Abstract

We present a literature review of experimental studies aiming to characterize soiling and its effects on the generation performance of photovoltaic (PV) systems. The methodology is based on a systematic review of the literature (SRL) through the elaboration and implementation of a conduction protocol, with selection criteria, search strategies, and extraction and summarization procedures. In the search and identification, 3018 primary studies (PSs) are initially obtained, with 151 PSs being admitted for extraction and summarization. The bibliometric analysis identifies the annual distribution of publications, main researchers, means of scientific dissemination, and most used terms as keywords. The short-circuit current (Isc) is usually the parameter most affected by dirt; considering other parameters, different behaviors are identified, depending on the PV technology. The chemical elements most reported are Ca, Si, Al, O, Fe, and Mg; the main mineral compounds are quartz, calcite, hematite, gypsum, and orthoclase.

References

1.
Khazaal
,
H. F.
,
Kadhim
,
H. M.
,
Farhan
,
M. S.
,
Sh Baqer
,
I.
, and
Salih
,
S. R.
,
2020
, “
Evaluation the Influences of Temperature, Dust and Shading on Photovoltaic System Performance
,”
IOP Conf. Ser.: Mater. Sci. Eng.
,
765
(
1
), p.
012015
.
2.
Kazem
,
H. A.
, and
Chaichan
,
M. T.
,
2016
, “
Experimental Analysis of the Effect of Dust’s Physical Properties on Photovoltaic Modules in Northern Oman
,”
Sol. Energy
,
139
(
1
), pp.
68
80
.
3.
Ovrum
,
O.
,
Marchetti
,
J. M.
,
Kelesoglu
,
S.
, and
Marstein
,
E. S.
,
2021
, “
Comparative Analysis of Site-Specific Soiling Losses on PV Power Production
,”
IEEE J. Photovoltaics
,
11
(
1
), pp.
158
163
.
4.
Kaiss
,
E. A.
, and
Hassan
,
N. M.
,
2023
, “
Numerical Modeling of Dust Deposition Rate on Ground-Mounted Solar Photovoltaic Panels
,”
ASME. J. Sol. Energy Eng.
,
145
(
4
), p.
041003
.
5.
Wolfertstetter
,
F.
,
Wilbert
,
S.
,
Dersch
,
J.
,
Dieckmann
,
S.
,
Pitz-Paal
,
R.
, and
Ghennioui
,
A.
,
2018
, “
Integration of Soiling-Rate Measurements and Cleaning Strategies in Yield Analysis of Parabolic Trough Plants
,”
ASME. J. Sol. Energy Eng.
,
140
(
4
), p.
041008
.
6.
Ilse
,
K. K.
,
Figgis
,
B. W.
,
Naumann
,
V.
,
Hagendorf
,
C.
, and
Bagdahn
,
J.
,
2018
, “
Fundamentals of Soiling Processes on Photovoltaic Modules
,”
Renewable Sustainable Energy Rev.
,
98
(
1
), pp.
239
254
.
7.
Laarabi
,
B.
,
Baqqal
,
Y. E.
,
Dahrouch
,
A.
, and
Barhdadi
,
A.
,
2020
, “
Deep Analysis of Soiling Effect on Glass Transmittance of PV Modules in Seven Sites in Morocco
,”
Energy
,
213
(
1
), p.
118811
.
8.
Guan
,
Y.
,
Zhang
,
H.
,
Xiao
,
B.
,
Zhou
,
Z.
, and
Yan
,
X.
,
2017
, “
In-Situ Investigation of the Effect of Dust Deposition on the Performance of Polycrystalline Silicon Photovoltaic Modules
,”
Renewable Energy
,
101
(
1
), pp.
1273
1284
.
9.
Dahlioui
,
R.
,
Laarabi
,
B.
,
Alaoui
,
S. M.
,
Dambrine
,
G.
,
Menard
,
E.
,
Boardman
,
J.
, and
Barhdadi
,
A.
,
2018
, “
Evaluation of Losses in PV Performances Due to Soiling Effect in Rabat
,”
2018 6th International Renewable and Sustainable Energy Conference (IRSEC)
,
IEEE
,
Rabat, Morocco
,
Dec. 5–8
, pp.
1
3
.
10.
Ribeiro
,
K.
,
Santos
,
R.
,
Saraiva
,
E.
, and
Rajagopal
,
R.
,
2021
, “
A Statistical Methodology to Estimate Soiling Losses on Photovoltaic Solar Plants
,”
ASME. J. Sol. Energy Eng.
,
143
(
6
), p.
064501
.
11.
Micheli
,
L.
,
Muller
,
M. T.
,
Deceglie
,
M. G.
, and
Ruth
,
D.
,
2017
, “
Time Series Analysis of Photovoltaic Soiling Station Data: Version 1.0, August 2017
,” United States. .
12.
Dierauf
,
T.
,
Growitz
,
A.
,
Kurtz
,
S.
,
Cruz
,
J. L. B.
,
Riley
,
E.
, and
Hansen
,
C.
,
2013
,
Weather-Corrected Performance Ratio
.
13.
Guo
,
B.
,
Javed
,
W.
,
Figgis
,
B. W.
, and
Mirza
,
T.
,
2015
, “
Effect of Dust and Weather Conditions on Photovoltaic Performance in Doha, Qatar
,”
2015 First Workshop on Smart Grid and Renewable Energy (SGRE)
,
Doha, Qatar
,
Mar. 22–23
,
IEEE
, pp.
1
6
.
14.
Rodrigo
,
P. M.
,
Gutiérrez
,
S.
,
Micheli
,
L.
,
Fernández
,
E. F.
, and
Almonacid
,
F. M.
,
2020
, “
Optimum Cleaning Schedule of Photovoltaic Systems Based on Levelised Cost of Energy and Case Study in Central Mexico
,”
Sol. Energy
,
209
(
1
), pp.
11
20
.
15.
Gómez-Amo
,
J. L.
,
Freile-Aranda
,
M. D.
,
Camarasa
,
J.
,
Estellés
,
V.
,
Utrillas
,
M. P.
, and
Martínez-Lozano
,
J. A.
,
2019
, “
Empirical Estimates of the Radiative Impact of an Unusually Extreme Dust and Wildfire Episode on the Performance of a Photovoltaic Plant in Western Mediterranean
,”
Appl. Energy
,
235
(
1
), pp.
1226
1234
.
16.
Rahman
,
M. M.
,
Hasanuzzaman
,
M.
, and
Rahim
,
N. A.
,
2017
, “
Effects of Operational Conditions on the Energy Efficiency of Photovoltaic Modules Operating in Malaysia
,”
J. Cleaner Prod.
,
143
(
1
), pp.
912
924
.
17.
Daher
,
D. H.
,
Gaillard
,
L.
,
Amara
,
M.
, and
Ménézo
,
C.
,
2018
, “
Impact of Tropical Desert Maritime Climate on the Performance of a PV Grid-Connected Power Plant
,”
Renewable Energy
,
125
(
1
), pp.
729
737
.
18.
Al Siyabi
,
I.
,
Al Mayasi
,
A.
,
Al Shukaili
,
A.
, and
Khanna
,
S.
,
2021
, “
Effect of Soiling on Solar Photovoltaic Performance Under Desert Climatic Conditions
,”
Energies
,
14
(
3
), p.
659
.
19.
Gholami
,
A.
,
Saboonchi
,
A.
, and
Alemrajabi
,
A. A.
,
2017
, “
Experimental Study of Factors Affecting Dust Accumulation and Their Effects on the Transmission Coefficient of Glass for Solar Applications
,”
Renewable Energy
,
112
(
1
), pp.
466
473
.
20.
Comerio
,
A.
,
Scarpart
,
T. T.
,
Krause
,
R. C. K.
,
Fernandes
,
M. R.
, and
Muniz
,
P. R.
,
2020
, “
Performance of Photovoltaic Generators Under Superficial Dust Deposition on Their Modules Derived From Anthropogenic Activities
,”
Acta Scientiarum Technol.
,
43
(
1
), p.
e50101
.
21.
Gürtürk
,
M.
,
Benli
,
H.
, and
Ertürk
,
N. K.
,
2018
, “
Effects of Different Parameters on Energy—Exergy and Power Conversion Efficiency of PV Modules
,”
Renewable Sustainable Energy Rev.
,
92
(
1
), pp.
426
439
.
22.
Hussein
,
N. F.
,
Ismaeel
,
A. A.
, and
Ibrahim
,
A. K.
,
2020
, “
Influence of Detergents Types and Clean Method on PV Cells Performance: An Experimental Study
,”
IOP Conf. Ser.: Mater. Sci. Eng.
,
863
(
1
), p.
012057
.
23.
Zhang
,
L.-z.
,
Pan
,
A.-j.
,
Cai
,
R.-r.
, and
Lu
,
H.
,
2019
, “
Indoor Experiments of Dust Deposition Reduction on Solar Cell Covering Glass by Transparent Super-Hydrophobic Coating With Different Tilt Angles
,”
Sol. Energy
,
188
(
1
), pp.
1146
1155
.
24.
Ribeiro
,
S.
,
Schmitz
,
E.
,
Alencar
,
A.
