A Comparative Life Cycle Assessment of PV Solar Systems

Total Page:16

File Type:pdf, Size:1020Kb

A Comparative Life Cycle Assessment of PV Solar Systems A Comparative Life Cycle Assessment of PV Solar Systems Kristine Bekkelund Master of Energy and Environmental Engineering Submission date: August 2013 Supervisor: Anders Hammer Strømman, EPT Norwegian University of Science and Technology Department of Energy and Process Engineering Comment to master thesis description In agreement with supervisor and co-supervisor, a slight change in the object of the master thesis has been done. It has been decided to perform a comparative life cycle analysis on different PV technologies rather than conducting a detailed analysis on thin film alone. The scope has been broaden to include multicrystalline silicon PV technology in order to assess the relative competiveness with thin film PV technology in terms of environmental impact. Life cycle inventories should be collected and harmonized. In addition, it has been decided to perform a sensitivity analysis on selected parameters and compare the results with existing renewable energy technology, in this case wind power. The main focus of the sensitivity analysis will be on climate change (GWP). Future implications and possible improvements of the PV value chain should be discussed. i ii Preface This is the preface of the report "A Comparative Life Cycle Assessment of PV Solar Systems" written during the spring of 2013, as part of my master degree in "Science and Technology - Energy and Environment" at the Norwegian University of Science and Technology (NTNU) in Trondheim, Norway. I have learnt a lot from working with this master thesis and have gained interesting insight in the infinite field of photovoltaics. I would like to thank all the people who have shared their valuable knowledge with me: First, I would like to thank my supervisor Anders Hammer Strømman for academic support and guidance during weekly meetings. Thank you for facilitating the working schedule to better suit my needs during this semester. A big thank you goes to my co-supervisor, Thomas Gibon, for having an open door at anytime, useful discussions and help with all of my questions. I would also like to thank Joe Bergesen for quick feedback on all my questions! Thank you to Jon Helge Lande and Marit Torp at Elkem in Kristiansand for clarifying information on the Elkem Solar Silicon production process, Anders Arvesen for help on GWP values from wind power, Turid Worren Reenaas and Marika Edoff for thin film information, Linda Ager-Wick Ellingsen for excel-help! This past year has posed unexpected challenges. I would not have been able to get through it without some very special people around me: I would like to thank my classmates at the program of Energy and Environment; you know who you are! Thank you for all the laughter and jokes during lunches and dinners, keeping the spirit up! Thank you for all the fun times and hard work we have shared together through five amazing years in Trondheim! I would also like to thank all of the wonderful people in NTNUI Swing and folkedans; for giving me something else than school to think about and sharing my love for dance. A special thank you goes to my good friends Eline Rangøy and Astrid Eikill for all the support, love and encouragement during some rough periods, giving me the motivation to keep up my work. Thank you for being so understanding! Finally, I would like to thank my loving family, especially my mother, Anne-Grete Ruud Bekkelund, for continuously supporting me through good and bad times, and for always believing in me. Kristine Bekkelund Trondheim, August 2013 iii iv Abstract In this report, a comparative life cycle assessment (LCA) of a rooftop, grid-connected photovoltaic (PV) system has been conducted. The primary objective has been to assess the environmental impacts resulting from the PV system over its entire lifetime, while the secondary goal has been to perform a sensitivity analysis on selected parameters and compare the results with the impacts from wind power. Four different cases have been assessed: Mc-Si Sim, mc-Si ESS, CdTe and CIGS. The difference between the multicrystalline silicon (mc-Si) cases were the production method for solar grade silicon: One case used the most common, chemical method; the modified Siemens process (mc-Si Sim), while the other case used the metallurgical route developed by Elkem Solar (mc-Si ESS). With a few minor exceptions, mc-Si Sim gave the highest environmental impacts, including the global warming impacts (GWP). The thin film technologies, CdTe and CIGS, had significantly lower impact potentials than the mc-Si cases, while the difference between the two were small. The relative contribution from processes to the impacts scores were different within each case investigated: The energy intensive steps for silicon purification were large contributors in the mc-Si cases, in addition to the PV module manufacturing, which was the dominating contributor in the thin film cases. In all cases, the metal