Towards a Bankable Solar Resource

Size: px
Start display at page:

Download "Towards a Bankable Solar Resource"

Transcription

1 Towards a Bankable Solar Resource Adam Kankiewicz WindLogics Inc. SOLAR 2010 Phoenix, Arizona May 20, 2010

2 Outline NextEra/WindLogics Solar Development Lessons learned TMY - Caveat Emptor Discussion 2

3 SEGS Solar Facilities Capacity Solar array Solar array = 310 MW solar thermal = approximately 97,000 tubes = approximately 936,000 mirrors Commercial Production Since

4 DeSoto Next Generation Solar Energy Center Capacity = 25 MW of solar photovoltaic Solar Field = approximately 180 acres Solar Array = approximately 90,000 panels Commissioned October 29 th,

5 Space Coast Next Generation Solar Energy Center Capacity = 10 MW of solar photovoltaic Solar Field = approximately 60 acres Solar Array = approximately 40,000 solar panels Commissioned at the Kennedy Space Center April 8 th,

6 Martin Next Generation Solar Energy Center Capacity Solar Field Solar Array = 75 MW of solar thermal = approximately 500 acres = approximately 180,000 mirrors The Prius of power plants Online by end of

7 Analogy to Wind Energy Assessment This is all quite analogous to the process of estimation of the wind characteristics prior to building a wind farm In both cases no single source of data can answer all of these questions Short-term on-site measurements Longer-term reference data sources NREL NASA Private sources All of the data sources have their strengths and weaknesses and must be used with care, often with inputs from auxiliary sources of meteorological information to help inform the decision Geostationary satellite data gives solar a big edge over wind With solar, at least we are not trying to measure something 80m above ground level! 7

8 Geostationary Satellite Advantage Visible Satellite RUC2 Model (Analysis) Sub-hourly, 1 km resolution Hourly, km resolution 8

9 Solar Resource Thermal & Concentrators Direct Normal Irradiance (DNI) Traditional Silicon & Thin Film Global Horizontal Irradiance (GHI) CA OR NV ID UT AZ WY CO NM TX CA OR NV ID UT AZ MT WY CO NM SD NE KS OK TX AR LA MS AL GA NC SC FL NJ MD Solar Resource Source: National Renewable Energy Laboratory (NREL) Strong Mid Range Poor 9

10 Long Term Solar Trends Source: Dr. Richard Perez 10

11 Long Term Solar Trends Mojave Desert Thermal (DNI) Solar Resource Percent Change (from TMY) Mt. Pinatubo Eruption 11

12 Situations we have encountered Snow cover The satellite estimated irradiance (below) is roughly 1/3 of that measured by the radiometer 12

13 Situations we have encountered Smoke from Wildfires Magenta : pyrheliometer observed DNI Blue: DNI from satellite analysis Significant departures May - July (between the arrows) This was a period of very large and numerous wildfires in California It appears that the pyrheliometer was affected while the satellite estimates were not At another site only 30 miles away the satellite estimates do not show significant departures from the measured data Satellite estimates are more representative of typical conditions 13

14 Situations we have encountered Anomalous Weather Patterns affecting TMY properties strong El Nino Anomalously cloudy in SW Reduced irradiance Jan 1997 selected for inclusion in TMY Results in misrepresentation of typical seasonal cycle TMY3 Year Selection Station Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Las Cruces Intl

15 TMY Caveat Emptor Current NREL NSRDB TMY2 and TMY3 weighting scheme: Met data (T, Td, Ws) 50% GHI 25% DNI 25% 15

16 TMY Caveat Emptor Well characterized thermal solar site Clear Sky P50 P90 Ground Solar resource P90 = Ground (annual average) DNI Energy production P90 < Ground (> 10 % difference) Preferable to run actual data through performance models! 16

17 Discussion No single source of solar truth. Deriving defensible conclusions involves consideration of multiple data types Meteorological factors such as snow cover, climatic variability modes, particulates (smoke, pollution related aerosols) can have affects on both ground and satellite-based measurements and their affects must be carefully assessed Need to be careful with TMY data 17

18 Finally For the solar project manager who just can t wait PV Field Tilt: 25 o Annual GHI: 1755 kwh/m² Energy Produced: 6994 MWh/year Performance Ratio: 82.8 % 18

19 Discussion 19

GAMINGRE 8/1/ of 7

GAMINGRE 8/1/ of 7 FYE 09/30/92 JULY 92 0.00 254,550.00 0.00 0 0 0 0 0 0 0 0 0 254,550.00 0.00 0.00 0.00 0.00 254,550.00 AUG 10,616,710.31 5,299.95 845,656.83 84,565.68 61,084.86 23,480.82 339,734.73 135,893.89 67,946.95

More information

Swine Enteric Coronavirus Disease (SECD) Situation Report June 30, 2016

Swine Enteric Coronavirus Disease (SECD) Situation Report June 30, 2016 Animal and Plant Health Inspection Service Veterinary Services Swine Enteric Coronavirus Disease (SECD) Situation Report June 30, 2016 Information current as of 12:00 pm MDT, 06/29/2016 This report provides

