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

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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 of weather for nearly 80 years Our weather analysis and consulting services are based on proven science We help you understand the true impact of weather on your business, allowing you to improve efficiency and profitability Page 2

Solar Experience Developed the world s first high resolution solar irradiance dataset in 2009 Delivered over 500 resource assessment projects on all 6 continents Produced financial grade energy assessments for more than 50 photovoltaic projects in countries including the United States, Brazil, India and others Supported over $5.5 billion dollars worth of project financing for some of the largest PV and CSP plants in the world Page 3

Solar Energy Assessment Process Satellite Data Observations Equipment Design Environment Uncertainty Derates and Losses Net Energy Page

What Data is Available

Available IRENA Dataset Page 6

What Are We Looking For? GHI Global Horizontal Irradiance Global horizontal irradiance is the total amount of shortwave radiation received from above by a horizontal surface. This value is of particular interest to photovoltaic installations and includes both direct radiation and diffuse radiation. DNI Direct Normal Irradiance Direct radiation is solar radiation that comes from the direction of the solar disk in the sky. This value is important for concentrating solar power installations and tracking photovoltaic installations. DIF Diffuse Irradiance Diffuse radiation is solar radiation that has been scattered by molecules and particles in the atmosphere and comes equally from all directions. On a clear day, most of the solar radiation received by a horizontal surface will be direct radiation, while on a cloudy day most will be diffuse radiation. Page

Available IRENA Dataset 10 year annual means of GHI Temporal Coverage Spatial Coverage Region Covered Satellites Used Dates Western Hemisphere South Asia and Middle East East Asia and Oceania Europe and Africa GOES 8-13 January 1997 - December 2010 Meteosat 5 and 7 January 1999 December 2010 GMS 5, GOES 9, MTSAT 1-2, Himawari8 Meteosat 7, Meteosat 9-10 December 1998 December 2010 July 1998 December 2010 Data is available between 60 degrees North and 58 degrees South. Page

Satellite Derived Assessments Shuttle Radar Topography Mission (SRTM) MODIS Atmosphere Daily Global Product Proprietary 3TIER Services cloud algorithm IMS Daily Northern Hemisphere Snow and Ice Analysis 5 Geostationary Satellites Perez SUNY methodology Page

Satellite Derived Assessments Benefits Consistent global approach. Interannual variability captured with multiple years of data Satellite derived data is known to be the most accurate source of irradiance information beyond 25 km of a wellmaintained ground station (Zelenka et al., 1999) Considerations Greater uncertainty than observations (over the same time period) Known issues with satellite modeling include areas of high albedo, turbidity modeling, areas of snow cover and satellite degradation Page

Independent Validation of Accuracy Percent bias for GHI against 100+ independent ground stations for an overlapping period of time Page 11

12 How to Use the Data

Comparing Locations in IRENA Page 13

Comparing Locations in IRENA Page 14

Comparing Locations in IRENA Page 15

Comparing Locations in IRENA Page 16

Next Steps

Get to Know the Variability at Your Site DNI Variability in India by month and year. Page 18

2015 Solar Resource Variability Q1 Q2 Q3-10% % 10% Percentage of normal Q4 2015 Annual Average GHI Departure from Normal Page 19

Maps are Step 1. Time series are Step 2. Page 20

Questions? Gwendalyn Bender gwendalyn.bender @vaisala.com Page 21