) Arideep Halder (Thinkthrough Consulting Pvt. Ltd.) September

More information

Table 1-2. TMY3 data header (line 2) 1-68 Data field name and units (abbreviation or mnemonic)

Table 1-2. TMY3 data header (line 2) 1-68 Data field name and units (abbreviation or mnemonic) 1.4 TMY3 Data Format The format for the TMY3 data is radically different from the TMY and TMY2 data.. The older TMY data sets used columnar or positional formats, presumably as a method of optimizing data

More information

The difficult art of evaluation clouds and convection representation in GCM s

The difficult art of evaluation clouds and convection representation in GCM s The difficult art of evaluation clouds and convection representation in GCM s Motivation Configuration Results Roel Neggers Pier Siebesma thanks to many others at KNMI Evaluation Strategy Large Eddy Simulation

More information

HOW TYPICAL IS SOLAR ENERGY? A 6 YEAR EVALUATION OF TYPICAL METEOROLOGICAL DATA (TMY3)

HOW TYPICAL IS SOLAR ENERGY? A 6 YEAR EVALUATION OF TYPICAL METEOROLOGICAL DATA (TMY3) HOW TYPICAL IS SOLAR ENERGY? A 6 YEAR EVALUATION OF TYPICAL METEOROLOGICAL DATA (TMY3) Matthew K. Williams Shawn L. Kerrigan Locus Energy 657 Mission Street, Suite 401 San Francisco, CA 94105 matthew.williams@locusenergy.com

More information

Measurements are infrequent in this region due to difficulty in making both ship- and air-based measurements Natural pristine region far removed from

Measurements are infrequent in this region due to difficulty in making both ship- and air-based measurements Natural pristine region far removed from PLANNED OBSERVATIONAL CAMPAIGNS OVER THE SOUTHERN OCEANS FOR DETERMINING THE ROLES OF CLOUDS, AEROSOLS AND RADIATION IN THE CLIMATE SYSTEM: SOCRATES, MARCUS & MICRE G. McFarquhar, U. Illinois C. Bretherton,

More information

Available online at ScienceDirect. Energy Procedia 49 (2014 ) SolarPACES 2013

Available online at  ScienceDirect. Energy Procedia 49 (2014 ) SolarPACES 2013 Available online at www.sciencedirect.com ScienceDirect Energy Procedia 49 (2014 ) 109 117 SolarPACES 2013 Dynamic performance evaluation of the HelioTrough collector demonstration loop towards a new benchmark

More information

PES ESSENTIAL. Fast response sensor for solar energy resource assessment and forecasting. PES Solar

PES ESSENTIAL. Fast response sensor for solar energy resource assessment and forecasting. PES Solar Fast response sensor for solar energy resource assessment and forecasting 30 Words: Dr. Mário Pó, Researcher at EKO Our industry continually strives to get better, smarter energy. Research and development

More information

EUMETSAT SAF NETWORK. Lothar Schüller, EUMETSAT SAF Network Manager

EUMETSAT SAF NETWORK. Lothar Schüller, EUMETSAT SAF Network Manager 1 EUMETSAT SAF NETWORK Lothar Schüller, EUMETSAT SAF Network Manager EUMETSAT ground segment overview METEOSAT JASON-2 INITIAL JOINT POLAR SYSTEM METOP NOAA SATELLITES CONTROL AND DATA ACQUISITION FLIGHT

More information

COMPARISON OF CLEAR-SKY MODELS FOR EVALUATING SOLAR FORECASTING SKILL

COMPARISON OF CLEAR-SKY MODELS FOR EVALUATING SOLAR FORECASTING SKILL COMPARISON OF CLEAR-SKY MODELS FOR EVALUATING SOLAR FORECASTING SKILL Ricardo Marquez Mechanical Engineering and Applied Mechanics School of Engineering University of California Merced Carlos F. M. Coimbra

More information

ON-LINE SOLAR RADIATION MONITORING SYSTEM, IN CLUJ NAPOCA, ROMANIA

ON-LINE SOLAR RADIATION MONITORING SYSTEM, IN CLUJ NAPOCA, ROMANIA ON-LINE SOLAR RADIATION MONITORING SYSTEM, IN CLUJ NAPOCA, ROMANIA Mugur BĂLAN, Lorentz JÄNTSCHI Introduction Sun can be considered a huge source of free energy, being also the unique energy source able

More information

USER MANUAL DR-SERIES PYRHELIOMETERS

USER MANUAL DR-SERIES PYRHELIOMETERS Hukseflux Thermal Sensors USER MANUAL DR-SERIES PYRHELIOMETERS First class pyrheliometer DR01 Fast response first class pyrheliometer DR02 Compact fast response first class pyrheliometer DR03 Copyright

More information

SOLAR POWER FORECASTING BASED ON NUMERICAL WEATHER PREDICTION, SATELLITE DATA, AND POWER MEASUREMENTS

SOLAR POWER FORECASTING BASED ON NUMERICAL WEATHER PREDICTION, SATELLITE DATA, AND POWER MEASUREMENTS BASED ON NUMERICAL WEATHER PREDICTION, SATELLITE DATA, AND POWER MEASUREMENTS Detlev Heinemann, Elke Lorenz Energy Meteorology Group, Institute of Physics, Oldenburg University Workshop on Forecasting,

More information

Interactive comment on Shortwave surface radiation budget network for observing small-scale cloud inhomogeneity fields by B. L. Madhavan et al.