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

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

Swine Enteric Coronavirus Disease (SECD) Situation Report Sept 17, 2015

Swine Enteric Coronavirus Disease (SECD) Situation Report Sept 17, 2015 Animal and Plant Health Inspection Service Veterinary Services Swine Enteric Coronavirus Disease (SECD) Situation Report Sept 17, 2015 Information current as of 12:00 pm MDT, 09/16/2015 This report provides

More information

2003 Water Year Wrap-Up and Look Ahead

2003 Water Year Wrap-Up and Look Ahead 2003 Water Year Wrap-Up and Look Ahead Nolan Doesken Colorado Climate Center Prepared by Odie Bliss http://ccc.atmos.colostate.edu Colorado Average Annual Precipitation Map South Platte Average Precipitation

More information

ENHANCING THE GEOGRAPHICAL AND TIME RESOLUTION OF NASA SSE TIME SERIES USING MICROSTRUCTURE PATTERNING

ENHANCING THE GEOGRAPHICAL AND TIME RESOLUTION OF NASA SSE TIME SERIES USING MICROSTRUCTURE PATTERNING ENHANCING THE GEOGRAPHICAL AND TIME RESOLUTION OF NASA TIME SERIES USING MICROSTRUCTURE PATTERNING Richard Perez and Marek Kmiecik, Atmospheric Sciences Research Center 251 Fuller Rd Albany, NY, 1223 Perez@asrc.cestm.albany,edu

More information

Purdue University Meteorological Tool (PUMET)

Purdue University Meteorological Tool (PUMET) Purdue University Meteorological Tool (PUMET) Date: 10/25/2017 Purdue University Meteorological Tool (PUMET) allows users to download and visualize a variety of global meteorological databases, such as

More information

Time Series Model of Photovoltaic Generation for Distribution Planning Analysis. Jorge Valenzuela

Time Series Model of Photovoltaic Generation for Distribution Planning Analysis. Jorge Valenzuela Time Series Model of Photovoltaic Generation for Distribution Planning Analysis Jorge Valenzuela Overview Introduction: The solar problem and our limitations Modeling What information do we have? Solar

More information

WHEN IS IT EVER GOING TO RAIN? Table of Average Annual Rainfall and Rainfall For Selected Arizona Cities

WHEN IS IT EVER GOING TO RAIN? Table of Average Annual Rainfall and Rainfall For Selected Arizona Cities WHEN IS IT EVER GOING TO RAIN? Table of Average Annual Rainfall and 2001-2002 Rainfall For Selected Arizona Cities Phoenix Tucson Flagstaff Avg. 2001-2002 Avg. 2001-2002 Avg. 2001-2002 October 0.7 0.0

More information

THE ROAD TO BANKABILITY: IMPROVING ASSESSMENTS FOR MORE ACCURATE FINANCIAL PLANNING

THE ROAD TO BANKABILITY: IMPROVING ASSESSMENTS FOR MORE ACCURATE FINANCIAL PLANNING THE ROAD TO BANKABILITY: IMPROVING ASSESSMENTS FOR MORE ACCURATE FINANCIAL PLANNING Gwen Bender Francesca Davidson Scott Eichelberger, PhD 3TIER 2001 6 th Ave, Suite 2100 Seattle WA 98125 gbender@3tier.com,

More information

Sierra Weather and Climate Update

Sierra Weather and Climate Update Sierra Weather and Climate Update 2014-15 Kelly Redmond Western Regional Climate Center Desert Research Institute Reno Nevada Yosemite Hydroclimate Workshop Yosemite Valley, 2015 October 8-9 Percent of

More information

Swine Enteric Coronavirus Disease (SECD) Situation Report Mar 5, 2015

Swine Enteric Coronavirus Disease (SECD) Situation Report Mar 5, 2015 Animal and Plant Health Inspection Service Veterinary Services Swine Enteric Coronavirus Disease (SECD) Situation Report Mar 5, 2015 Information current as of 12:00 pm MDT, 03/04/2015 This report provides

More information

Satellite-to-Irradiance Modeling A New Version of the SUNY Model

Satellite-to-Irradiance Modeling A New Version of the SUNY Model Satellite-to-Irradiance Modeling A New Version of the SUNY Model Richard Perez 1, James Schlemmer 1, Karl Hemker 1, Sergey Kivalov 1, Adam Kankiewicz 2 and Christian Gueymard 3 1 Atmospheric Sciences Research

More information

Nursing Facilities' Life Safety Standard Survey Results Quarterly Reference Tables

Nursing Facilities' Life Safety Standard Survey Results Quarterly Reference Tables Nursing Facilities' Life Safety Standard Survey Results Quarterly Reference Tables Table of Contents Table 1: Summary of Life Safety Survey Results by State Table 2: Ten Most Frequently Cited Life Safety

More information

Comparison of meteorological data from different sources for Bishkek city, Kyrgyzstan

