A non-destructive method for crack quantification in photovoltaic backsheets under accelerated and real-world exposures
Abstract
The long-term durability of photovoltaic modules is paramount for the continued growth of the industry. Polymer backsheets are of particular concern since they provide electrical insulation and an environmental barrier. In this paper, 23 freestanding, multilayer backsheets with nine unique material combinations underwent four different weathering exposures under accelerated and real-world conditions. Besides changes in color and gloss, the induced degradation included parallel or mudflat cracks on 11 backsheets, sometimes in combination with delamination or blistering. Similar degradation has been observed in previous studies and is concerning since cracks compromise the mechanical integrity and electrical safety of backsheets. Quantitative parameters are desirable to reliably classify categories of cracks and supply unbiased features for statistical analysis in predictive lifetime models. We developed an analysis technique that utilizes surface profilometry data to quantify the depth, width, area, spacing, and number of cracks. Parameters are automatically extracted from the raw data by an algorithm running on a high performance distributed computing cluster. Our algorithm excelled at characterizing parallel cracks with minimal de-adhesion, and only an estimated 4% of crack detections were false positives. The addition of humidity and temperature variation formed up to three times as many cracks on a photodose basis comparedmore »
- Authors:
-
- Case Western Reserve Univ., Cleveland, OH (United States). SDLE Research Center. Dept. of Materials Science and Engineering. Dept. of Mechanical and Aerospace Engineering
- Case Western Reserve Univ., Cleveland, OH (United States). SDLE Research Center. Dept. of Materials Science and Engineering; Gebze Technical Univ. (Turkey). Dept. of Materials Science and Engineering
- Case Western Reserve Univ., Cleveland, OH (United States). SDLE Research Center. Dept. of Materials Science and Engineering
- Publication Date:
- Research Org.:
- Underwriters Lab LLC, Northbrook, IL (United States); Case Western Reserve Univ., Cleveland, OH (United States)
- Sponsoring Org.:
- USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Solar Energy Technologies Office
- OSTI Identifier:
- 1501895
- Alternate Identifier(s):
- OSTI ID: 1437110; OSTI ID: 1599243
- Grant/Contract Number:
- EE0007143
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Polymer Degradation and Stability
- Additional Journal Information:
- Journal Volume: 153; Journal Issue: C; Journal ID: ISSN 0141-3910
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 14 SOLAR ENERGY; photovoltaic; backsheet; cracking; data science; predictive lifetime models; degradation science
Citation Formats
Klinke, Addison G., Gok, Abdulkerim, Ifeanyi, Silas I., and Bruckman, Laura S. A non-destructive method for crack quantification in photovoltaic backsheets under accelerated and real-world exposures. United States: N. p., 2018.
Web. doi:10.1016/j.polymdegradstab.2018.05.008.
Klinke, Addison G., Gok, Abdulkerim, Ifeanyi, Silas I., & Bruckman, Laura S. A non-destructive method for crack quantification in photovoltaic backsheets under accelerated and real-world exposures. United States. https://doi.org/10.1016/j.polymdegradstab.2018.05.008
Klinke, Addison G., Gok, Abdulkerim, Ifeanyi, Silas I., and Bruckman, Laura S. Tue .
"A non-destructive method for crack quantification in photovoltaic backsheets under accelerated and real-world exposures". United States. https://doi.org/10.1016/j.polymdegradstab.2018.05.008. https://www.osti.gov/servlets/purl/1501895.