Interactive comment on Shortwave surface radiation budget network for observing small-scale cloud inhomogeneity fields by B. L. Madhavan et al. Atmos. Meas. Tech. Discuss., 8, C2233 C2250, 2015 www.atmos-meas-tech-discuss.net/8/c2233/2015/ Author(s) 2015. This work is distributed under the Creative Commons Attribute 3.0 License. Atmospheric Measurement

More information

Accuracy and Precision Requirements for Climate-Level Data Sets

Accuracy and Precision Requirements for Climate-Level Data Sets Accuracy and Precision Requirements for Climate-Level Data Sets K. Thome NASA/GSFC Libya-4 Workshop Paris, France October 4-5, 2012 Accuracy requirements Commercial imagers Precision and SNR drive calibration

More information

THE LAND-SAF SURFACE ALBEDO AND DOWNWELLING SHORTWAVE RADIATION FLUX PRODUCTS

THE LAND-SAF SURFACE ALBEDO AND DOWNWELLING SHORTWAVE RADIATION FLUX PRODUCTS THE LAND-SAF SURFACE ALBEDO AND DOWNWELLING SHORTWAVE RADIATION FLUX PRODUCTS Bernhard Geiger, Dulce Lajas, Laurent Franchistéguy, Dominique Carrer, Jean-Louis Roujean, Siham Lanjeri, and Catherine Meurey

More information

Australian Considerations for the Year of Polar Prediction

Australian Considerations for the Year of Polar Prediction Australian Considerations for the Year of Polar Prediction 2017-2018 Mawson (1954) Davis (1957) Macquarie Is. (1948) Casey (1969) Photos by Christopher Wilkins (AAD) Observations Surface Observations upper

More information

FUNDAMENTALS OF REMOTE SENSING FOR RISKS ASSESSMENT. 1. Introduction

FUNDAMENTALS OF REMOTE SENSING FOR RISKS ASSESSMENT. 1. Introduction FUNDAMENTALS OF REMOTE SENSING FOR RISKS ASSESSMENT FRANÇOIS BECKER International Space University and University Louis Pasteur, Strasbourg, France; E-mail: becker@isu.isunet.edu Abstract. Remote sensing

More information

AN INTERNATIONAL SOLAR IRRADIANCE DATA INGEST SYSTEM FOR FORECASTING SOLAR POWER AND AGRICULTURAL CROP YIELDS

AN INTERNATIONAL SOLAR IRRADIANCE DATA INGEST SYSTEM FOR FORECASTING SOLAR POWER AND AGRICULTURAL CROP YIELDS AN INTERNATIONAL SOLAR IRRADIANCE DATA INGEST SYSTEM FOR FORECASTING SOLAR POWER AND AGRICULTURAL CROP YIELDS James Hall JHTech PO Box 877 Divide, CO 80814 Email: jameshall@jhtech.com Jeffrey Hall JHTech

More information

Creation of a 30 years-long high resolution homogenized solar radiation data set over the

Creation of a 30 years-long high resolution homogenized solar radiation data set over the Creation of a 30 years-long high resolution homogenized solar radiation data set over the Benelux C. Bertrand in collaboration with M. Urbainand M. Journée Operational Directorate: Weather forecasting

More information

Recursive Estimation Methods to Forecast Short-Term Solar Irradiation

Recursive Estimation Methods to Forecast Short-Term Solar Irradiation Recursive Estimation Methods to Forecast Short-Term Solar Irradiation A. Martín and Juan R. Trapero Abstract Due to modern economies moving towards a more sustainable energy supply, solar power generation

More information

RADIOMETER-BASED ESTIMATION OF THE ATMOSPHERIC OPTICAL THICKNESS

RADIOMETER-BASED ESTIMATION OF THE ATMOSPHERIC OPTICAL THICKNESS RADIOMETER-BASED ESTIMATION OF THE ATMOSPHERIC OPTICAL THICKNESS Vassilia Karathanassi (), Demetrius Rokos (),Vassilios Andronis (), Alex Papayannis () () Laboratory of Remote Sensing, School of Rural

More information