Comparison of meteorological data from different sources for Bishkek city, Kyrgyzstan Comparison of meteorological data from different sources for Bishkek city, Kyrgyzstan Ruslan Botpaev¹*, Alaibek Obozov¹, Janybek Orozaliev², Christian Budig², Klaus Vajen², 1 Kyrgyz State Technical University,

More information

Short-term Solar Forecasting

Short-term Solar Forecasting Short-term Solar Forecasting Presented by Jan Kleissl, Dept of Mechanical and Aerospace Engineering, University of California, San Diego 2 Agenda Value of Solar Forecasting Total Sky Imagery for Cloud

More information

Direct Normal Radiation from Global Radiation for Indian Stations

Direct Normal Radiation from Global Radiation for Indian Stations RESEARCH ARTICLE OPEN ACCESS Direct Normal Radiation from Global Radiation for Indian Stations Jaideep Rohilla 1, Amit Kumar 2, Amit Tiwari 3 1(Department of Mechanical Engineering, Somany Institute of

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

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

OPTIMIZATION OF GLOBAL SOLAR RADIATION OF TILT ANGLE FOR SOLAR PANELS, LOCATION: OUARGLA, ALGERIA

OPTIMIZATION OF GLOBAL SOLAR RADIATION OF TILT ANGLE FOR SOLAR PANELS, LOCATION: OUARGLA, ALGERIA OPTIMIZATION OF GLOBAL SOLAR RADIATION OF TILT ANGLE FOR SOLAR PANELS, LOCATION: OUARGLA, ALGERIA Mohamed Lakhdar LOUAZENE Dris KORICHI Department of Electrical Engineering, University of Ouargla, Algeria.

More information

Drought in Southeast Colorado

Drought in Southeast Colorado Drought in Southeast Colorado Nolan Doesken and Roger Pielke, Sr. Colorado Climate Center Prepared by Tara Green and Odie Bliss http://climate.atmos.colostate.edu 1 Historical Perspective on Drought Tourism

More information

Presentation Overview. Southwestern Climate: Past, present and future. Global Energy Balance. What is climate?

Presentation Overview. Southwestern Climate: Past, present and future. Global Energy Balance. What is climate? Southwestern Climate: Past, present and future Mike Crimmins Climate Science Extension Specialist Dept. of Soil, Water, & Env. Science & Arizona Cooperative Extension The University of Arizona Presentation

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

Drought Monitoring Capability of the Oklahoma Mesonet. Gary McManus Oklahoma Climatological Survey Oklahoma Mesonet

Drought Monitoring Capability of the Oklahoma Mesonet. Gary McManus Oklahoma Climatological Survey Oklahoma Mesonet Drought Monitoring Capability of the Oklahoma Mesonet Gary McManus Oklahoma Climatological Survey Oklahoma Mesonet Mesonet History Commissioned in 1994 Atmospheric measurements with 5-minute resolution,

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

OVERVIEW OF IMPROVED USE OF RS INDICATORS AT INAM. Domingos Mosquito Patricio

OVERVIEW OF IMPROVED USE OF RS INDICATORS AT INAM. Domingos Mosquito Patricio OVERVIEW OF IMPROVED USE OF RS INDICATORS AT INAM Domingos Mosquito Patricio domingos.mosquito@gmail.com Introduction to Mozambique /INAM Introduction to AGRICAB/SPIRITS Objectives Material & Methods Results

More information

CSP vs PV Developing From a Solar Resource Perspective. Riaan Meyer MD, GeoSUN Africa

CSP vs PV Developing From a Solar Resource Perspective. Riaan Meyer MD, GeoSUN Africa CSP vs PV Developing From a Solar Resource Perspective Riaan Meyer MD, GeoSUN Africa 1 Contents Solar Resource 101 PV Developers CSP Developers Comparison 2 GeoSUN Africa Stellenbosch University spin-off,

More information

Outline. The Path of the Sun. Emissivity and Absorptivity. Average Radiation Properties II. Average Radiation Properties

Outline. The Path of the Sun. Emissivity and Absorptivity. Average Radiation Properties II. Average Radiation Properties The Path of the Sun Larry Caretto Mechanical Engineering 83 Alternative Energy Engineering II March, 2 Outline Review radiation properties for solar collectors Orientation of earth and sun Earth-based

More information

SURFACE ORIENTATIONS AND ENERGY POLICY FOR SOLAR MODULE APPLICATIONS IN DHAKA, BANGLADESH

SURFACE ORIENTATIONS AND ENERGY POLICY FOR SOLAR MODULE APPLICATIONS IN DHAKA, BANGLADESH International Journal of Scientific & Engineering Research, Volume 5, Issue, February-014 83 ISSN 9-5518 SURFACE ORIENTATIONS AND ENERGY POLICY FOR SOLAR MODULE APPLICATIONS IN DHAKA, BANGLADESH 1 Debazit