@article{osti_1501895,
title = {A non-destructive method for crack quantification in photovoltaic backsheets under accelerated and real-world exposures},
author = {Klinke, Addison G. and Gok, Abdulkerim and Ifeanyi, Silas I. and Bruckman, Laura S.},
abstractNote = {The long-term durability of photovoltaic modules is paramount for the continued growth of the industry. Polymer backsheets are of particular concern since they provide electrical insulation and an environmental barrier. In this paper, 23 freestanding, multilayer backsheets with nine unique material combinations underwent four different weathering exposures under accelerated and real-world conditions. Besides changes in color and gloss, the induced degradation included parallel or mudflat cracks on 11 backsheets, sometimes in combination with delamination or blistering. Similar degradation has been observed in previous studies and is concerning since cracks compromise the mechanical integrity and electrical safety of backsheets. Quantitative parameters are desirable to reliably classify categories of cracks and supply unbiased features for statistical analysis in predictive lifetime models. We developed an analysis technique that utilizes surface profilometry data to quantify the depth, width, area, spacing, and number of cracks. Parameters are automatically extracted from the raw data by an algorithm running on a high performance distributed computing cluster. Our algorithm excelled at characterizing parallel cracks with minimal de-adhesion, and only an estimated 4% of crack detections were false positives. The addition of humidity and temperature variation formed up to three times as many cracks on a photodose basis compared to dry, constant temperature exposures. Cracks in real-world and accelerated exposures propagated to similar depths with equivalent photodoses; however, the number of cracks formed in accelerated exposures was far greater on a photodose basis. Of samples that cracked, the best performing backsheet configuration was polyvinyl fluoride/poly (ethylene-terephthalate)/polyethylene (PVF/PET/PE) while the least durable was PET/PET/ethylene-vinyl acetate. Finally, none of the six PVF/PET/PVF backsheets cracked in any of the exposures.},
doi = {10.1016/j.polymdegradstab.2018.05.008},
journal = {Polymer Degradation and Stability},
number = C,
volume = 153,
place = {United States},
year = {Tue May 08 00:00:00 EDT 2018},
month = {Tue May 08 00:00:00 EDT 2018}
}
Web of Science
Works referenced in this record:
Can the US keep the PACE? A natural experiment in accelerating the growth of solar electricity
journal, April 2017
- Ameli, Nadia; Pisu, Mauro; Kammen, Daniel M.
- Applied Energy, Vol. 191
The path towards sustainable energy
journal, December 2016
- Chu, Steven; Cui, Yi; Liu, Nian
- Nature Materials, Vol. 16, Issue 1
Statistical and Domain Analytics Applied to PV Module Lifetime and Degradation Science
journal, January 2013
- Bruckman, L. S.; Wheeler, N. R.; Ma, J.
- IEEE Access, Vol. 1
Degradation science: Mesoscopic evolution and temporal analytics of photovoltaic energy materials
journal, August 2015
- French, Roger H.; Podgornik, Rudolf; Peshek, Timothy J.
- Current Opinion in Solid State and Materials Science, Vol. 19, Issue 4
Simulation of water ingress into PV-modules: IEC-testing versus outdoor exposure
journal, May 2015
- Hülsmann, Philip; Weiss, Karl-Anders
- Solar Energy, Vol. 115
Structure and basic properties of photovoltaic module backsheet films
journal, January 2016
- Geretschläger, Klaus J.; Wallner, Gernot M.; Fischer, Jörg
- Solar Energy Materials and Solar Cells, Vol. 144
Correlation of the loss in photovoltaic module performance with the ageing behaviour of the backsheets used: Influence of backsheet on photovoltaic module performance
journal, January 2015
- Voronko, Yuliya; Eder, Gabriele C.; Knausz, Marlene
- Progress in Photovoltaics: Research and Applications, Vol. 23, Issue 11
Reflection and durability study of different types of backsheets and their impact on c-Si PV module performance
journal, March 2016
- Kim, Namsu; Lee, Seoungsoo; Zhao, Xing Guan
- Solar Energy Materials and Solar Cells, Vol. 146
A Comparison of Key PV Backsheet and Module Performance from Fielded Module Exposures and Accelerated Tests
journal, May 2014
- Gambogi, W.; Heta, Y.; Hashimoto, K.