, and
Silva
,
M.
,
2018
, “
Literature Review on the Theory of Constraints Applied in the Software Development Process
,”
IEEE Lat. Am. Trans.
,
16
(
11
), pp.
2747
2756
.
25.
Hernandes
,
E.
,
Zamboni
,
A.
,
Fabbri
,
S.
, and
Di Thommazo
,
A.
,
2012
, “
Using GQM and TAM to Evaluate StArt—A Tool That Supports Systematic Review
,”
CLEI Electron. J.
,
15
(
1
), pp.
1
13
.
26.
Machado
,
A.
,
Veras
,
R.
,
Aires
,
K.
, and
Britto Neto
,
L. d. S.
,
2021
, “
A Systematic Review on Product Recognition for Aiding Visually Impaired People
,”
IEEE Lat. Am. Trans.
,
19
(
4
), pp.
592
603
.
27.
Gholami
,
A.
,
Ameri
,
M.
,
Zandi
,
M.
,
Ghoachani
,
R. G.
,
Eslami
,
S.
, and
Pierfederici
,
S.
,
2020
, “
Photovoltaic Potential Assessment and Dust Impacts on Photovoltaic Systems in Iran: Review Paper
,”
IEEE J. Photovoltaics
,
10
(
3
), pp.
824
837
.
28.
Mani
,
M.
, and
Pillai
,
R.
,
2010
, “
Impact of Dust on Solar Photovoltaic (PV) Performance: Research Status, Challenges and Recommendations
,”
Renewable Sustainable Energy Rev.
,
14
(
9
), pp.
3124
3131
.
29.
Darwish
,
Z. A.
,
Kazem
,
H. A.
,
Sopian
,
K.
,
Al-Goul
,
M. A.
, and
Alawadhi
,
H.
,
2015
, “
Effect of Dust Pollutant Type on Photovoltaic Performance
,”
Renewable Sustainable Energy Rev.
,
41
(
1
), pp.
735
744
.
30.
Santhakumari
,
M.
, and
Sagar
,
N.
,
2019
, “
A Review of the Environmental Factors Degrading the Performance of Silicon Wafer-Based Photovoltaic Modules: Failure Detection Methods and Essential Mitigation Techniques
,”
Renewable Sustainable Energy Rev.
,
110
(
1
), pp.
83
100
.
31.
Maghami
,
M. R.
,
Hizam
,
H.
,
Gomes
,
C.
,
Radzi
,
M. A.
,
Rezadad
,
M. I.
, and
Hajighorbani
,
S.
,
2016
, “
Power Loss Due to Soiling on Solar Panel: A Review
,”
Renewable Sustainable Energy Rev.
,
59
(
1
), pp.
1307
1316
.
32.
Chanchangi
,
Y. N.
,
Ghosh
,
A.
,
Sundaram
,
S.
, and
Mallick
,
T. K.
,
2020
, “
Dust and PV Performance in Nigeria: A Review
,”
Renewable Sustainable Energy Rev.
,
121
(
1
), p.
109704
.
33.
Fouad
,
M. M.
,
Shihata
,
L. A.
, and
Morgan
,
E. I.
,
2017
, “
An Integrated Review of Factors Influencing the Performance of Photovoltaic Panels
,”
Renewable Sustainable Energy Rev.
,
80
(
1
), pp.
1499
1511
.
34.
Mussard
,
M.
, and
Amara
,
M.
,
2018
, “
Performance of Solar Photovoltaic Modules Under Arid Climatic Conditions: A Review
,”
Sol. Energy
,
174
(
1
), pp.
409
421
.
35.
Scannavino
,
K. R. F.
,
Nakagawa
,
E. Y.
,
Ferraz Febbri
,
S. C. P.
, and
Ferrari
,
F. C.
,
2017
,
Revisão Sistemática da Literatura em Engenharia de Software: Teoria e Prática
,
Elsevier
,
Rio de Janeiro
.
36.
Javed
,
W.
,
Guo
,
B.
,
Wubulikasimu
,
Y.
, and
Figgis
,
B. W.
,
2016
, “
Photovoltaic Performance Degradation Due to Soiling and Characterization of the Accumulated Dust
,”
2016 IEEE International Conference on Power and Renewable Energy (ICPRE)
,
IEEE
,
Shanghai, China
,
Oct. 21–23
, pp.
580
584
.
37.
Javed
,
W.
,
Guo
,
B.
,
Figgis
,
B.
, and
Aïssa
,
B.
,
2021
, “
Dust Potency in the Context of Solar Photovoltaic (PV) Soiling Loss
,”
Sol. Energy
,
220
(
1
), pp.
1040
1052
.
38.
Aïssa
,
B.
,
Isaifan
,
R. J.
,
Madhavan
,
V. E.
, and
Abdallah
,
A. A.
,
2016
, “
Structural and Physical Properties of the Dust Particles in Qatar and Their Influence on the PV Panel Performance
,”
Sci. Rep.
,
6
(
1
), p.
31467
.
39.
Ilse
,
K. K.
,
Figgis
,
B. W.
,
Werner
,
M.
,
Naumann
,
V.
,
Hagendorf
,
C.
,
Pöllmann
,
H.
, and
Bagdahn
,
J.
,
2018
, “
Comprehensive Analysis of Soiling and Cementation Processes on PV Modules in Qatar
,”
Sol. Energy Mater. Sol. Cells
,
186
(
1
), pp.
309
323
.
40.
Zitouni
,
H.
,
Merrouni
,
A. A.
,
Regragui
,
M.
,
Bouaichi
,
A.
,
Hajjaj
,
C.
,
Ghennioui
,
A.
, and
Ikken
,
B.
,
2019
, “
Experimental Investigation of the Soiling Effect on the Performance of Monocrystalline Photovoltaic Systems
,”
Energy Procedia
,
157
(
1
), pp.
1011
1021
.
41.
Zitouni
,
H.
,
Azouzoute
,
A.
,
Hajjaj
,
C.
,
Ydrissi
,
M. E.
,
Regragui
,
M.
,
Polo
,
J.
,
Oufadel
,
A.
,
Bouaichi
,
A.
, and
Ghennioui
,
A.
,
2021
, “
Experimental Investigation and Modeling of Photovoltaic Soiling Loss as a Function of Environmental Variables: A Case Study of Semi-Arid Climate
,”
Sol. Energy Mater. Sol. Cells
,
221
(
1
), p.
110874
.
42.
Azouzoute
,
A.
,
Hajjaj
,
C.
,
Zitouni
,
H.
,
Ydrissi
,
M. E.
,
Mertah
,
O.
,
Garoum
,
M.
, and
Ghennioui
,
A.
,
2021
, “
Modeling and Experimental Investigation of Dust Effect on Glass Cover PV Module With Fixed and Tracking System Under Semi-Arid Climate
,”
Sol. Energy Mater. Sol. Cells
,
230
(
1
), p.
111219
.
43.
Tripathi
,
A. K.
,
Aruna
,
M.
, and
Murthy
,
C. S. N.
,
2017
, “
Performance Evaluation of PV Panel Under Dusty Condition
,”
Int. J. Renew. Energy Dev.
,
6
(
3
), pp.
225
233
.
44.
Ehsan
,
R. M.
,
Simon
,
S. P.
,
Sundareswaran
,
K.
,
Kumar
,
K. A.
, and
Sriharsha
,
T.
,
2021
, “
Effect of Soiling on Photovoltaic Modules and Its Mitigation Using Hydrophobic Nanocoatings
,”
IEEE J. Photovoltaics
,
11
(
3
), pp.
742
749
.
45.
Majeed
,
R.
,
Waqas
,
A.
,
Sami
,
H.
,
Ali
,
M.
, and
Shahzad
,
N.
,
2020
, “
Experimental Investigation of Soiling Losses and a Novel Cost-Effective Cleaning System for PV Modules
,”
Sol. Energy
,
201
(
1
), pp.
298
306
.
46.
Ullah
,
A.
,
Amin
,
A.
,
Haider
,
T.
,
Saleem
,
M.
, and
Butt
,
N. Z.
,
2020
, “
Investigation of Soiling Effects, Dust Chemistry and Optimum Cleaning Schedule for PV Modules in Lahore, Pakistan
,”
Renewable Energy
,
150
(
1
), pp.
456
468
.
47.
Hachicha
,
A. A.
,
Al-Sawafta
,
I.
, and
Said
,
Z.
,
2019
, “
Impact of Dust on the Performance of Solar Photovoltaic (PV) Systems Under United Arab Emirates Weather Conditions
,”
Renewable Energy
,
141
(
1
), pp.
287
297
.
48.
Abdelsalam
,
M.
,
Mohamed
,
A.
,
Ahmad
,
F. F.
,
Hamid
,
A.-K.
,
Ghenai
,
C.
,
Rejeb
,
O.
,
Alchadirchy
,
M.
,
Obaid
,
W.
, and
Haj Assad
,
M. E.
,
2021
, “
Experimental Study of the Impact of Dust on Azimuth Tracking Solar PV in Sharjah
,”
Int. J. Electr. Comput. Eng.
,
11
(
5
), pp.
3671
3681
.
49.