depletion potential was dominated by the inverter and cabling components, due to their use of metals like copper and tin. Metallizarion pastes used in the mc-Si solar cell production contributed to toxicity potentials. Contributions from other processes in the PV value chains were less 2 significant. The GWP-scores in kg CO2-eq./m of PV system were found to be 260 for mc-Si Sim, 155 for mc-Si ESS, 75 for CdTe and 86 for CIGS. Main contributors were the energy feed stock used in the solar grade silicon production (mc-Si cases), and the primary aluminium and glass used in manufacturing of the PV module (all cases). A base case was used for comparison with existing LCA studies, giving corresponding GWP-scores of 42,5, 30,8, 16,8 and 20,6 g CO2-eq./kWh, which are within the range of published values. The current thin film technologies are already competitive with wind power in terms of GWP. By performing different combinations of improvement measures, all cases, except mc- Si Sim, could achieve GWPs as low as 5,1-5,8 g CO2-eq./kWh (below the minimum value of wind power). Switching the electricity supply towards a higher share of renewable energy and improving in the conversion efficiencies will have a significant effect in reducing the GWP. To improve the material efficiency, manufacturing waste should be reduced and recycled, and the solar cells should be made thinner. The silicon purification methods need to be made more energy efficient by e.g. implementing energy recovery, using biogenic carbon sources as reduction agents or switch from using the modified Siemens method to using more energy efficient methods like the Elkem Solar Silicon production process or the Fluidized Bed Reactor process. Recycled aluminium or steel should be used for the frame of the PV module and the mounting structure. End-of-life PV modules should be recycled to reduce the demand for primary material, e.g. aluminium, glass and rare metals. v vi Sammendrag I denne rapporten har det blitt gjennomført en sammenlignende livssyklusanalyse (LCA) av et solcellepanel, som er montert på tak og koblet til strømnettet. Hovedmålet har vært å vurdere miljøpåvirkningene fra solcellepanelet over hele livsløpet, mens det sekundære målet har vært å gjennomføre en sensitivitetsanalyse på utvalgte parametere og sammenligne resultatene med miljøpåvirkningene fra vindkraft. Fire ulike alternativer ble undersøkt: Mc-Si Sim, mc-Si ESS, CdTe og CIGS. Forskjellen mellom de multikrystallinske silisium (mc-Si) alternativene var metoden som ble bruk til å produsere superrent silisium: Et alternativ brukte den mest vanlige, kjemiske metoden; den modifiserte Siemens- prosessen (mc-Si Sim), mens det andre alternativet brukte en metallurgisk metode utviklet av Elkem Solar (mc-Si ESS). Potensialet for miljøpåvirkninger var med få unntak høyest for mc-Si Sim, inkludert global oppvarming (GWP). Tynnfilmteknologiene, CdTe og CIGS, hadde signifikant lavere potensialer for miljøpåvirkning enn mc-Si tilfellene, mens forskjellen mellom de to var små. Det relative bidraget fra ulike prosesser til potensialene for miljøpåvirkning var ulikt innenfor hvert enkelt alternativ: Den energikrevende stegene for rensing av silisium var de største bidragsyterne i mc-Si-tilfellene, i tillegg til modulproduksjonen, som var den dominerende bidragssyteren i tynnfilm-tilfellene. I alle tilfellene dominerte komponenter til inverter og kabler potensialet for mineraluttømming pga. bruken av metaller som kopper og tinn. Bruk av metalliseringspasta i producksjonen av mc-Si solceller bidro til toksisitetspotensialene. Bidraget fra andre prosesser i verdikjeden var av mindre betydning. GWP verdiene i kg CO2- ekv./m2 solcellepanel ble beregnet til å være 260 for mc-Si Sim, 155 for mc-Si ESS, 75 for CdTe og 86 for CIGS. De største bidragsyterne var knyttet til energikildene som brukes i produksjonen av superrent silisium, og aluminium og glass som brukes i solcellemodulen. Det ble brukt et referansescenario for sammenlikning med eksisterene LCA studier, noe som ga tilhørende GWP-verdier lik 42,5, 30,8, 16,8 og 20,6 g CO2-ekv./kWh. Dette er innenfor verdiområdet som er publisert i andre studier. De eksisterende tynnfilmteknologiene er allerede konkurransedyktige med vindkraft når det gjelder GWP. Ved å utføre ulike kombinasjoner av forbedringstiltak kunne alle alternativer, untatt mc-Si Sim, oppnå så lav GWP som 5,1-5,8 g CO2-ekv./kWh (under minimum verdien for vindkraft). Å vri energiforsyningen mot en høyere andel av fornybar energi og å forbedre virkningsgraden til solcellemodulen vil ha en betydelig effekt for å redusere GWP. For å forbedre materialeffektiviteten, bør produksjonsavfall reduseres og resirkuleres, og solcellene bør gjøres tynnere. Rensemetodene for silisium bør bli mer energieffektive ved å f.eks. implementere energigjenvinning, bruke biogene karbonkilder som reduksjonsmiddel eller bytte fra å bruke den modifiserte Siemens prosessen til å bruke mer energieffektive metoder som den metallurgiske prosessen utviklet av Elkem Solar eller "Fluidized Bed Reactor" prosessen.