- IEEE Journal of Photovoltaics, Vol. 4, Issue 3
Ultra-violet degradation behavior of polymeric backsheets for photovoltaic modules
journal, October 2014
- Liu, Fei; Jiang, Long; Yang, Shuying
- Solar Energy, Vol. 108
Thermal expansion behavior of solar cell encapsulation materials
journal, July 2015
- Knausz, Marlene; Oreski, Gernot; Schmidt, Markus
- Polymer Testing, Vol. 44
Crack Patterns in Thin Polymer Layers
journal, March 2004
- Weh, Lothar; Venthur, Astrid
- Macromolecular Materials and Engineering, Vol. 289, Issue 3
Microcrack coalescence and macroscopic crack growth initiation in brittle solids
journal, January 1988
- Ortiz, M.
- International Journal of Solids and Structures, Vol. 24, Issue 3
Observation of Crack Propagation in PEEK Polymer Bearings under Water-Lubricated Conditions
journal, September 2012
- Koike, Hitonobu; Kida, Katsuyuki; Honda, Takashi
- Advanced Materials Research, Vol. 566
Multiple cracking of brittle coatings on strained substrates
journal, September 2004
- Hsueh, C. H.; Wereszczak, A. A.
- Journal of Applied Physics, Vol. 96, Issue 6
Noninvasive Cross-sectional Visualization of Enamel Cracks by Optical Coherence Tomography In Vitro
journal, September 2012
- Imai, Kanako; Shimada, Yasushi; Sadr, Alireza
- Journal of Endodontics, Vol. 38, Issue 9
Fractography of interface after microtensile bond strength test using swept-source optical coherence tomography
journal, July 2016
- Dao Luong, Minh Nguyet; Shimada, Yasushi; Turkistani, Alaa
- Dental Materials, Vol. 32, Issue 7
An end of service life assessment of PMMA lenses from veteran concentrator photovoltaic systems
journal, August 2017
- Miller, David C.; Khonkar, Hussameldin I.; Herrero, Rebeca
- Solar Energy Materials and Solar Cells, Vol. 167
Semi-automatic Inspection Tool of Pavement Condition from Three-dimensional Profile Scans
journal, January 2017
- Garbowski, Tomasz; Gajewski, Tomasz
- Procedia Engineering, Vol. 172
A Pavement Crack Detection Method Combining 2D with 3D Information Based on Dempster-Shafer Theory: Pavement crack detection method
journal, August 2013
- Huang, Jianping; Liu, Wanyu; Sun, Xiaoming
- Computer-Aided Civil and Infrastructure Engineering, Vol. 29, Issue 4
Pavement crack characteristic detection based on sparse representation
journal, August 2012
- Sun, Xiaoming; Huang, Jianping; Liu, Wanyu
- EURASIP Journal on Advances in Signal Processing, Vol. 2012, Issue 1
Quantitative X-ray tomography
journal, December 2013
- Maire, E.; Withers, P. J.
- International Materials Reviews, Vol. 59, Issue 1
In-situ 3D visualization of composite microstructure during polymer-to-ceramic conversion
journal, February 2018
- Larson, Natalie M.; Zok, Frank W.
- Acta Materialia, Vol. 144
The imaging of failure in structural materials by synchrotron radiation X-ray microtomography
journal, September 2017
- Wu, S. C.; Xiao, T. Q.; Withers, P. J.
- Engineering Fracture Mechanics, Vol. 182
The thermal zones of the Earth according to the duration of hot, moderate and cold periods and to the impact of heat on the organic world [The thermal zones of the Earth according to the duration of hot, moderate and cold periods and to the impact of heat on the organic world]
journal, June 2011
- Köppen, Wladimir
- Meteorologische Zeitschrift, Vol. 20, Issue 3
ImageJ2: ImageJ for the next generation of scientific image data
journal, November 2017
- Rueden, Curtis T.; Schindelin, Johannes; Hiner, Mark C.