Fraga
,
M. M.
,
Campos
,
B. L. d. O.
,
Almeida
,
T. B. d.
,
da Fonseca
,
J. M. F.
, and
Lins
,
V. d. F. C.
,
2018
, “
Analysis of the Soiling Effect on the Performance of Photovoltaic Modules on a Soccer Stadium in Minas Gerais, Brazil
,”
Sol. Energy
,
163
(
1
), pp.
387
397
.
50.
Conceição
,
R.
,
Silva
,
H. G.
,
Mirão
,
J.
,
Gostein
,
M.
,
Fialho
,
L.
,
Narvarte
,
L.
, and
Collares-Pereira
,
M.
,
2018
, “
Saharan Dust Transport to Europe and Its Impact on Photovoltaic Performance: A Case Study of Soiling in Portugal
,”
Sol. Energy
,
160
(
1
), pp.
94
102
.
51.
Farahmand
,
M. Z.
,
Nazari
,
M. E.
,
Shamlou
,
S.
, and
Shafie-khah
,
M.
,
2021
, “
The Simultaneous Impacts of Seasonal Weather and Solar Conditions on PV Panels Electrical Characteristics
,”
Energies
,
14
(
4
), p.
845
.
52.
Ferrada
,
P.
,
Olivares
,
D.
,
del Campo
,
V.
,
Marzo
,
A.
,
Araya
,
F.
,
Cabrera
,
E.
,
Llanos
,
J.
, et al
,
2019
, “
Physicochemical Characterization of Soiling From Photovoltaic Facilities in Arid Locations in the Atacama Desert
,”
Sol. Energy
,
187
(
1
), pp.
47
56
.
53.
Kazem
,
H. A.
, and
Chaichan
,
M. T.
,
2019
, “
The Effect of Dust Accumulation and Cleaning Methods on PV Panels’ Outcomes Based on an Experimental Study of Six Locations in Northern Oman
,”
Sol. Energy
,
187
(
1
), pp.
30
38
.
54.
Dida
,
M.
,
Boughali
,
S.
,
Bechki
,
D.
, and
Bouguettaia
,
H.
,
2020
, “
Output Power Loss of Crystalline Silicon Photovoltaic Modules Due to Dust Accumulation in Saharan Environment
,”
Renewable Sustainable Energy Rev.
,
124
(
1
), p.
109787
.
55.
Chen
,
J.
,
Pan
,
G.
,
Ouyang
,
J.
,
Ma
,
J.
,
Fu
,
L.
, and
Zhang
,
L.
,
2020
, “
Study on Impacts of Dust Accumulation and Rainfall on PV Power Reduction in East China
,”
Energy
,
194
(
1
), p.
116915
.
56.
Tanesab
,
J.
,
Parlevliet
,
D.
,
Whale
,
J.
, and
Urmee
,
T.
,
2017
, “
Seasonal Effect of Dust on the Degradation of PV Modules Performance Deployed in Different Climate Areas
,”
Renewable Energy
,
111
(
1
), pp.
105
115
.
57.
Hussain
,
A.
,
Batra
,
A.
, and
Pachauri
,
R.
,
2017
, “
An Experimental Study on Effect of Dust on Power Loss in Solar Photovoltaic Module
,”
Renew. Wind Water Solar
,
4
(
9
), pp.
1
13
.
58.
Ndiaye
,
A.
,
Kébé
,
C. M. F.
,
Bilal
,
B. O.
,
Charki
,
A.
,
Sambou
,
V.
, and
Ndiaye
,
P. A.
,
2018
, “Study of the Correlation Between the Dust Density Accumulated on Photovoltaic Module's Surface and Their Performance Characteristics Degradation,”
Innovation and Interdisciplinary Solutions for Underserved Areas
,
C. M. F.
Kebe
,
A.
Gueye
, and
A.
Ndiaye
, eds., Vol.
204
,
Springer International Publishing
,
Cham
, pp.
31
42
.
59.
Khan
,
M. U.
,
Abbas
,
M.
,
Khan
,
M. M.
,
Kousar
,
A.
,
Alam
,
M.
,
Massoud
,
Y.
, and
Jafri
,
S. H. M.
,
2021
, “
Modeling and Design of Low-Cost Automatic Self Cleaning Mechanism for Standalone Micro PV Systems
,”
Sustain. Energy Technol. Assess.
,
43
(
1
), p.
100922
.
60.
Hickel
,
B. M.
,
Deschamps
,
E.
,
Nascimento
,
L. R. d.
,
Rüther
,
R.
, and
Simões
,
G. C.
,
2016
, “
Análise da Influência do Acúmulo de Sujeira Sobre Diferentes Tecnologias de Módulos FV: Revisão e Medições de Campo
,”
VI Congresso Brasileiro de Energia Solar, Belo Horizonte
,
Minas Gerais, Brazil
,
Apr. 4–7
,
ABENS
, pp.
1
8
.
61.
Gaio
,
J. N.
,
de Campos
,
K. M. A.
, and
Tiepolo
,
G. M.
,
2018
, “
Determination ofthe Ideal Time for Cleaning of Photovoltaic Panels Aiming at Better Productivity—Case Study of the Implanted Grid-Connected Photovoltaic System at the Federal University of Technology of Paraná
,”
Braz. Arch. Biol. Technol.
,
61
(
spe
), p.
e18000210
.
62.
Tonolo
,
É. A.
,
D’Angela Mariano
,
J.
,
Neves
,
C. E. T.
,
de Mendonça Silva
,
A. P.
, and
Urbanetz Junior
,
J.
,
2018
, “
Study of the Performance Reduction Due to the Dirt Effect in the Photovoltaic Systems of UTFPR—Curitiba
,”
Braz. Arch. Biol. Technol.
,
61
(
spe
), p.
e18000240
.
63.
Tonolo
,
É. A.
,
D'Angela Mariano
,
J.
, and
Urbanetz Junior
,
J.
,
2018
, “
Análise do efeito do acúmulo de sujeira nos sistemas fotovoltaicos da UTFPR–Câmpus Curitiba
,”
VII Congresso Brasileiro de Energia Solar, Gramado
,
ABENS
,
Rio Grande do Sul, Brazil
,
Apr. 17–20
, pp.
1
8
.
64.
Júnior
,
S.
,
Gomes
,
J.
,
Cruz
,
S. R.
, and
Amaral
,
L. S.
,
2018
, “
Impacto da sujidade sobre o desempenho de sistemas fotovoltaicos
,”
VII Congresso Brasileiro de Energia Solar
,
ABENS
,
Gramado, Rio Grande do Sul, Brazil
,
Apr. 17–20
, pp.
1
8
.
65.
Rezende
,
V. G. S. d.
, and
Zilles
,
R.
,
2018
, “
Análise das perdas de produtividade em geradores fotovoltaicos por efeito de sujidade
,”
VII Congresso Brasileiro de Energia Solar
,
ABENS
,
Gramado, Rio Grande do Sul, Brazil
,
Apr. 17–20
, pp.
1
8
.
66.
Moura
,
R. C.
,
Gemignani
,
M. M. F.
,
Almeida
,
C. F. M.
, and
Kagan
,
N.
,
2017
, “
Analysis of Losses by Soiling and Degradation: Methodological Proposal for Applications In Situ
,”
2017 IEEE 6th International Conference on Renewable Energy Research and Applications (ICRERA)
,
IEEE
,
San Diego, CA
,
Nov. 5–8
, pp.
484
490
.
67.
Barbosa
,
E. R.
,
Faria
,
M. d. S. F.
, and
Gontijo
,
F. d. B.
,
2018
, “
Influência da sujeira na geração fotovoltaica
,”
VII Congresso Brasileiro de Energia Solar
,
ABENS
,
Gramado, Rio Grande do Sul, Brazil
,
Apr. 17–20
, pp.
1
8
.
68.
Costa
,
S. C. S.
,
Cardoso Diniz
,
A. S. A.
,
Santana
,
V. A. C.
,
Muller
,
M.
,
Micheli
,
L.
, and
Kazmerski
,
L. L.
,
2018
, “
Avaliação da sujidade em módulos fotovoltaicos em Minas Gerais, Brasil
,”
VII Congresso Brasileiro de Energia Solar
,
ABENS
,
Gramado, Rio Grande do Sul, Brazil
,
Apr. 17–20
, pp.
1
8
.
69.
Costa
,
S. C. S.
,
Kazmerski
,
L. L.
, and
Diniz
,
A. S. A. C.
,
2021
, “
Impact of Soiling on Si and CdTe PV Modules: Case Study in Different Brazil Climate Zones
,”
Energy Conv. Manag. X
,
10
(
1
), p.
100084
.
70.
Costa
,
S. C. S.
,
de Morais Hanriot
,
S.
,
Diniz
,
A. S. A. C.
,
Kazmerski
,
L. L.
,
Brasil Maia
,
C.
,
Campos
,
C. D.
,
Sena Braga
,
D.
,
Brito
,
P. P.
,
Camatta Santana
,
V.
, and
Barboso
,
E. M.
,
2019
, “
Comparative Investigations of the Effects of Soiling of PV Modules and Systems in Tropical, Subtropical, and Semi-Arid Climate Zones in Brazil
,”
2019 IEEE 46th Photovoltaic Specialists Conference (PVSC)
,
Chicago, IL
,
June 16–21
,
IEEE
, pp.