Recommended publications
  • Estimating the Quantity of Wind and Solar Required to Displace Storage-Induced Emissions † ‡ Eric Hittinger*, and Ineŝ M
    Article Cite This: Environ. Sci. Technol. 2017, 51, 12988-12997 pubs.acs.org/est Estimating the Quantity of Wind and Solar Required To Displace Storage-Induced Emissions † ‡ Eric Hittinger*, and Ineŝ M. L. Azevedo † Department of Public Policy, Rochester Institute of Technology, Rochester, New York 14623, United States ‡ Department of Engineering & Public Policy, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213, United States *S Supporting Information ABSTRACT: The variable and nondispatchable nature of wind and solar generation has been driving interest in energy storage as an enabling low-carbon technology that can help spur large-scale adoption of renewables. However, prior work has shown that adding energy storage alone for energy arbitrage in electricity systems across the U.S. routinely increases system emissions. While adding wind or solar reduces electricity system emissions, the emissions effect of both renewable generation and energy storage varies by location. In this work, we apply a marginal emissions approach to determine the net system CO2 emissions of colocated or electrically proximate wind/storage and solar/storage facilities across the U.S. and determine the amount of renewable energy ff fi required to o set the CO2 emissions resulting from operation of new energy storage. We nd that it takes between 0.03 MW (Montana) and 4 MW (Michigan) of wind and between 0.25 MW (Alabama) and 17 MW (Michigan) of solar to offset the emissions from a 25 MW/100 MWh storage device, depending on location and operational mode. Systems with a realistic combination of renewables and storage will result in net emissions reductions compared with a grid without those systems, but the anticipated reductions are lower than a renewable-only addition.
    [Show full text]
  • Alphabet's 2019 CDP Climate Change Report
    Alphabet, Inc. - Climate Change 2019 C0. Introduction C0.1 (C0.1) Give a general description and introduction to your organization. As our founders Larry and Sergey wrote in the original founders' letter, "Google is not a conventional company. We do not intend to become one." That unconventional spirit has been a driving force throughout our history -- inspiring us to do things like rethink the mobile device ecosystem with Android and map the world with Google Maps. As part of that, our founders also explained that you could expect us to make "smaller bets in areas that might seem very speculative or even strange when compared to our current businesses." From the start, the company has always strived to do more, and to do important and meaningful things with the resources we have. Alphabet is a collection of businesses -- the largest of which is Google. It also includes businesses that are generally pretty far afield of our main internet products in areas such as self-driving cars, life sciences, internet access and TV services. We report all non- Google businesses collectively as Other Bets. Our Alphabet structure is about helping each of our businesses prosper through strong leaders and independence. We have always been a company committed to building products that have the potential to improve the lives of millions of people. Our product innovations have made our services widely used, and our brand one of the most recognized in the world. Google's core products and platforms such as Android, Chrome, Gmail, Google Drive, Google Maps, Google Play, Search, and YouTube each have over one billion monthly active users.