More information

Exercise 6. Solar Panel Orientation EXERCISE OBJECTIVE DISCUSSION OUTLINE. Introduction to the importance of solar panel orientation DISCUSSION

Exercise 6. Solar Panel Orientation EXERCISE OBJECTIVE DISCUSSION OUTLINE. Introduction to the importance of solar panel orientation DISCUSSION Exercise 6 Solar Panel Orientation EXERCISE OBJECTIVE When you have completed this exercise, you will understand how the solar illumination at any location on Earth varies over the course of a year. You

More information

The Climate of Texas County

The Climate of Texas County The Climate of Texas County Texas County is part of the Western High Plains in the north and west and the Southwestern Tablelands in the east. The Western High Plains are characterized by abundant cropland

More information

The Climate of Bryan County

The Climate of Bryan County The Climate of Bryan County Bryan County is part of the Crosstimbers throughout most of the county. The extreme eastern portions of Bryan County are part of the Cypress Swamp and Forest. Average annual

More information

The Climate of Marshall County

The Climate of Marshall County The Climate of Marshall County Marshall County is part of the Crosstimbers. This region is a transition region from the Central Great Plains to the more irregular terrain of southeastern Oklahoma. Average

More information

Lecture 26 Section 8.4. Mon, Oct 13, 2008

Lecture 26 Section 8.4. Mon, Oct 13, 2008 Lecture 26 Section 8.4 Hampden-Sydney College Mon, Oct 13, 2008 Outline 1 2 3 4 Exercise 8.12, page 528. Suppose that 60% of all students at a large university access course information using the Internet.

More information

Colorado s 2003 Moisture Outlook

Colorado s 2003 Moisture Outlook Colorado s 2003 Moisture Outlook Nolan Doesken and Roger Pielke, Sr. Colorado Climate Center Prepared by Tara Green and Odie Bliss http://climate.atmos.colostate.edu How we got into this drought! Fort

More information

2016 Meteorology Summary

2016 Meteorology Summary 2016 Meteorology Summary New Jersey Department of Environmental Protection AIR POLLUTION AND METEOROLOGY Meteorology plays an important role in the distribution of pollution throughout the troposphere,

More information

Generation of an Annual Typical Meteorological Solar Radiation for Armidale NSWAustralia

Generation of an Annual Typical Meteorological Solar Radiation for Armidale NSWAustralia IOSR Journal of Engineering (IOSRJEN) ISSN (e): 2250-3021, ISSN (p): 2278-8719 Vol. 04, Issue 04 (April. 2014), V1 PP 41-45 www.iosrjen.org Generation of an Annual Typical Meteorological Solar Radiation

More information

Weather History on the Bishop Paiute Reservation

Weather History on the Bishop Paiute Reservation Weather History on the Bishop Paiute Reservation -211 For additional information contact Toni Richards, Air Quality Specialist 76 873 784 toni.richards@bishoppaiute.org Updated 2//214 3:14 PM Weather History

More information

The Climate of Kiowa County

The Climate of Kiowa County The Climate of Kiowa County Kiowa County is part of the Central Great Plains, encompassing some of the best agricultural land in Oklahoma. Average annual precipitation ranges from about 24 inches in northwestern

More information

P7.7 A CLIMATOLOGICAL STUDY OF CLOUD TO GROUND LIGHTNING STRIKES IN THE VICINITY OF KENNEDY SPACE CENTER, FLORIDA

P7.7 A CLIMATOLOGICAL STUDY OF CLOUD TO GROUND LIGHTNING STRIKES IN THE VICINITY OF KENNEDY SPACE CENTER, FLORIDA P7.7 A CLIMATOLOGICAL STUDY OF CLOUD TO GROUND LIGHTNING STRIKES IN THE VICINITY OF KENNEDY SPACE CENTER, FLORIDA K. Lee Burns* Raytheon, Huntsville, Alabama Ryan K. Decker NASA, Marshall Space Flight

More information

The Climate of Haskell County

The Climate of Haskell County The Climate of Haskell County Haskell County is part of the Hardwood Forest. The Hardwood Forest is characterized by its irregular landscape and the largest lake in Oklahoma, Lake Eufaula. Average annual

More information

Analyzing Severe Weather Data

Analyzing Severe Weather Data Chapter Weather Patterns and Severe Storms Investigation A Analyzing Severe Weather Data Introduction Tornadoes are violent windstorms associated with severe thunderstorms. Meteorologists carefully monitor

More information

Table of Contents. Page

Table of Contents. Page Eighteen Years (1990 2007) of Climatological Data on NMSU s Corona Range and Livestock Research Center Research Report 761 L. Allen Torell, Kirk C. McDaniel, Shad Cox, Suman Majumdar 1 Agricultural Experiment

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

PROGRESS ACCOMPLISHED THIS PERIOD

PROGRESS ACCOMPLISHED THIS PERIOD Semi-Annual Report Period Covered: September 1, 21 through February 28, 217 Prepared By: Richard Radigan Title: Monitoring of a Constructed Oyster Reef in the St. Lucie Estuary Agency: Florida Fish & Wildlife