2864
2868
.
71.
Costa
,
S. C. S.
,
Alves Cardoso Diniz
,
A. S.
,
Sena Braga
,
D.
,
Camatta Santana
,
V. A.
,
Duarte
,
T.
, and
Lee Kazmerski
,
L.
,
2019
, “
Effects of Soiling of Photovoltaic Modules and Systems in Brazil’s Climate Zones
,”
ISES Solar World Congress 2019/IEA SHC International Conference on Solar Heating and Cooling for Buildings and Industry 2019
,
International Solar Energy Society
,
Santiago, Chile
,
Nov. 4–7
, pp.
1
10
.
72.
Silva Costa
,
S. C.
,
Alves Cardoso Diniz
,
A. S.
,
Camatta
,
V.
, and
Lee Kazmerski
,
L.
,
2020
, “
Determinação das taxas de sujidade para módulos fotovoltaicos de filme fino e silício cristalino instalados em diferentes zonas climáticas brasileiras
,”
VIII Congresso Brasileiro de Energia Solar
,
ABENS
,
Fortaleza, Ceará, Brazil
,
June 1–5
, pp.
1
11
.
73.
Costa
,
S. C. S.
,
Diniz
,
A. S. A. C.
,
Braga
,
D. S.
, and
Kazmerski
,
L. L.
,
2020
, “
Impact of Soiling Deposition on CdTe and Si PV Modules in Different Climate Zones in Brazil
,”
2020 IEEE 47th Photovoltaic Specialists Conference (PVSC)
,
IEEE
,
Calgary, AB, Canada
,
June 15–Aug. 21
, pp.
2247
2250
.
74.
Alvarenga
,
L. S.
,
Luchini
,
M. B.
, and
Guimarães
,
W. T.
,
2020
, “
Avaliação do desempenho da geração fotovoltaica na região metropolitana da grande Vitória diante da poluição atmosférica
,”
VIII Congresso Brasileiro de Energia Solar
,
ABENS
,
Fortaleza, Ceará, Brazil
,
June 1–5
, pp
1
9
.
75.
Araújo
,
D. N.
,
Silva Costa
,
S. C.
,
Dupont
,
I. M.
, and
Carvalho
,
P. C. M.
,
2020
, “
Impactos da sujidade e efeitos da limpeza no desempenho de módulos fotovoltaicos
,”
VIII Congresso Brasileiro de Energia Solar
,
ABENS
,
Fortaleza, Ceará, Brazil
,
June 1–5
, pp.
1
11
.
76.
Araújo
,
D. N.
,
de Carvalho
,
P. C. M.
, and
Dupont
,
e. I. M.
,
2019
, “
Efeitos Da acumulação De Sujeira Sobre O Desempenho De módulos Fotovoltaicos
,”
Revista Tecnologia
,
40
(
2
), pp.
1
23
.
77.
Urrejola
,
E.
,
Antonanzas
,
J.
,
Ayala
,
P.
,
Salgado
,
M.
,
Ramírez-Sagner
,
G.
,
Cortés
,
C.
,
Pino
,
A.
, and
Escobar
,
R.
,
2016
, “
Effect of Soiling and Sunlight Exposure on the Performance Ratio of Photovoltaic Technologies in Santiago, Chile
,”
Energy Convers. Manage.
,
114
(
1
), pp.
338
347
.
78.
Besson
,
P.
,
Munoz
,
C.
,
Ramirez-Sagner
,
G.
,
Salgado
,
M.
,
Escobar
,
R.
, and
Platzer
,
W.
,
2017
, “
Long-Term Soiling Analysis for Three Photovoltaic Technologies in Santiago Region
,”
IEEE J. Photovoltaics
,
7
(
6
), pp.
1755
1760
.
79.
Luque
,
E. G.
,
Antonanzas-Torres
,
F.
, and
Escobar
,
R.
,
2018
, “
Effect of Soiling in Bifacial PV Modules and Cleaning Schedule Optimization
,”
Energy Convers. Manage.
,
174
(
1
), pp.
615
625
.
80.
Ayala
,
P.
,
Munoz
,
C.
,
Osorio
,
N.
,
Hernandez
,
C.
,
Zurita
,
F.
,
Gutierrez
,
V.
,
Ramirez
,
G.
, et al
,
2018
, “
Bifacial Technology Performance Compared With Three Commercial Monofacial PV Technologies Under Outdoor High Irradiance Conditions at the Atacama Desert
2018 IEEE 7th World Conference on Photovoltaic Energy Conversion (WCPEC) (A Joint Conference of 45th IEEE PVSC, 28th PVSEC & 34th EU PVSEC)
,
Waikoloa, HI
,
June 10–15
, pp.
0672
0675
.
81.
Olivares
,
D.
,
Ferrada
,
P.
,
Bijman
,
J.
,
Rodríguez
,
S.
,
Trigo-González
,
M.
,
Marzo
,
A.
,
Rabanal-Arabach
,
J.
,
Alonso-Montesinos
,
J.
,
Batlles
,
F. J.
, and
Fuentealba
,
E.
,
2020
, “
Determination of the Soiling Impact on Photovoltaic Modules at the Coastal Area of the Atacama Desert
,”
Energies
,
13
(
15
), p.
3819
.
82.
Larico
,
E. R. A.
,
Cutipa
,
J. M. R.
, and
Callata
,
L. V.
,
2020
, “
Effect of Dust and Rain on the Performance of a Photovoltaic System at More Than 3800 M Altitude
,”
2020 IEEE Engineering International Research Conference (EIRCON)
,
IEEE
,
Lima, Peru
,
Oct. 21–23
, pp.
1
4
.
83.
Matsumoto
,
Y.
,
Ramos
,
M. A.
,
Urbano
,
J. A.
,
Luna
,
M. A.
,
Pitalua-Diaz
,
N.
,
Asomoza
,
R.
,
Pena
,
R.
, and
Sandoval
,
E. R.
,
2020
, “
PV-module Soiling as a Main Photovoltaic System Performance Suppressor
,”
2020 IEEE 47th Photovoltaic Specialists Conference (PVSC)
,
IEEE
,
Calgary, AB, Canada
,
June 15–Aug. 21
, pp.
1243
1247
.
84.
Micheli
,
L.
,
Muller
,
M.
, and
Kurtz
,
S.
,
2016
, “
Determining the Effects of Environment and Atmospheric Parameters on PV Field Performance
,”
2016 IEEE 43rd Photovoltaic Specialists Conference (PVSC)
,
IEEE
,
Portland, OR
,
June 5–10
, pp.
1724
1729
.
85.
Kagan
,
S.
,
Giosa
,
E.
,
Flottemesch
,
R.
,
Andrews
,
R.
,
Rand
,
J.
,
Reed
,
M.
,
Gostein
,
M.
, and
Stueve
,
B.
,
2018
, “
Impact of Non-Uniform Soiling on PV System Performance and Soiling Measurement
,”
2018 IEEE 7th World Conference on Photovoltaic Energy Conversion (WCPEC) (A Joint Conference of 45th IEEE PVSC, 28th PVSEC & 34th EU PVSEC)
,
IEEE
,
Waikoloa, HI
,
June 10–15
, pp.
3432
3435
.
86.
Dolan
,
J.
,
Dolan
,
D. S. L.
,
Prodanov
,
V.
, and
Puckett
,
J.
,
2019
, “
Power Loss Due to Photovoltaic Module Soiling in a California Utility Scale System
,”
2019 9th International Conference on Power and Energy Systems (ICPES)
,
IEEE
,
Perth, WA, Australia
,
Dec. 10–12
, pp.
1
5
.
87.
Abdeen
,
E.
,
Hasaneen
,
E.-S.
, and
Orabi
,
M.
,
2016
, “
Real Study for Photovoltaic System Performance in Desert Environment—Upper Egypt—Case Study
,”
2016 Eighteenth International Middle East Power Systems Conference (MEPCON)
,
IEEE
,
Cairo, Egypt
,
Dec. 27–29
, pp.
843
847
.
88.
Al-Badra
,
M. Z.
,
Abd-Elhady
,
M. S.
, and
Kandil
,
H. A.
,
2020
, “
A Novel Technique for Cleaning PV Panels Using Antistatic Coating With a Mechanical Vibrator
,”
Energy Rep.
,
6
(
1
), pp.
1633
1637
.
89.
Elshazly
,
E.
,
Abd El-Rehim
,
A. Α.
,
Kader
,
A. A.
, and
El-Mahallawi
,
I.
,
2021
, “
Effect of Dust and High Temperature on Photovoltaics Performance in the New Capital Area
,”
WSEAS Trans. Environ. Dev.
,
17
(
1
), pp.
360
370
.
90.
Alamri
,
H. R.
,
Rezk
,
H.
,
Abd-Elbary
,
H.
,
Ziedan
,
H. A.
, and
Elnozahy
,
A.
,
2020
, “
Experimental Investigation to Improve the Energy Efficiency of Solar PV Panels Using Hydrophobic SiO2 Nanomaterial
,”
Coatings
,
10
(
5
), p.