    [Show full text]
  • 2011 Indiana Renewable Energy Resources Study
    September 2011 2011 Indiana Renewable Energy Resources Study Prepared for: Indiana Utility Regulatory Commission and Regulatory Flexibility Committee of the Indiana General Assembly Indianapolis, Indiana State Utility Forecasting Group | Energy Center at Discovery Park | Purdue University | West Lafayette, Indiana 2011 INDIANA RENEWABLE ENERGY RESOURCES STUDY State Utility Forecasting Group Energy Center Purdue University West Lafayette, Indiana David Nderitu Tianyun Ji Benjamin Allen Douglas Gotham Paul Preckel Darla Mize Forrest Holland Marco Velastegui Tim Phillips September 2011 2011 Indiana Renewable Energy Resources Study - State Utility Forecasting Group 2011 Indiana Renewable Energy Resources Study - State Utility Forecasting Group Table of Contents List of Figures .................................................................................................................... iii List of Tables ...................................................................................................................... v Acronyms and Abbreviations ............................................................................................ vi Foreword ............................................................................................................................ ix 1. Overview ............................................................................................................... 1 1.1 Trends in renewable energy consumption in the United States ................ 1 1.2 Trends in renewable energy consumption in Indiana
    [Show full text]
  • RE-Powering America's Land Initiative: Benefits Matrix, July 2017
    RE-Powering America’s Land Initiative: July 2017 Benefits Matrix Through the RE-Powering America’s Land Initiative, the U.S. Environmental RE-Powering America’s Protection Agency (EPA) is encouraging the reuse of formerly contaminated Land Initiative lands, landfills, and mine sites for renewable energy development when such development is aligned with the community’s vision for the site. Using publicly To provide information on renewable energy available information, RE-Powering maintains a list of completed renewable energy on contaminated land projects not currently installations on contaminated sites and landfills. As part of its inventory, RE-Powering appearing in this document, email cleanenergy@ tracks benefits associated with completed sites, such as energy cost savings, epa.gov. To receive updates, newsletters, and other increased revenue, and job creation. information about the RE-Powering program, click the banner below. To date, the RE-Powering Initiative has identified 213 renewable energy installations on 207 contaminated lands, landfills, and mine sites1, with a cumulative installed capacity of just over 1,235 megawatts (MW) in a total of 40 states and territories. Subscribe Although all renewable energy installations on contaminated sites likely have some EPA’s RE-Powering Listserv extrinsic or intrinsic value to the developer or community, the specific benefits realized for any one project are not always touted publicly. EPA launched @EPAland on By researching an array of publicly available documents (including press releases, Twitter to help you learn fact sheets, and case studies), however, RE-Powering has identified self-reported what is being done to protect benefits for 178 of the total 213 renewable energy installations that the Initiative and clean up our land.
    [Show full text]
  • Power Purchase Agreement Solar Texas
    Power Purchase Agreement Solar Texas Huger or Mahratta, Shaw never sledges any jota! Unshriven Stanleigh paragraph: he pettled his pittas brusquely and illustratively. Dimitrios remains unstaid: she pitapat her oxalis tunnels too amusedly? May not a lot of our businesses to commercialize cellulosic biofuels, local utility companies with Increasingly competitive power source, with a propertytaxbased obligation into the top solar powered oreos to me what can buy the dirtier and state. Mw solar power purchase agreements and utility payment will be good for cps can bet that own energy improvements. Solar power purchase agreement marks the water and microsoft will be integrated into electricity you may not to your. Corporate Energy Sourcing and Sustainability Experience. Signed a 15- year Virtual power Purchase is with EDF Renewables North America for 250 megawatts of small solar energy in Texas. Ppa agreement worthwhile to power purchase agreements announced at a lot of the region at nrg transaction to the benefits they allow flexibility in total home? In your roof generate renewable energy credits from her practice on power purchase texas solar to figure out of energy has experience in pjm area. Where solar power purchase agreement to purchase agreement worthwhile to moveforward are easily avoidable mistakes that represent you. The deregulation of electricity in Texas and approximately two various other states provides power. Texas power purchase agreements has promised much support. Tips and regions. Keene housing and solar power purchase agreements to supply its first solar plants only the article has regional development foundation. Turning bright sunny days into renewable solar power. Is smart than a fixed price in study power purchase agreement Harrison said.