More information

2018 Annual Review of Availability Assessment Hours

2018 Annual Review of Availability Assessment Hours 2018 Annual Review of Availability Assessment Hours Amber Motley Manager, Short Term Forecasting Clyde Loutan Principal, Renewable Energy Integration Karl Meeusen Senior Advisor, Infrastructure & Regulatory

More information

WIND DATA REPORT FOR THE YAKUTAT JULY 2004 APRIL 2005

WIND DATA REPORT FOR THE YAKUTAT JULY 2004 APRIL 2005 WIND DATA REPORT FOR THE YAKUTAT JULY 2004 APRIL 2005 Prepared on July 12, 2005 For Bob Lynette 212 Jamestown Beach Lane Sequim WA 98382 By John Wade Wind Consultant LLC 2575 NE 32 nd Ave Portland OR 97212

More information

NASA Products to Enhance Energy Utility Load Forecasting

NASA Products to Enhance Energy Utility Load Forecasting NASA Products to Enhance Energy Utility Load Forecasting Erica Zell, Battelle zelle@battelle.org, Arlington, VA ESIP 2010 Summer Meeting, Knoxville, TN, July 20-23 Project Overview Funded by the NASA Applied

More information

SUNY Satellite-to-Solar Irradiance Model Improvements

SUNY Satellite-to-Solar Irradiance Model Improvements SUNY Satellite-to-Solar Irradiance Model Improvements Higher-accuracy in snow and high-albedo conditions with SolarAnywhere Data v3 SolarAnywhere Juan L Bosch, Adam Kankiewicz and John Dise Clean Power

More information

Champaign-Urbana 2000 Annual Weather Summary

Champaign-Urbana 2000 Annual Weather Summary Champaign-Urbana 2000 Annual Weather Summary ILLINOIS STATE WATER SURVEY 2204 Griffith Dr. Champaign, IL 61820 wxobsrvr@sws.uiuc.edu Maria Peters, Weather Observer January: January started on a mild note,

More information

Climate Change and Water Supply Research. Drought Response Workshop October 8, 2013

Climate Change and Water Supply Research. Drought Response Workshop October 8, 2013 Climate Change and Water Supply Research Drought Response Workshop October 8, 2013 DWR Photo Oroville Reservoir, 2009 Talk Overview Expectations History Atmospheric Rivers and Water Supply Current Research

More information

not for commercial-scale installations. Thus, there is a need to study the effects of snow on

not for commercial-scale installations. Thus, there is a need to study the effects of snow on 1. Problem Statement There is a great deal of uncertainty regarding the effects of snow depth on energy production from large-scale photovoltaic (PV) solar installations. The solar energy industry claims

More information

The Climate of Pontotoc County

The Climate of Pontotoc County The Climate of Pontotoc County Pontotoc County is part of the Crosstimbers. This region is a transition region from the Central Great Plains to the more irregular terrain of southeast Oklahoma. Average

More information

Site Description: Tower Site

Site Description: Tower Site Resource Summary for Fort Collins Site Final Report Colorado Anemometer Loan Program Monitoring Period: /0/00 11/03/007 Report Date: January 1, 00 Site Description: The site is located adjacent to the

More information

The Climate of Payne County

The Climate of Payne County The Climate of Payne County Payne County is part of the Central Great Plains in the west, encompassing some of the best agricultural land in Oklahoma. Payne County is also part of the Crosstimbers in the

More information

Current and Future Impacts of Wildfires on PM 2.5, Health, and Policy in the Rocky Mountains

Current and Future Impacts of Wildfires on PM 2.5, Health, and Policy in the Rocky Mountains Current and Future Impacts of Wildfires on PM 2.5, Health, and Policy in the Rocky Mountains Yang Liu, Ph.D. STAR Grants Kick-off Meeting Research Triangle Park, NC April 5, 2017 Motivation The Rocky Mountains

More information

YACT (Yet Another Climate Tool)? The SPI Explorer

YACT (Yet Another Climate Tool)? The SPI Explorer YACT (Yet Another Climate Tool)? The SPI Explorer Mike Crimmins Assoc. Professor/Extension Specialist Dept. of Soil, Water, & Environmental Science The University of Arizona Yes, another climate tool for

More information

Importance of Input Data and Uncertainty Associated with Tuning Satellite to Ground Solar Irradiation

Importance of Input Data and Uncertainty Associated with Tuning Satellite to Ground Solar Irradiation Importance of Input Data and Uncertainty Associated with Tuning Satellite to Ground Solar Irradiation James Alfi 1, Alex Kubiniec 2, Ganesh Mani 1, James Christopherson 1, Yiping He 1, Juan Bosch 3 1 EDF

More information

CARLOS F. M. COIMBRA (PI) HUGO T. C. PEDRO (CO-PI)

