The impact of air pollutant deposition on solar energy system efficiency: An approach to estimate PV soiling effects with the Community Multiscale Air Quality (CMAQ) model
被引:21
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作者:
Zhou, Luxi
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机构:
US EPA, Res Triangle Pk, NC 27711 USA
Natl Acad Sci Engn & Med, Washington, DC 20001 USAUS EPA, Res Triangle Pk, NC 27711 USA
Zhou, Luxi
[1
,2
]
Schwede, Donna B.
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US EPA, Res Triangle Pk, NC 27711 USAUS EPA, Res Triangle Pk, NC 27711 USA
Schwede, Donna B.
[1
]
Appel, K. Wyat
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US EPA, Res Triangle Pk, NC 27711 USAUS EPA, Res Triangle Pk, NC 27711 USA
Appel, K. Wyat
[1
]
Mangiante, Michael J.
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h-index: 0
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US EPA, Res Triangle Pk, NC 27711 USA
Environm Resource Management, Washington, DC 20006 USAUS EPA, Res Triangle Pk, NC 27711 USA
Mangiante, Michael J.
[1
,4
]
Wong, David C.
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US EPA, Res Triangle Pk, NC 27711 USAUS EPA, Res Triangle Pk, NC 27711 USA
Wong, David C.
[1
]
Napelenok, Sergey L.
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US EPA, Res Triangle Pk, NC 27711 USAUS EPA, Res Triangle Pk, NC 27711 USA
Napelenok, Sergey L.
[1
]
Whung, Pai-Yei
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US EPA, Res Triangle Pk, NC 27711 USAUS EPA, Res Triangle Pk, NC 27711 USA
Whung, Pai-Yei
[1
]
Zhang, Banglin
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机构:
CMA, Inst Trop & Marine Meteorol, Gtrangdong Prov Key Lab Reg Numer Weather Predict, Guangzhou 510641, Guangdong, Peoples R ChinaUS EPA, Res Triangle Pk, NC 27711 USA
Zhang, Banglin
[3
]
机构:
[1] US EPA, Res Triangle Pk, NC 27711 USA
[2] Natl Acad Sci Engn & Med, Washington, DC 20001 USA
[3] CMA, Inst Trop & Marine Meteorol, Gtrangdong Prov Key Lab Reg Numer Weather Predict, Guangzhou 510641, Guangdong, Peoples R China
[4] Environm Resource Management, Washington, DC 20006 USA
Air quality;
Deposition;
Soiling effect;
Solar PV;
Air quality modeling;
DUST;
COVER;
D O I:
10.1016/j.scitotenv.2018.09.194
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Deposition and accumulation of aerosol particles on photovoltaics (PV) panels, which is commonly referred to as "soiling of PV panels," impacts the performance of the PV energy system. It is desirable to estimate the soiling effect at different locations and times for modeling the PV system performance and devising cost-effective mitigation. This study presents an approach to estimate the soiling effect by utilizing particulate matter (PM) dry deposition estimates from air quality model simulations. The Community Multiscale Air Quality (CMAQ) modeling system used in this study was developed by the U.S. Environmental Protection Agency (U.S. EPA) for air quality assessments, rule-making, and research. Three deposition estimates based on different surface roughness length parameters assumed in CMAQ were used to illustrate the soling effect in different land-use types. The results were analyzed for three locations in the U.S. for year 2011. One urban and one suburban location in Colorado were selected because there have been field measurements of particle deposition on solar panels and analysis on the consequent soiling effect performed at these locations. The third location is a coastal city in Texas, the City of Brownsville. These three locations have distinct ambient environments. CMAQ underestimates particle deposition by 40% to 80% when compared to the field measurements at the two sites in Colorado due to the underestimations in both the ambient PM10 concentration and deposition velocity. The estimated panel transmittance sensitivity due to the deposited particles is higher than the sensitivity obtained from the measurements in Colorado. The final soiling effect, which is transmittance loss, is estimated as 3.17 +/- 4.20% for the Texas site, 0.45 +/- 0.33%, and 0.31 +/- 0.25% for the Colorado sites. Although the numbers are lower compared to the measurements in Colorado, the results are comparable with the soiling effects observed in U.S. (C) 2018 Elsevier B.V. All rights reserved.
机构:
US EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA
Appel, K. W.
Foley, K. M.
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US EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA
Foley, K. M.
Bash, J. O.
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h-index: 0
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US EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA
Bash, J. O.
Pinder, R. W.
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h-index: 0
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US EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA
Pinder, R. W.
Dennis, R. L.
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US EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA
Dennis, R. L.
Allen, D. J.
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Univ Maryland, Dept Atmospher & Ocean Sci, College Pk, MD 20742 USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA
Allen, D. J.
Pickering, K.
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NASA Goddard, Atmospher Chem & Dynam Branch, Greenbelt, MD USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA
机构:
US EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USAUS EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
Mathur, Rohit
Xing, Jia
论文数: 0引用数: 0
h-index: 0
机构:
US EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
Tsinghua Univ, Sch Environm, Beijing 100084, Peoples R ChinaUS EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
Xing, Jia
Gilliam, Robert
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US EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USAUS EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
Gilliam, Robert
Sarwar, Golam
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US EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USAUS EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
Sarwar, Golam
Hogrefe, Christian
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US EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USAUS EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
Hogrefe, Christian
Pleim, Jonathan
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US EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USAUS EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
Pleim, Jonathan
Pouliot, George
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US EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USAUS EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
Pouliot, George
Roselle, Shawn
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US EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USAUS EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
Roselle, Shawn
Spero, Tanya L.
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US EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USAUS EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
Spero, Tanya L.
Wong, David C.
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US EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USAUS EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
Wong, David C.
Young, Jeffrey
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US EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USAUS EPA, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC 27711 USA
机构:
US EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA
Kelly, J. T.
Bhave, P. V.
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US EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA
Bhave, P. V.
Nolte, C. G.
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US EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA
Nolte, C. G.
Shankar, U.
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h-index: 0
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Univ N Carolina, Inst Environm, Chapel Hill, NC USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA
Shankar, U.
Foley, K. M.
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US EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USAUS EPA, Atmospher Modeling & Anal Div, Natl Exposure Res Lab, Off Res & Dev, Res Triangle Pk, NC USA