    [Show full text]
  • Background Report Prepared by Arizona State University NINETY-NINTH ARIZONA TOWN HALL
    Arizona’s Energy Future 99th Arizona Town Hall November 6 - 9, 2011 Background Report Prepared by Arizona State University NINETY-NINTH ARIZONA TOWN HALL PREMIER PARTNER CONTRIBUTING PARTNER COLLABORATING PARTNERS SUPPORTING PARTNERS CIVIC PARTNERS CORE Construction Kennedy Partners Ryley, Carlock & Applewhite Sundt Construction One East Camelback, Suite 530, Phoenix, Arizona 85012 Phone: 602.252.9600 Fax: 602.252.6189 Website: www.aztownhall.org Email: [email protected] ARIZONA’S ENERGY FUTURE September 2011 We thank you for making the commitment to participate in the 99th Arizona Town Hall to be held at the Grand Canyon on November 6-9, 2011. You will be discussing and developing consensus with fellow Arizonans on the future of energy in Arizona. An essential element to the success of these consensus-driven discussions is this background report that is provided to all participants before the Town Hall convenes. As they have so often done for past Arizona Town Halls, Arizona State University has prepared a detailed and informative report that will provide a unique and unparalleled resource for your Town Hall panel sessions. Special thanks go to editors Clark Miller and Sharlissa Moore of the Consortium for Science, Policy, and Outcomes at ASU for spearheading this effort and marshaling many talented professionals to write individual chapters. For sharing their wealth of knowledge and professional talents, our thanks go to the many authors who contributed to the report. Our deepest gratitude also goes to University Vice President and Dean of the College of Public Programs for ASU, Debra Friedman, and Director of the School of Public Affairs for ASU, Jonathan Koppell, who made great efforts to ensure that ASU could provide this type of resource to Arizona.
    [Show full text]
  • UNITED STATES of AMERICA FEDERAL ENERGY REGULATORY COMMISSION Petition for Declaratory Order of Docket No. EL20-42-000 New
    UNITED STATES OF AMERICA FEDERAL ENERGY REGULATORY COMMISSION Petition for Declaratory Order of Docket No. EL20-42-000 New England Ratepayers Association Concerning Unlawful Pricing of Certain Wholesale Sales COMMENTS OF THE SOUTHERN ENVIRONMENTAL LAW CENTER ON BEHALF OF APPALACHIAN VOICES, GEORGIA INTERFAITH POWER & LIGHT, NORTH CAROLINA INTERFAITH POWER & LIGHT, NORTH CAROLINA SUSTAINABLE ENERGY ASSOCIATION, SOUTH CAROLINA COASTAL CONSERVATION LEAGUE, SOUTH CAROLINA INTERFAITH POWER & LIGHT, SOUTHERN ALLIANCE FOR CLEAN ENERGY, AND UPSTATE FOREVER. IN OPPOSITION TO NERA PETITION TABLE OF CONTENTS Page I. Congress Explicitly Authorized and Required States to Consider Adopting Net-Metering Policies ................................................................................................................................... 5 II. Southeastern States Have Repeatedly Relied on the Energy Policy Act and FERC Precedent .............................................................................................................................. 11 A. North Carolina ............................................................................................................... 13 B. South Carolina ............................................................................................................... 22 C. Georgia ........................................................................................................................... 27 D. Virginia .........................................................................................................................