CARLOS F. M. COIMBRA (PI) HUGO T. C. PEDRO (CO-PI) HIGH-FIDELITY SOLAR POWER FORECASTING SYSTEMS FOR THE 392 MW IVANPAH SOLAR PLANT (CSP) AND THE 250 MW CALIFORNIA VALLEY SOLAR RANCH (PV) PROJECT CEC EPC-14-008 CARLOS F. M. COIMBRA (PI) HUGO T. C. PEDRO

More information

"STUDY ON THE VARIABILITY OF SOUTHWEST MONSOON RAINFALL AND TROPICAL CYCLONES FOR "

STUDY ON THE VARIABILITY OF SOUTHWEST MONSOON RAINFALL AND TROPICAL CYCLONES FOR "STUDY ON THE VARIABILITY OF SOUTHWEST MONSOON RAINFALL AND TROPICAL CYCLONES FOR 2001 2010" ESPERANZA O. CAYANAN, Ph.D. Chief, Climatology & Agrometeorology R & D Section Philippine Atmospheric Geophysical

More information

The Climate of Seminole County

The Climate of Seminole County The Climate of Seminole County Seminole County is part of the Crosstimbers. This region is a transition region from the Central Great Plains to the more irregular terrain of southeastern Oklahoma. Average

More information

The Climate of Murray County

The Climate of Murray County The Climate of Murray County Murray County is part of the Crosstimbers. This region is a transition between prairies and the mountains of southeastern Oklahoma. Average annual precipitation ranges from

More information

Small size single-axis PV trackers: control strategies and system layout for energy optimization

Small size single-axis PV trackers: control strategies and system layout for energy optimization Available online at www.sciencedirect.com ScienceDirect Energy Procedia 82 (2015 ) 737 743 ATI 2015-70th Conference of the ATI Engineering Association Small size single-axis PV trackers: control strategies

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

What Does It Take to Get Out of Drought?

What Does It Take to Get Out of Drought? What Does It Take to Get Out of Drought? Nolan J. Doesken Colorado Climate Center Colorado State University http://ccc.atmos.colostate.edu Presented at the Insects, Diseases and Drought Workshop, May 19,

More information

LAB 3: THE SUN AND CLIMATE NAME: LAB PARTNER(S):

LAB 3: THE SUN AND CLIMATE NAME: LAB PARTNER(S): GEOG 101L PHYSICAL GEOGRAPHY LAB SAN DIEGO CITY COLLEGE SELKIN 1 LAB 3: THE SUN AND CLIMATE NAME: LAB PARTNER(S): The main objective of today s lab is for you to be able to visualize the sun s position

More information

Your Galactic Address

Your Galactic Address How Big is the Universe? Usually you think of your address as only three or four lines long: your name, street, city, and state. But to address a letter to a friend in a distant galaxy, you have to specify

More information

Operation and Maintenance of Networking of CAAQM stations at Bangalore and Chennai.

Operation and Maintenance of Networking of CAAQM stations at Bangalore and Chennai. 2014-15 CENTRAL POLLUTION NTROL BOARD ZONAL OFFICE (SOUTH), BENGALURU 560079 Project II-.Scientific & Technical Activities and R & D Operation and Maintenance of Networking of CAAQM stations at Bangalore

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

Application of Real-Time Rainfall Information System to CSO control. 2 October 2011 Naruhito Funatsu METAWATER Co., Ltd.

Application of Real-Time Rainfall Information System to CSO control. 2 October 2011 Naruhito Funatsu METAWATER Co., Ltd. Application of Real-Time Rainfall Information System to CSO control 2 October 2011 Naruhito Funatsu METAWATER Co., Ltd. Presentation Points Objectives To verify the applicability of the real-time rainfall

More information

2003 Moisture Outlook

2003 Moisture Outlook 2003 Moisture Outlook Nolan Doesken and Roger Pielke, Sr. Colorado Climate Center Prepared by Tara Green and Odie Bliss http://climate.atmos.colostate.edu Through 1999 Through 1999 Fort Collins Total Water

More information

The Effect of Cloudy Days on the Annual Typical Meteorological Solar Radiation for Armidale NSW, Australia

The Effect of Cloudy Days on the Annual Typical Meteorological Solar Radiation for Armidale NSW, Australia IOSR Journal of Engineering (IOSRJEN) ISSN (e): 2250-3021, ISSN (p): 2278-8719 Vol. 04, Issue 08 (August. 2014), VX PP 14-20 www.iosrjen.org The Effect of Cloudy Days on the Annual Typical Meteorological

More information

The Climate of Grady County

The Climate of Grady County The Climate of Grady County Grady County is part of the Central Great Plains, encompassing some of the best agricultural land in Oklahoma. Average annual precipitation ranges from about 33 inches in northern

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

Introduction to Climate ~ Part I ~

Introduction to Climate ~ Part I ~ 2015/11/16 TCC Seminar JMA Introduction to Climate ~ Part I ~ Shuhei MAEDA (MRI/JMA) Climate Research Department Meteorological Research Institute (MRI/JMA) 1 Outline of the lecture 1. Climate System (