503
.
91.
Abdeen
,
E.
,
Orabi
,
M.
, and
Hasaneen
,
E.-S.
,
2017
, “
Optimum Tilt Angle for Photovoltaic System in Desert Environment
,”
Sol. Energy
,
155
(
1
), pp.
267
280
.
92.
Abdel Hamid
,
R. H.
,
Elidrissi
,
Y.
,
Elsamahy
,
A.
,
Regragui
,
M.
, and
Menoufi
,
K.
,
2020
, “
Examining the Impact of Different Technical and Environmental Parameters on the Performance of Photovoltaic Modules
,”
Environ. Clim. Technol.
,
25
(
1
), pp.
1
11
.
93.
Dahlioui
,
D.
,
Laarabi
,
B.
, and
Barhdadi
,
A.
,
2019
, “
Investigation of Soiling Impact on PV Modules Performance in Semi-Arid and Hyper-Arid Climates in Morocco
,”
Energy Sustain. Develop.
,
51
(
1
), pp.
32
39
.
94.
Chbihi
,
A.
,
Naamane
,
S.
,
Boukheir
,
S.
,
Mouadine
,
M.
, and
Bouhamidi
,
M. H.
,
2021
, “
Outdoor Investigation of the Performance of Three PV Panels Technologies in Morocco
,”
Sol. Energy
,
220
(
1
), pp.
8
17
.
95.
Plessis
,
A. A. d.
,
Strauss
,
J. M.
, and
Rix
,
A. J.
,
2019
, “
Application of Dust Mitigation Strategies to Single-Axis-Tracking Photovoltaic Modules in the Semi-Arid Areas of South Africa
,”
2019 International Conference on Clean Electrical Power (ICCEP)
,
IEEE
,
Otranto, Italy
,
July 2–4
, pp.
292
301
.
96.
du Plessis
,
A. A.
,
Strauss
,
J. M.
, and
Rix
,
A. J.
,
2020
, “
Application of Dust Mitigation Strategies to Single-Axis-Tracking Photovoltaic Modules in the Semi-Arid Areas of South Africa
,”
IET Renew. Power Gen.
,
14
(
15
), pp.
2781
2790
.
97.
Vumbugwa
,
M.
,
Crozier McCleland
,
J. L.
,
Van Dyk
,
E. E.
,
Vorster
,
F. J.
, and
Serameng
,
T. J.
,
2020
, “
Effects of Current Mismatch Due to Uneven Soiling on the Performance of Multi-Crystalline Silicon Module Strings
,”
J. Energy South. Africa
,
31
(
1
), pp.
62
72
.
98.
Mostefaoui
,
M.
,
Ziane
,
A.
,
Bouraiou
,
A.
, and
Khelifi
,
S.
,
2018
, “
Effect of Sand Dust Accumulation on Photovoltaic Performance in the Saharan Environment: Southern Algeria (Adrar)
,”
Environ. Sci. Pollut. Res.
,
26
(
1
), pp.
259
268
.
99.
Semaoui
,
S.
,
Abdeladim
,
K.
,
Taghezouit
,
B.
,
Hadj Arab
,
A.
,
Razagui
,
A.
,
Bacha
,
S.
,
Boulahchiche
,
S.
,
Bouacha
,
S.
, and
Gherbi
,
A.
,
2020
, “
Experimental Investigation of Soiling Impact on Grid Connected PV Power
,”
Energy Rep.
,
6
(
1
), pp.
302
308
.
100.
Memiche
,
M.
,
Bouzian
,
C.
,
Benzahia
,
A.
, and
Moussi
,
A.
,
2020
, “
Effects of Dust, Soiling, Aging, and Weather Conditions on Photovoltaic System Performances in a Saharan Environment—Case Study in Algeria
,”
Global Energy Interconn.
,
3
(
1
), pp.
60
67
.
101.
Chiteka
,
K.
,
Arora
,
R.
,
Sridhara
,
S. N.
, and
Enweremadu
,
C. C.
,
2020
, “
A Novel Approach to Solar PV Cleaning Frequency Optimization for Soiling Mitigation
,”
Sci. African
,
8
(
1
), p.
e00459
.
102.
Willoughby
,
A. A.
, and
Osinowo
,
M. O.
,
2018
, “
Development of an Electronic Load I-v Curve Tracer to Investigate the Impact of Harmattan Aerosol Loading on PV Module Pern2tkformance in Southwest Nigeria
,”
Sol. Energy
,
166
(
1
), pp.
171
180
.
103.
Gnedi
,
E. M.
, and
Saleh
,
I. M.
,
2021
, “
Evaluating the Performance of Different PV Modules Technology Due to Dust Accumulation in Tripoli Region
,”
2021 IEEE 1st International Maghreb Meeting of the Conference on Sciences and Techniques of Automatic Control and Computer Engineering MI-STA
,
IEEE
,
Tripoli, Libya
,
May 25–27
, pp.
559
564
.
104.
Lasfar
,
S.
,
Haidara
,
F.
,
Mayouf
,
C.
,
Abdellahi
,
F. M.
,
Elghorba
,
M.
,
Wahid
,
A.
, and
Kane
,
C. S. E.
,
2021
, “
Study of the Influence of Dust Deposits on Photovoltaic Solar Panels: Case of Nouakchott
,”
Energy Sustain. Dev.
,
63
(
1
), pp.
7
15
.
105.
Haydaroğlu
,
C.
, and
Gümüş
,
B.
,
2017
, “
Investigation of the Effect of Short Term Environmental Contamination on Energy Production in Photovoltaic Panels: Dicle University Solar Power Plant Example
,”
Appl. Sol. Energy
,
53
(
1
), pp.
31
34
.
106.
Dogan
,
T. R.
,
Beşli
,
N.
,
Aktacir
,
M. A.
,
Dinç
,
M. N.
,
Akif İlkhan
,
M.
,
Öztürk
,
F.
, and
Yıldız
,
M.
,
2020
, “
Seasonal Effects of Atmospheric Particulate Matter on Performance of Different Types of Photovoltaic Modules in Sanliurfa, Turkey
,”
Atmos. Pollut. Res.
,
11
(
12
), pp.
2173
2181
.
107.
Arabatzis
,
I.
,
Todorova
,
N.
,
Fasaki
,
I.
,
Tsesmeli
,
C.
,
Peppas
,
A.
,
Li
,
W. X.
, and
Zhao
,
Z.
,
2018
, “
Photocatalytic, Self-Cleaning, Antireflective Coating for Photovoltaic Panels: Characterization and Monitoring in Real Conditions
,”
Sol. Energy
,
159
(
1
), pp.
251
259
.
108.
Roumpakias
,
E.
, and
Stamatelos
,
T.
,
2020
, “
Surface Dust and Aerosol Effects on the Performance of Grid-Connected Photovoltaic Systems
,”
Sustainability
,
12
(
2
), p.
569
.
109.
Jaszczur
,
M.
,
Hassan
,
Q.
,
Teneta
,
J.
,
Styszko
,
K.
,
Nawrot
,
W.
, and
Hanus
,
R.
,
2018
, “
Study of Dust Deposition and Temperature Impact on Solar Photovoltaic Module
,”
MATEC Web Conf.
,
240
(
1
), p.
04005
.
110.
Jaszczur
,
M.
,
Teneta
,
J.
,
Styszko
,
K.
,
Hassan
,
Q.
,
Burzyńska
,
P.
,
Marcinek
,
E.
, and
Natalia
,
Ł.
,
2018
, “
The Field Experiments and Model of the Natural Dust Deposition Effects on Photovoltaic Module Efficiency
,”
Environ. Sci. Pollut. Res.
,
26
(
9
), pp.
8402
8417
.
111.
Jaszczur
,
M.
,
Hassan
,
Q.
,
Styszko
,
K.
, and
Teneta
,
J.
,
2019
, “
Impact of Dust and Temperature on Energy Conversion Process in Photovoltaic Module
,”
Therm. Sci.
,
23
(
Suppl. 4
), pp.
1199
1210
.
112.
Alonso-Montesinos
,
J.
,
Martínez
,
F. R.
,
Polo
,
J.
,
Martín-Chivelet
,
N.
, and
Batlles
,
F. J.
,
2020
, “
Economic Effect of Dust Particles on Photovoltaic Plant Production
,”
Energies
,
13
(
23
), p.
6376
.
113.
Conceição
,
R.
,
Vázquez
,
I.
,
Fialho
,
L.
, and
García
,
D.
,
2020
, “
Soiling and Rainfall Effect on PV Technology in Rural Southern Europe
,”
Renewable Energy
,
156
(
1
), pp.
743
747
.
114.
Radonjić
,
I.
,
Pavlović
,
T.
,
Mirjanić
,
D.
, and
Pantić
,
L.
,
2021
, “
Investigation of Fly Ash Soiling Effects on Solar Modules Performances
,”
Sol. Energy
,
220
(
1
), pp.
144
151
.
115.
Baras
,
A.
,
Jones
,
R. K.
,
Alqahtani
,
A.
,
Alodan
,
M.
, and
Abdullah
,
K.