- BMC Bioinformatics, Vol. 18, Issue 1
Polyethylene characterization by FTIR
journal, January 2002
- Gulmine, J. V.; Janissek, P. R.; Heise, H. M.
- Polymer Testing, Vol. 21, Issue 5
Synthesis of EVA-g-MAH and its compatibilization effect to PA11/PVC blends
journal, December 2006
- Wang, Tao; Liu, Dan; Xiong, Chuanxi
- Journal of Materials Science, Vol. 42, Issue 10
Focus-wavelength encoded optical profilometer
journal, March 1984
- Molesini, G.; Pedrini, G.; Poggi, P.
- Optics Communications, Vol. 49, Issue 4
Confocal surface profiling utilizing chromatic aberration: Confocal aberration using confocal surface profiling
journal, January 1992
- Browne, M. A.; Akinyemi, O.; Boyde, A.
- Scanning, Vol. 14, Issue 3
Diffractive lenses for chromatic confocal imaging
journal, January 1997
- Dobson, Sarah L.; Sun, Pang-chen; Fainman, Yeshayahu
- Applied Optics, Vol. 36, Issue 20
Robust Locally Weighted Regression and Smoothing Scatterplots
journal, December 1979
- Cleveland, William S.
- Journal of the American Statistical Association, Vol. 74, Issue 368
Nontraditional Regression Analyses
journal, September 1993
- Trexler, Joel C.; Travis, Joseph
- Ecology, Vol. 74, Issue 6
Locally Weighted Regression: An Approach to Regression Analysis by Local Fitting
journal, September 1988
- Cleveland, William S.; Devlin, Susan J.
- Journal of the American Statistical Association, Vol. 83, Issue 403
A Nonrelational Data Warehouse for the Analysis of Field and Laboratory Data From Multiple Heterogeneous Photovoltaic Test Sites
journal, January 2017
- Hu, Yang; Gunapati, Venkat Yashwanth; Zhao, Pei
- IEEE Journal of Photovoltaics, Vol. 7, Issue 1
Damp Heat Aging Behavior of a Polyamide-Based Backsheet for Photovoltaic Modules
journal, April 2016
- Geretschläger, Klaus J.; Wallner, Gernot M.; Hintersteiner, Ingrid
- Journal of Solar Energy Engineering, Vol. 138, Issue 4
Aging mechanisms of polymeric films for PV encapsulation
journal, December 2005
- Oreski, G.; Wallner, G. M.
- Solar Energy, Vol. 79, Issue 6
Works referencing / citing this record:
Degradation Mechanism Detection in Photovoltaic Backsheets by Fully Convolutional Neural Network
journal, November 2019
- Zhang, Binbin; Grant, Joydan; Bruckman, Laura S.
- Scientific Reports, Vol. 9, Issue 1
Data‐driven glass/ceramic science research: Insights from the glass and ceramic and data science/informatics communities
journal, May 2019
- De Guire, Eileen; Bartolo, Laura; Brindle, Ross
- Journal of the American Ceramic Society, Vol. 102, Issue 11
Temporal evolution and pathway models of poly(ethylene-terephthalate) degradation under multi-factor accelerated weathering exposures
journal, February 2019
- Gok, Abdulkerim; Fagerholm, Cara L.; French, Roger H.
- PLOS ONE, Vol. 14, Issue 2
Degradation Mechanism Detection in Photovoltaic Backsheets by Fully Convolutional Neural Network
journal, November 2019
- Zhang, Binbin; Grant, Joydan; Bruckman, Laura S.
- Scientific Reports, Vol. 9, Issue 1
Temporal evolution and pathway models of poly(ethylene-terephthalate) degradation under multi-factor accelerated weathering exposures
journal, February 2019
- Gok, Abdulkerim; Fagerholm, Cara L.; French, Roger H.
- PLOS ONE, Vol. 14, Issue 2