    [Show full text]
  • Solar Energy Markets Solar Energy Markets an Analysis of the Global Solar Industry
    Solar Energy Markets Solar Energy Markets An Analysis of the Global Solar Industry Philip G. Jordan The Economic Advancement Research Institute Wrentham, MA, USA and BW Research Partnership, Inc. Wrentham, MA, USA AMSTERDAM • BOSTON • HEIDELBERG • LONDON • NEW YORK • OXFORD PARIS • SAN DIEGO • SAN FRANCISCO • SINGAPORE • SYDNEY • TOKYO Elsevier 32 Jamestown Road, London NW1 7BY, UK 225 Wyman Street, Waltham, MA 02451, USA Copyright © 2014 Elsevier Inc. All rights reserved No part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopying, recording, or any information storage and retrieval system, without permission in writing from the publisher. Details on how to seek permission, further information about the Publisher’s permissions policies and our arrangement with organizations such as the Copyright Clearance Center and the Copyright Licensing Agency, can be found at our website: www.elsevier.com/permissions This book and the individual contributions contained in it are protected under copyright by the Publisher (other than as may be noted herein). Notice Knowledge and best practice in this field are constantly changing. As new research and experience broaden our understanding, changes in research methods, professional practices, or medical treatment may become necessary. Practitioners and researchers must always rely on their own experience and knowledge in evaluating and using any information, methods, compounds, or experiments described herein. In using such information or methods they should be mindful of their own safety and the safety of others, including parties for whom they have a professional responsibility. To the fullest extent of the law, neither the Publisher nor the authors, contributors, or editors, assume any liability for any injury and/or damage to persons or property as a matter of products liability, negligence or otherwise, or from any use or operation of any methods, products, instructions, or ideas contained in the material herein.
    [Show full text]
  • 2015 a Great Year for Solar
    2015 A GREAT YEAR FOR SOLAR SEIA’S 2015 ACCOMPLISHMENTS SET THE STAGE FOR AN HISTORIC 2016 “It’s been very rewarding to serve as Chairman of the Solar Energy Industries Trade Association during a record- shattering era for solar energy. SEIA has secured bi-partisan support for solar and promoted our industry’s commitment to employing veterans, bolstering local economies and creating a better environment - and we can all be proud of the results. I look forward to many future successes as we work to provide more clean energy for all Americans.” – Nat Kreamer Chairman of the Board, Solar Energy Industries Association CEO MESSAGE The hard-fought victory brought solar to the forefront Already we have achieved victories in the states. DEAR MEMBERS of the conversation about American energy. Fortune California and New York both approved 50 percent Magazine called SEIA “a pretty powerful lobbying” renewable portfolio standards and SEIA secured net In 2015 the Solar Energy Industries Association organization. The New York Times reported that the energy metering cap increases in New York and New continued to take the lead in delivering significant ITC extension was “better than many executives and Jersey, and helped convince Colorado to make no and meaningful results to advance issues impacting analysts had expected,” adding that it increases the changes to its traditional full retail NEM program, to the solar industry. Our accomplishments in 2015 geographical diversity of solar. name just a few. were massive, and the impact that passage of the investment tax credit will have on the industry’s As the nation looks to improve the resiliency, reliability On utility scale projects, we are focusing on bottom line amounts to $40 billion.
    [Show full text]
  • Standards and Requirements for Solar Equipment, Installation, and Licensing and Certification a Guide for States and Municipalities
    SUSTAINABLE SOLAR EDUCATION PROJECT Beren Argetsinger, Keyes&FoxLLP•BenjaminInskeep,EQResearchLLC Beren Argetsinger, A GuideforStatesandMunicipalities and LicensingCertification for SolarEquipment,Installation, Standards andRequirements FEBRU A RY 2017 RY © B igstock/ilfede SUSTAINABLE SOLAR EDUCATION PROJECT ABOUT THIS GUIDE AND THE SUSTAINABLE SOLAR EDUCATION PROJECT Standards and Requirements for Solar Equipment, Installation, and Licensing and Certification: A Guide for States and Municipalities is one of six program guides being produced by the Clean Energy States Alliance (CESA) as part of its Sustainable Solar Ed- ucation Project. The project aims to provide information and educational resources to help states and municipalities ensure that distributed solar electricity remains consumer friendly and its benefits are accessible to low- and moderate-income households. In ad- dition to publishing guides, the Sustainable Solar Education Project will produce webinars, an online course, a monthly newsletter, and in-person training on topics related to strengthening solar accessibility and affordability, improving consumer information, and implementing consumer protection measures regarding solar photovoltaic (PV) systems. More information about the project, including a link to sign up to receive notices about the project’s activities, can be found at www.cesa.org/projects/sustainable-solar. ABOUT THE U.S. DEpaRTMENT OF ENERGY SUNSHOT INITIATIVE The U.S. Department of Energy SunShot Initiative is a collaborative national effort that aggressively drives innovation to make solar energy fully cost-competitive with traditional energy sources before the end of the decade. Through SunShot, the Energy Department supports efforts by private companies, universities, and national laboratories to drive down the cost of solar electricity to $0.06 per kilowatt-hour.