More information

Interpretation of Polar-orbiting Satellite Observations. Atmospheric Instrumentation

Interpretation of Polar-orbiting Satellite Observations. Atmospheric Instrumentation Interpretation of Polar-orbiting Satellite Observations Outline Polar-Orbiting Observations: Review of Polar-Orbiting Satellite Systems Overview of Currently Active Satellites / Sensors Overview of Sensor

More information

APPENDIX G-7 METEROLOGICAL DATA

APPENDIX G-7 METEROLOGICAL DATA APPENDIX G-7 METEROLOGICAL DATA METEOROLOGICAL DATA FOR AIR AND NOISE SAMPLING DAYS AT MMR Monthly Normals and Extremes for Honolulu International Airport Table G7-1 MMR RAWS Station Hourly Data Tables

More information

UNIVERSITY OF CAMBRIDGE INTERNATIONAL EXAMINATIONS International General Certificate of Secondary Education

UNIVERSITY OF CAMBRIDGE INTERNATIONAL EXAMINATIONS International General Certificate of Secondary Education www.xtremepapers.com UNIVERSITY OF CAMBRIDGE INTERNATIONAL EXAMINATIONS International General Certificate of Secondary Education *2678444144* ENVIRONMENTAL MANAGEMENT 0680/02 Paper 2 May/June 2008 1 hour

More information

The Effects of Weather on Urban Trail Use: A National Study

The Effects of Weather on Urban Trail Use: A National Study The Effects of Weather on Urban Trail Use: A National Study Alireza Ermagun, Tracy Haden-Loh, Greg Lindsey May 3, 2016 Rails to Trails Conservancy Trail Modeling and Assessment Platform Objectives Monitor

More information

Solar Energy Basics II - Estimation of Solar Radiation to a Solar Panel

Solar Energy Basics II - Estimation of Solar Radiation to a Solar Panel PDHonline Course E287 (3 PDH) Solar Energy Basics II - Estimation of Solar Radiation to a Solar Panel Instructor: Harlan H. Bengtson, Ph.D., PE 2012 PDH Online PDH Center 5272 Meadow Estates Drive Fairfax,

More information

Memo. I. Executive Summary. II. ALERT Data Source. III. General System-Wide Reporting Summary. Date: January 26, 2009 To: From: Subject:

Memo. I. Executive Summary. II. ALERT Data Source. III. General System-Wide Reporting Summary. Date: January 26, 2009 To: From: Subject: Memo Date: January 26, 2009 To: From: Subject: Kevin Stewart Markus Ritsch 2010 Annual Legacy ALERT Data Analysis Summary Report I. Executive Summary The Urban Drainage and Flood Control District (District)

More information

The Climate of Oregon Climate Zone 4 Northern Cascades

The Climate of Oregon Climate Zone 4 Northern Cascades /05 E55 Unbound issue No. 9/ is Does not circulate Special Report 916 May 1993 The Climate of Oregon Climate Zone 4 Property of OREGON STATE UNIVERSITY Library Serials Corvallis, OR 97331-4503 Agricultural

More information

Montana Drought & Climate

Montana Drought & Climate Montana Drought & Climate MARCH 219 MONITORING AND FORECASTING FOR AGRICULTURE PRODUCERS A SERVICE OF THE MONTANA CLIMATE OFFICE IN THIS ISSUE IN BRIEF PAGE 2 REFERENCE In a Word PAGE 3 REVIEW Winter 219:

More information

Bryan Butler. National Radio Astronomy Observatory. November 23, 1998

Bryan Butler. National Radio Astronomy Observatory. November 23, 1998 MMA Memo. No. 238 Precipitable Water at KP 1993{1998 Bryan Butler National Radio Astronomy Observatory November 23, 1998 Introduction This memo is essentially a clone of MMA Memo No. 237 (also VLA Scientic

More information

Generation of an Annual Typical Meteorological Solar Irradiance on Tilted Surfaces for Armidale NSW,Australia

Generation of an Annual Typical Meteorological Solar Irradiance on Tilted Surfaces for Armidale NSW,Australia IOSR Journal of Engineering (IOSRJEN) ISSN (e): 2250-3021, ISSN (p): 2278-8719 Vol. 04, Issue 07 (July. 2014), V2 PP 24-40 www.iosrjen.org Generation of an Annual Typical Meteorological Solar Irradiance

More information

SYSTEM BRIEF DAILY SUMMARY

SYSTEM BRIEF DAILY SUMMARY SYSTEM BRIEF DAILY SUMMARY * ANNUAL MaxTemp NEL (MWH) Hr Ending Hr Ending LOAD (PEAK HOURS 7:00 AM TO 10:00 PM MON-SAT) ENERGY (MWH) INCREMENTAL COST DAY DATE Civic TOTAL MAXIMUM @Max MINIMUM @Min FACTOR

More information

Production of electricity using photovoltaic panels and effects of cloudiness

Production of electricity using photovoltaic panels and effects of cloudiness Production of electricity using photovoltaic panels and effects of cloudiness PAVEL CHROBÁK, JAN SKOVAJSA AND MARTIN ZÁLEŠÁK The Department of Automation and Control Engineering Tomas Bata University in