,
2016
, “
Measured Soiling Loss and Its Economic Impact for PV Plants in Central Saudi Arabia
,”
2016 Saudi Arabia Smart Grid (SASG)
,
IEEE
,
Jeddah, Saudi Arabia
,
Dec. 6–8
, pp.
1
7
.
116.
Walwil
,
H. M.
,
Mukhaimer
,
A.
,
Al-Sulaiman
,
F. A.
, and
Said
,
S. A. M.
,
2017
, “
Comparative Studies of Encapsulation and Glass Surface Modification Impacts on PV Performance in a Desert Climate
,”
Sol. Energy
,
142
(
1
), pp.
288
298
.
117.
Benghanem
,
M.
,
Almohammedi
,
A.
,
Khan
,
M. T.
, and
Al-Masraqi
,
A.
,
2018
, “
Effect of Dust Accumulation on the Performance of Photovoltaic Panels in Desert Countries: A Case Study for Madinah, Saudi Arabia
,”
Int. J. Power Electron. Drive Syst.
,
9
(
3
), pp.
1356
1366
.
118.
Abdallah
,
M.
,
Khaiyat
,
A.
,
Basaheeh
,
A.
,
Kotsovos
,
K.
,
Ballard
,
I.
,
AlSaggaf
,
A.
,
Gereige
,
I.
, and
Théron
,
R.
,
2020
, “
Soiling Loss Rate Measurements of Photovoltaic Modules in a Hot and Humid Desert Environment
,”
ASME J. Sol. Energy Eng.
,
143
(
3
), p.
031005
.
119.
Bahaj
,
A. S.
,
Blunden
,
L.
, and
Wu
,
Y.
,
2019
, “
Dust Removal From Solar PV Modules by Automated Cleaning Systems
,”
Energies
,
12
(
15
), p.
2923
.
120.
Kaundilya
,
S.
,
Sastry
,
O. S.
,
Bora
,
B.
,
Rai
,
S.
,
Manander Bangar
,
R.
,
Singh
,
R.
, et al
,
2018
, “
Soiling Effect on Crystalline and Thin-Film Technology PV Modules for Composite Climate Zone of India
,”
Mater. Today Proceed.
,
5
(
1
), pp.
23275
23280
.
121.
Capdevila
,
H.
,
Naidoo
,
V.
, and
Graeber
,
M.
,
2016
, “
Soiling Forecast and Measurements for Large PV Power Generation Projects in Dessert Environments
,”
2016 IEEE 43rd Photovoltaic Specialists Conference (PVSC)
,
IEEE
,
Portland, OR
,
June 5–10
, pp.
2071
2075
.
122.
Gupta
,
V.
,
Raj
,
P.
, and
Yadav
,
A.
,
2017
, “
Investigate the Effect of Dust Deposition on the Performance of Solar PV Module Using LABVIEW Based Data Logger
,”
2017 IEEE International Conference on Power, Control, Signals and Instrumentation Engineering (ICPCSI)
,
IEEE
,
Chennai, India
,
Sept. 21–22
, pp.
742
747
.
123.
Bhaduri
,
S.
, and
Kottantharayil
,
A.
,
2019
, “
Mitigation of Soiling by Vertical Mounting of Bifacial Modules
,”
IEEE J. Photovolt.
,
9
(
1
), pp.
240
244
.
124.
Tiwari
,
S.
,
Rani
,
P.
, and
Patel
,
R. N.
,
2019
, “
Examining the Economic Viability of a Solar Panel Dust Cleaning
,”
2019 IEEE International Conference on Electrical, Computer and Communication Technologies (ICECCT)
,
Coimbatore, India
,
Feb. 20–22
,
IEEE
, pp.
1
9
.
125.
Goel
,
S.
,
Panda
,
S.
,
Kumar
,
N. M.
, and
Sharma
,
R.
,
2020
, “Effect of Soiling on Power Output of a Photovoltaic System,”
Innovation in Electrical Power Engineering, Communication, and Computing Technology
(Lecture Notes in Electrical Engineering),
R.
Sharma
,
M.
Mishra
,
J.
Nayak
,
B.
Naik
, and
D.
Pelusi
, eds.,
Springer
,
Singapore
, 630, pp.
351
359
.
126.
Ghodki
,
M. K.
,
Swarup
,
A.
, and
Pal
,
Y.
,
2019
, “
A New IR and Sprinkler Based Embedded Controller Directed Robotic Arm for Automatic Cleaning of Solar Panel
,”
J. Eng. Des. Technol.
,
18
(
4
), pp.
905
921
.
127.
Sisodia
,
A. K.
, and
Mathur
,
R. K.
,
2019
, “
Impact of Bird Dropping Deposition on Solar Photovoltaic Module Performance: A Systematic Study in Western Rajasthan
,”
Environ. Sci. Pollut. Res.
,
26
(
30
), pp.
31119
31132
.
128.
Ramli
,
M. A. M.
,
Prasetyono
,
E.
,
Wicaksana
,
R. W.
,
Windarko
,
N. A.
,
Sedraoui
,
K.
, and
Al-Turki
,
Y. A.
,
2016
, “
On the Investigation of Photovoltaic Output Power Reduction Due to Dust Accumulation and Weather Conditions
,”
Renewable Energy
,
99
(
1
), pp.
836
844
.
129.
Tarigan
,
E.
,
2019
, “
The Effect of Dust on Solar PV System Energy Output Under Urban Climate of Surabaya, Indonesia
,”
J. Phys.: Conf. Ser.
,
1373
(
1
), p.
012025
.
130.
Tanesab
,
J.
,
Sinaga
,
R.
,
Mauta
,
J.
,
Amheka
,
A.
,
Hattu
,
E.
, and
Liem
,
F. N.
,
2020
, “
Temporary Performance Degradation of Photovoltaic Street Light in Kupang City, Nusa Tenggara Timur Province, Indonesia
,”
E3S WebConf.
,
190
(
1
), p.
00018
.
131.
Touati
,
F.
,
Al-Hitmi
,
M. A.
,
Chowdhury
,
N. A.
,
Hamad
,
J. A.
, and
San Pedro Gonzales
,
A. J. R.
,
2016
, “
Investigation of Solar PV Performance Under Doha Weather Using a Customized Measurement and Monitoring System
,”
Renewable Energy
,
89
(
1
), pp.
564
577
.
132.
Touati
,
F.
,
Chowdhury
,
N. A.
,
Benhmed
,
K.
,
San Pedro Gonzales
,
A. J. R.
,
Al-Hitmi
,
M. A.
,
Benammar
,
M.
,
Gastli
,
A.
, and
Brahim
,
L. B.
,
2017
, “
Long-Term Performance Analysis and Power Prediction of PV Technology in the State of Qatar
,”
Renewable Energy
,
113
(
1
), pp.
952
965
.
133.
Al-Housani
,
M.
,
Bicer
,
Y.
, and
Koç
,
M.
,
2019
, “
Assessment of Various Dry Photovoltaic Cleaning Techniques and Frequencies on the Power Output of CdTe-Type Modules in Dusty Environments
,”
Sustainability
,
11
(
10
), p.
2850
.
134.
Al-Housani
,
M.
,
Bicer
,
Y.
, and
Koç
,
M.
,
2019
, “
Experimental Investigations on PV Cleaning of Large-Scale Solar Power Plants in Desert Climates: Comparison of Cleaning Techniques for Drone Retrofitting
,”
Energy Convers. Manage.
,
185
(
1
), pp.
800
815
.
135.
Javed
,
W.
,
Guo
,
B.
,
Figgis
,
B.
,
Pomares
,
L. M.
, and
Aïssa
,
B.
,
2020
, “
Multi-Year Field Assessment of Seasonal Variability of Photovoltaic Soiling and Environmental Factors in a Desert Environment
,”
Sol. Energy
,
211
(
1
), pp.
1392
1402
.
136.
Aldihani
,
A.
,
Mahmoud
,
S.
,
Al-Dadah
,
R. K.
, and
Al-Qattan
,
A.
,
2017
, “
Performance and Cost Assessment of Three Different Crystalline Silicon PV Modules in Kuwait Environments
,”
Int. J. Renew. Energy Res.
,
7
(
1
), pp.
128
136
.
137.
Adouane
,
M.
,
Al-Qattan
,
A.
,
Alabdulrazzaq
,
B.
, and
Fakhraldeen
,
A.
,
2020
, “
Comparative Performance Evaluation of Different Photovoltaic Modules Technologies Under Kuwait Harsh Climatic Conditions
,”
Energy Rep.
,
6
(
1
), pp.
2689
2696
.
138.
Alabdulrazzaq
,
B.
,
Adouane
,
M.
, and
Al-Qattan
,
A.
,
2020
, “
On the Effect of PV Geometry on Soiling: Exploring Use-Cases for Cylindrical PV Modules as a Soiling Loss Mitigation Method
,”
2020 IEEE 47th Photovoltaic Specialists Conference (PVSC)
,
IEEE
,
Calgary, AB, Canada
,
June 15–Aug. 21
, pp.
0606
0610
.
139.
Li
,
F.
,
Li
,
C.
,
Shi
,
J.
,
Zhao
,
J.
,
Yang
,
X.
, and
Chen
,
Z.