    [Show full text]
  • Solar Homes: the Next Step for Clean Energy
    Solar Homes The Next Step for Clean Energy Solar Homes The Next Step for Clean Energy Written by: Abigail Bradford and Jonathan Sundby Frontier Group Bret Fanshaw and Rob Sargent Environment America Research & Policy Center December 2018 Acknowledgments Environment America Research & Policy Center thanks Jennifer Amann of the American Council for an Energy- Efficient Economy (ACEEE), Justin Baca and Maria Kanevsky of Solar Energy Industries Association (SEIA), John Rogers of the Union of Concerned Scientists (UCS), Madhur Boloor of Natural Resources Defense Council (NRDC), Susannah Churchill of Vote Solar, and Kelly Knutsen of the California Solar and Storage Association (CALSSA) for their review of drafts of this document, as well as their insights and suggestions. Thanks also to Tony Dutzik, Susan Rakov and Elizabeth Ridlington of Frontier Group for editorial support. Environment America Research & Policy Center thanks The Scherman Foundation, The John Merck Fund, Energy Foundation, The Fund for New Jersey, The Bullitt Foundation and The Cynthia and George Mitchell Foundation for making this report possible. The authors bear responsibility for any factual errors. The recommendations are those of Environment America Research & Policy Center. The views expressed in this report are those of the authors and do not necessarily reflect the views of our funders or those who provided review. 2018 Environment America Research & Policy Center. Some Rights Reserved. This work is licensed under a Creative Commons Attribution Non-Commercial No Derivatives 3.0 Unported License. To view the terms of this license, visit creativecommons.org/licenses/by-no-nd/3.0. Environment America Research & Policy Center is a 501(c)(3) organization.
    [Show full text]
  • Investigation of Efficiency Loss of Distributed Solar Power Due To
    UNLV Theses, Dissertations, Professional Papers, and Capstones August 2019 Investigation of Efficiency Loss of Distributed Solarower P Due to Soiling and Efficiency Recovery by Rainfall Amanda Mayumi Tanaka Follow this and additional works at: https://digitalscholarship.unlv.edu/thesesdissertations Part of the Environmental Engineering Commons Repository Citation Tanaka, Amanda Mayumi, "Investigation of Efficiency Loss of Distributed Solarower P Due to Soiling and Efficiency Recovery by Rainfall" (2019). UNLV Theses, Dissertations, Professional Papers, and Capstones. 3750. http://dx.doi.org/10.34917/16076293 This Thesis is protected by copyright and/or related rights. It has been brought to you by Digital Scholarship@UNLV with permission from the rights-holder(s). You are free to use this Thesis in any way that is permitted by the copyright and related rights legislation that applies to your use. For other uses you need to obtain permission from the rights-holder(s) directly, unless additional rights are indicated by a Creative Commons license in the record and/ or on the work itself. This Thesis has been accepted for inclusion in UNLV Theses, Dissertations, Professional Papers, and Capstones by an authorized administrator of Digital Scholarship@UNLV. For more information, please contact [email protected]. INVESTIGATION OF EFFICIENCY LOSS OF DISTRIBUTED SOLAR POWER DUE TO SOILING AND EFFICIENCY RECOVERY BY RAINFALL By Amanda Mayumi Tanaka Bachelor of Science in Environmental Chemistry Universidade de Sao Paulo, USP 2015 A thesis submitted in partial fulfillment of the requirements for the Master of Science in Engineering - Civil and Environmental Engineering Department of Civil and Environmental Engineering and Construction Howard R.
    [Show full text]