More information

Changing Hydrology under a Changing Climate for a Coastal Plain Watershed

Changing Hydrology under a Changing Climate for a Coastal Plain Watershed Changing Hydrology under a Changing Climate for a Coastal Plain Watershed David Bosch USDA-ARS, Tifton, GA Jeff Arnold ARS Temple, TX and Peter Allen Baylor University, TX SEWRU Objectives 1. Project changes

More information

4. Solar radiation on tilted surfaces

4. Solar radiation on tilted surfaces 4. Solar radiation on tilted surfaces Petros Axaopoulos TEI of Athens Greece Learning Outcomes After studying this chapter, readers will be able to: define the direct, diffuse and reflected solar radiation

More information

APPLICATIONS OF DOWNSCALING: HYDROLOGY AND WATER RESOURCES EXAMPLES

APPLICATIONS OF DOWNSCALING: HYDROLOGY AND WATER RESOURCES EXAMPLES APPLICATIONS OF DOWNSCALING: HYDROLOGY AND WATER RESOURCES EXAMPLES Dennis P. Lettenmaier Department of Civil and Environmental Engineering For presentation at Workshop on Regional Climate Research NCAR

More information

Regents Earth Science Unit 7: Water Cycle and Climate

Regents Earth Science Unit 7: Water Cycle and Climate Regents Earth Science Unit 7: Water Cycle and Climate Name Section Coastal and Continental Temperature Ranges Lab # Introduction: There are large variations in average monthly temperatures among cities

More information

Evaluation of long-term global radiation measurements in Denmark and Sweden

Evaluation of long-term global radiation measurements in Denmark and Sweden Downloaded from orbit.dtu.dk on: Oct 18, 2018 Evaluation of long-term global radiation measurements in Denmark and Sweden Skalík, Lukáš ; Lulkoviová, Otília; Furbo, Simon; Perers, Bengt; Dragsted, Janne;

More information

The MODIS Cloud Data Record

The MODIS Cloud Data Record The MODIS Cloud Data Record Brent C. Maddux 1,2 Steve Platnick 3, Steven A. Ackerman 1 Paul Menzel 1, Kathy Strabala 1, Richard Frey 1, 1 Cooperative Institute for Meteorological Satellite Studies, 2 Department

More information

Alberto Troccoli, Head of Weather and Energy Research Unit, CSIRO, Australia ICCS 2013 Jamaica, 5 December 2013 (remotely, unfortunately)

Alberto Troccoli, Head of Weather and Energy Research Unit, CSIRO, Australia ICCS 2013 Jamaica, 5 December 2013 (remotely, unfortunately) 013 Alberto Troccoli, Head of Weather and Energy Research Unit, CSIRO, Australia ICCS 013 Jamaica, 5 December 013 (remotely, unfortunately) Historical and projected changes in World primary energy demand

More information

Climate Change and Arizona s Rangelands: Management Challenges and Opportunities

Climate Change and Arizona s Rangelands: Management Challenges and Opportunities Climate Change and Arizona s Rangelands: Management Challenges and Opportunities Mike Crimmins Climate Science Extension Specialist Dept. of Soil, Water, & Env. Science & Arizona Cooperative Extension

More information

Highlights of the 2006 Water Year in Colorado

Highlights of the 2006 Water Year in Colorado Highlights of the 2006 Water Year in Colorado Nolan Doesken, State Climatologist Atmospheric Science Department Colorado State University http://ccc.atmos.colostate.edu Presented to 61 st Annual Meeting

More information

Funding provided by NOAA Sectoral Applications Research Project CLIMATE. Basic Climatology Colorado Climate Center

Funding provided by NOAA Sectoral Applications Research Project CLIMATE. Basic Climatology Colorado Climate Center Funding provided by NOAA Sectoral Applications Research Project CLIMATE Basic Climatology Colorado Climate Center Remember These? Factor 1: Our Energy Source Factor 2: Revolution & Tilt Factor 3: Rotation!

More information

Constructing a typical meteorological year -TMY for Voinesti fruit trees region and the effects of global warming on the orchard ecosystem

Constructing a typical meteorological year -TMY for Voinesti fruit trees region and the effects of global warming on the orchard ecosystem Constructing a typical meteorological year -TMY for Voinesti fruit trees region and the effects of global warming on the orchard ecosystem ARMEANU ILEANA*, STĂNICĂ FLORIN**, PETREHUS VIOREL*** *University

More information

Champaign-Urbana 2001 Annual Weather Summary

Champaign-Urbana 2001 Annual Weather Summary Champaign-Urbana 2001 Annual Weather Summary ILLINOIS STATE WATER SURVEY 2204 Griffith Dr. Champaign, IL 61820 wxobsrvr@sws.uiuc.edu Maria Peters, Weather Observer January: After a cold and snowy December,

More information