,
2017
, “
Evaluation Index System for Photovoltaic Systems Statistical Characteristics Under Hazy Weather Conditions in Central China
,”
IET Renew. Power Gen.
,
11
(
14
), pp.
1794
1803
.
140.
Liu
,
F.
,
Zhang
,
Z.
,
Zhao
,
Y.
,
Zhu
,
Z.
,
Pan
,
W.
,
Wang
,
L.
, and
Bin
,
X.
,
2019
, “
A Method of Calculating the Daily Output Power Reduction of PV Modules Due to Dust Deposition on Its Surface
,”
IEEE J. Photovoltaics
,
9
(
3
), pp.
881
887
.
141.
Wang
,
H.
,
Meng
,
X.
, and
Chen
,
J.
,
2019
, “
Effect of Air Quality and Dust Deposition on Power Generation Performance of Photovoltaic Module on Building Roof
,”
Build. Serv. Eng. Res. Technol.
,
41
(
1
), pp.
73
85
.
142.
Cui
,
Y.-Q.
,
Xiao
,
J.-H.
,
Xiang
,
J.-L.
, and
Sun
,
J.-H.
,
2021
, “
Characterization of Soiling Bands on the Bottom Edges of PV Modules
,”
Front. Energy Res.
,
9
(
1
), pp.
1
7
.
143.
Ali
,
H.
,
Zafar
,
M.
,
Bashir
,
M.
,
Nasir
,
M.
,
Ali
,
M.
, and
Siddiqui
,
A.
,
2017
, “
Effect of Dust Deposition on the Performance of Photovoltaic Modules in Taxila, Pakistan
,”
Therm. Sci.
,
21
(
2
), pp.
915
923
.
144.
Ullah
,
A.
,
Imran
,
H.
,
Maqsood
,
Z.
, and
Butt
,
N. Z.
,
2019
, “
Investigation of Optimal Tilt Angles and Effects of Soiling on PV Energy Production in Pakistan
,”
Renewable Energy
,
139
(
1
), pp.
830
843
.
145.
Konyu
,
M.
,
Ketjoy
,
N.
, and
Sirisamphanwong
,
C.
,
2020
, “
Effect of Dust on the Solar Spectrum and Electricity Generation of a Photovoltaic Module
,”
IET Renew. Power Gen.
,
14
(
14
), pp.
2759
2764
.
146.
Sakarapunthip
,
N.
,
Chenvidhya
,
D.
,
Chuangchote
,
S.
,
Kirtikara
,
K.
,
Chenvidhya
,
T.
, and
Onreabroy
,
W.
,
2017
, “
Effects of Dust Accumulation and Module Cleaning on Performance Ratio of Solar Rooftop System and Solar Power Plants
,”
Jpn. J. Appl. Phys.
,
56
(
8S2
), p.
08ME02
.
147.
Al-Badi
,
A. H.
,
2018
, “
Measured Performance Evaluation of a 1.4 kW Grid Connected Desert Type PV in Oman
,”
Energy Sustain. Dev.
,
47
, pp.
107
113
.
148.
Badi
,
H. A.
,
Boland
,
J.
,
Bruce
,
D.
, and
Albadi
,
M.
,
2018
, “
Dust Event Impact on Photovoltaic Systems: Role of Humidity in Soiling and Self-Cleaning
,”
2018 IEEE International Conference on Smart Energy Grid Engineering (SEGE)
,
Oshawa, ON, Canada
,
Aug. 12–15
,
IEEE
, pp.
342
345
.
149.
Saraei
,
F.
,
Shakeri
,
A.
,
Reza Shamshirgaran
,
S.
, and
Zandi
,
M.
,
2019
, “
Effect of Cleaning, Cooling and Shading on Current and Electrical Power of Photovoltaic Panels
,”
2019 Iranian Conference on Renewable Energy & Distributed Generation (ICREDG)
,
IEEE
,
Tehran, Iran
,
June 11–12
, pp.
1
5
.
150.
Gholami
,
A.
,
Khazaee
,
I.
,
Eslami
,
S.
,
Zandi
,
M.
, and
Akrami
,
E.
,
2018
, “
Experimental Investigation of Dust Deposition Effects on Photo-Voltaic Output Performance
,”
Sol. Energy
,
159
(
1
), pp.
346
352
.
151.
Abdolzadeh
,
M.
, and
Nikkhah
,
R.
,
2019
, “
Experimental Study of Dust Deposition Settled Over Tilted PV Modules Fixed in Different Directions in the Southeast of Iran
,”
Environ. Sci. Pollut. Res.
,
26
(
30
), pp.
31478
31490
.
152.
Khodakaram-Tafti
,
A.
, and
Yaghoubi
,
M.
,
2020
, “
Experimental Study on the Effect of Dust Deposition on Photovoltaic Performance at Various Tilts in Semi-Arid Environment
,”
Sustain Energy Technol. Assess.
,
42
(
1
), p.
100822
.
153.
Yazdani
,
H.
, and
Yaghoubi
,
M.
,
2021
, “
Techno-Economic Study of Photovoltaic Systems Performance in Shiraz, Iran
,”
Renewable Energy
,
172
(
1
), pp.
251
262
.
154.
Sulaiman
,
S. A.
,
Rosman
,
M.
,
Razif
,
M.
,
Han
,
T. D.
,
Atnaw
,
S. M.
, and
Tamili
,
S. N. A.
,
2018
, “
Impact of Soiling Rate on Solar Photovoltaic Panel in Malaysia
,”
MATEC Web Conf.
,
225
(
2018
), p.
04008
.
155.
Elias
,
M. A.
,
Mohd Resali
,
M. S.
,
Muda
,
N.
, and
Ramli
,
R. B.
,
2019
, “
Effects of Coal and Fly Ash Dust Deposition of Photovoltaic Panel Performance: A Photovoltaic System at Coal-Fired Power Plant Case Study
,”
J. Phys.: Conf. Ser.
,
1358
(
1
), p.
012038
.
156.
Jamil
,
W. J.
,
Rahman
,
H. A.
,
Shaari
,
S.
, and
Desa
,
M. K. M.
,
2020
, “
Modeling of Soiling Derating Factor in Determining Photovoltaic Outputs
,”
IEEE J. Photovoltaics
,
10
(
5
), pp.
1417
1423
.
157.
Shah
,
A. H.
,
Hassan
,
A.
,
Laghari
,
M. S.
, and
Alraeesi
,
A.
,
2020
, “
The Influence of Cleaning Frequency of Photovoltaic Modules on Power Losses in the Desert Climate
,”
Sustainability
,
12
(
22
), p.
9750
.
158.
Shapsough
,
S.
,
Takrouri
,
M.
,
Dhaouadi
,
R.
, and
Zualkernan
,
I.
,
2020
, “
An IoT-Based Remote IV Tracing System for Analysis of City-Wide Solar Power Facilities
,”
Sustain. Cities Soc.
,
57
, p.
102041
.
159.
Kasim
,
N. K.
,
Obaid
,
N. M.
,
Abood
,
H. G.
,
Mahdi
,
R. A.
, and
Humada
,
A. M.
,
2021
, “
Experimental Study for the Effect of Dust Cleaning on the Performance of Grid-Tied Photovoltaic Solar Systems
,”
Int. J. Electr. Comput. Eng.
,
11
(
1
), pp.
74
83
.
160.
Hossain
,
M.
,
Rabbi
,
F.
,
Zaman
,
S.
,
Rahman
,
F.
, and
Islam
,
M. S.
,
2020
, “
Study of Dust Effect on PV Panel’s Efficiency During Winter for Dhaka, Bangladesh
,”
2020 2nd International Conference on Sustainable Technologies for Industry 4.0 (STI)
,
IEEE
,
Dhaka, Bangladesh
,
Dec. 19–20
, pp.
1
4
.
161.
Akter
,
S.
,
Shawon
,
M. M. H.
,
Islam
,
M. K.
,
Ahmed
,
S.
, and
Rahman
,
M. M.
,
2020
, “
Degradation of PV Module Performance Due to Dust Accumulation on the High-Rise Buildings
,”
2020 IEEE International Women in Engineering (WIE) Conference on Electrical and Computer Engineering (WIECON-ECE)
,
IEEE
,
Bhubaneswar, India
,
Dec. 26–27
, pp.
239
242
.
162.
Paudyal
,
B. R.
, and
Shakya
,
S. R.
,
2016
, “
Dust Accumulation Effects on Efficiency of Solar PV Modules for Off Grid Purpose: A Case Study of Kathmandu
,”
Sol. Energy
,
135
(
1
), pp.
103
110
.
163.
Paudyal
,
B. R.
,
Shakya
,
S. R.
,
Paudyal
,
D. P.
, and
Mulmi
,
D. D.
,
2017
, “
Soiling-Induced Transmittance Losses in Solar PV Modules Installed in Kathmandu Valley
,”
Renew Wind Water Solar
,
4
(
5
), pp.
1
8
.
164.
Mustafa
,
R. J.
,
Gomaa
,
M. R.
,
Al-Dhaifallah
,
M.
, and
Rezk
,
H.
,
2020
, “
Environmental Impacts on the Performance of Solar Photovoltaic Systems
,”
Sustainability
,
12
(
2
), p.
608
.
165.
Al Bakri
,
H.
,
Elhaija
,
W. A.
, and
Al Zyoud
,
A.
,
2021
, “
Solar Photovoltaic Panels Performance Improvement Using Active Self-Cleaning Nanotechnology of SurfaShield G
,”
Energy
,
223
(
1
), p.
119908
.
166.
Babatunde
,
A. A.
,
Abbasoglu
,
S.
, and
Senol
,
M.
,
2018
, “
Analysis of the Impact of Dust, Tilt Angle and Orientation on Performance of PV Plants
,”
Renewable Sustainable Energy Rev.
,
90
(
1
), pp.
1017
1026
.
167.
Lee
,
H.-M.
,
Kim
,
S.-C.
,
Lee
,
C.-S.
, and
Yoon
,
J.-H.
,
2018
, “
Power Performance Loss Factor Analysis of the a-Si BIPV Window System Based on the Measured Data of the BIPV Test Facility
,”
Appl. Sci.
,
8
(
9
), p.
1645
.
168.
Hammoud
,
M.
,
Shokr
,
B.
,
Assi
,
A.
,
Hallal
,
J.
, and
Khoury
,
P.
,
2019
, “
Effect of Dust Cleaning on the Enhancement of the Power Generation of a Coastal PV-Power Plant at Zahrani Lebanon
,”
Sol. Energy
,
184
(
1
), pp.
195
201
.
169.
Costa
,
S. C. S.
,
Abreu
,
A. M. F. V. A.
,
Viana
,
M. M. V.
,
Brito
,
P. P.
,
Assis
,
M. V. d. A.
,
Maia
,
C. B.
,
Diniz
,
A. S. A. C.
, and
Kazmerski
,
L. L.
,
2016
, “
Caracterização físico-química da sujidade depositada sobre módulos fotovoltaicos instalados em zonas climáticas de Minas Gerais
,”
VI Congresso Brasileiro de Energia Solar
,
ABENS
,
Belo Horizonte, Minas Gerais, Brazil
,
Apr. 4–7
, pp.
1
8
.
170.
Romanholo
,
P. V. V.
,
de Alvarenga
,
B. P.
,
Marra
,
E. G.
, and
Pimentel
,
S. P.
,
2018
, “
Sujidade depositada sobre módulos fotovoltaicos instalados em Goiânia: Morfologia e composição química
,”
VII Congresso Brasileiro de Energia Solar
,
ABENS
,
Gramado, Rio Grande do Sul, Brazil
,
Apr. 4–7
, pp.
1
8
.
171.
Araújo
,
D. N.
,
Filho
,
M. F. F.
,
Carvalho
,
P. C. M.
, and
Sasaki
,
J. M.
,
2020
, “
Análise química preliminar da sujidade depositada em duas plantas fotovoltaicas instaladas na zona urbana de Fortaleza
,”
VIII Congresso Brasileiro de Energia Solar
,
ABENS
,
Fortaleza, Ceará, Brazil
,
June 1–5
, pp.
1
9
.
172.
Filho
,
F.
,
Ferreira
,
M.
,
Araujo
,
D. N.
,
Carvalho
,
P. C. M. d.
, and
Sasaki
,
e. J. M.
,
2020
, “
Análise Da composição físico-química Da Sujidade De Plantas Fotovoltaicas: Estudo De Caso Para Fortaleza
,”
Revista Tecnologia
,
41
(
2
), pp.
1
17
.
173.
Kazmerski
,
L. L.
,
Antonia Sonia
,
A. C. D.
,
Maia
,
C. B.
,
Viana
,
M. M.
,
Costa
,
S. C.
,
Brito
,
P. P.
,
Campos
,
C. D.
,
Macheto Neto
,
L. V.
,
de Morais Hanriot
,
S.
, and
de Oliveira Cruz
,
L. R.
,
2016
, “
Fundamental Studies of Adhesion of Dust to PV Module Surfaces: Chemical and Physical Relationships at the Microscale
,”
IEEE J. Photovolt.
,
6
(
3
), pp.
719
729
.
174.
Jesus
,
M. A. M. L. d.
,
Timò
,
G.
,
Agustín-Sáenz
,
C.
,
Braceras
,
I.
,
Cornelli
,
M.
, and
de Mello Ferreira
,
A.
,
2018
, “
Anti-Soiling Coatings for Solar Cell Cover Glass: Climate and Surface Properties Influence
,”
Sol. Energy Mater. Sol. Cells
,
185
(
1
), pp.
517
523
.
175.
Olivares
,
D.
,
Ferrada
,
P.
,
De Matos
,
C.
,
Marzo
,
A.
,
Cabrera
,
E.
,
Portillo
,
C.
, and
Llanos
,
J.
,
2017
, “
Characterization of Soiling on PV Modules in the Atacama Desert
,”
Energy Procedia
,
124
(
1
), pp.
547
553
.
176.
Olivares Soza
,
D.
,
Trigo
,
M.
,
Marzo
,
A.
,
Ferrada
,
P.
,
Llanos
,
J.
,
Araya
,
F.
,
Polo
,
J.
,
Alonso-Montesinos
,
J.
,
Lopez
,
G.
, and
Gueymard
,
C.
,
2019
, “
Analysis of the Local Factors That Influence the Cementation of Soil and Effects on PV Generation at the Plataforma Solar Del Desierto De Atacama, Chile
,”
ISES Solar World Congress 2019/Iea SHC International Conference on Solar Heating and Cooling for Buildings and Industry 2019
,
Santiago, Chile
,
Nov. 4–7
,
International Solar Energy Society
,
Freiburg, Germany
, pp.
1
10
.
177.
Olivares
,
D.
,
Ferrada
,
P.
,
Marzo
,
A.
,
Llanos
,
J.
,
Miranda-Ostojic
,
C.
,
Del Campo
,
V.
,
Bravo
,
S.
, and
Fuentealba
,
E.
,
2021
, “
Microstructural Analysis of the PV Module Cementation Process at the Solar Platform of the Atacama Desert
,”
Sol. Energy Mater. Sol. Cells
,
227
(
1
), p.
111109
.
178.
Ilse
,
K.
,
Werner
,
M.
,
Naumann
,
V.
,
Figgis
,
B. W.
,
Hagendorf
,
C.
, and
Bagdahn
,
J.
,
2016
, “
Microstructural Analysis of the Cementation Process During Soiling on Glass Surfaces in Arid and Semi-Arid Climates
,”
Phys. Status Solidi (RRL) Rapid Res. Lett.
,
10
(
7
), pp.
525
529
.
179.
Javed
,
W.
,
Wubulikasimu
,
Y.
,
Figgis
,
B.
, and
Guo
,
B.
,
2017
, “
Characterization of Dust Accumulated on Photovoltaic Panels in Doha, Qatar
,”
Sol. Energy
,
142
(
1
), pp.
123
135
.
180.
Chaouki
,
F.
,
Anana
,
W.
,
Laarabi
,
B.
,
Sebbar
,
M. A.
,
Lotfi
,
E. M.
,
Mahi
,
M. E.
,
Barhdadi
,
A.
,
Dambrine
,
G.
,
Menard
,
E.
, and
Boardman
,
J.
,
2016
, “
Physical and Chemical Analysis of Outdoor Dust Deposited on Photovoltaic Panels Installed in Rabat
,”
2016 International Renewable and Sustainable Energy Conference (IRSEC)
,
IEEE
,
Marrakech, Morocco
,
Nov. 14–17
, pp.
148
151
.
181.
Mehmood
,
U.
,
Al-Sulaiman
,
F. A.
, and
Yilbas
,
B. S.
,
2017
, “
Characterization of Dust Collected From PV Modules in the Area of Dhahran, Kingdom of Saudi Arabia, and Its Impact on Protective Transparent Covers for Photovoltaic Applications
,”
Sol. Energy
,
141
(
1
), pp.
203
209
.
182.
Drame
,
M. S.
,
Diop
,
D.
,
Talla
,
K.
,
Diallo
,
M.
,
Ngom
,
B. D.
, and
Nebon
,
B.
,
2021
, “
Structural and Physicochemical Properties of Dust Collected on PV Panels Surfaces and Their Potential Influence on These Solar Modules Efficiency in Dakar, Senegal, West Africa
,”
Sci. African
,
12
(
1
), p.
e00810
.
183.
Dhaouadi
,
R.
,
Al-Othman
,
A.
,
Aidan
,
A. A.
,
Tawalbeh
,
M.
, and
Zannerni
,
R.
,
2021
, “
A Characterization Study for the Properties of Dust Particles Collected on Photovoltaic (PV) Panels in Sharjah, United Arab Emirates
,”
Renew. Energy
,
171
(
1
), pp.
133
140
.
184.
Ghazi
,
S.
,
Sayigh
,
A.
, and
Ip
,
K.
,
2014
, “
Dust Effect on Flat Surfaces—A Review Paper
,”
Renewable Sustainable Energy Rev.
,
33
(
1
), pp.
742
751
.
185.
IEA
,
2022
,
Solar PV
,
IEA
,
Paris, France
, https://www.iea.org/reports/solar-pv
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