An adaptive approach to automatically detect and classify defects in solar cells is proposed based on absolute electroluminescence (EL) imaging. We integrate the convenient automatic detection algorithm with the effective defect diagnosis solution so that in-depth defect detection and classification becomes feasible.
An automatic method is proposed for solar cell defect detection and classification. An unsupervised algorithm is designed for adaptive defect detection. A standardized diagnosis scheme is developed for statistical defect classification. Extensive experimental results verify the effectiveness of the proposed method.
It can be seen that excellent classification results are demonstrated by comparing the extracted ηx’,y’ and simulated η’x’,y’. For GaAs solar cells #1 and #2 in Fig. 7 (a) and (c), the type of marked defects is classified as increasing Rs with the range from 365 to 700 Ω·□ and 300–365 Ω·□, respectively.
However, local defects are ubiquitous in solar cells due to the inherently granular structure and specific procedures employed during their manufacturing, which greatly impair the spatial uniformity and overall conversion efficiency of solar cells [ , , , ].
2.3. Proposed solar cell defect detection and classification method Solar cell defect characterization: Generally, the local defects are shown up as dark spots in solar cell EL images, other defect shapes such as micro-crack, large-area failure, break, and finger-interruption are simply regarded as continuous dark spots [ 20, 21, 51, 53 ].
The proposed adaptive automatic solar cell defect detection and classification method mainly consists of the following three steps: solar cell EL image preprocessing, adaptive solar cell defect detection, and solar cell defect classification, as shown in Fig. 1.
Nondestructive characterization of solar PV cells defects by …
Quantitative analysis and characterization of manufacturing, soldering and breaking PV defects is performed by a combination of electroluminescence (EL), infrared thermography (IRT), electrical current voltage (I–V) curves and visual inspection.
Learn More
Adaptive automatic solar cell defect detection and classification …
Herein, we propose an adaptive approach for automatic solar cell defect detection and classification based on absolute EL imaging. Specifically, we first develop an …
Learn More
SOLAR CELL DEFECT DETECTION AND ANALYSIS SYSTEM USING …
The author in [4] presents an innovative solar cell defect detection system emphasizing portability and low computational power. The research utilizes K-means, MobileNetV2, and linear …
Learn More
Identifying defects on solar cells using magnetic field …
In photovoltaic modules or in manufacturing, defective solar cells due to broken busbars, cross-connectors or faulty solder joints must be detected and repaired quickly and reliably. This paper shows how the magnetic field imaging method can be used to detect defects in solar cells and modules without contact during operation. For the ...
Learn More
Design of Solar Cell Defect Detection System | SpringerLink
This paper is based on visionpr <, uses C # language to locate and detect the defects of solar cells, and transmits the coordinate value of the center point of the solar cells and the environmental information of the appearance defects to the industrial manipulator, so as to realize the automation of the welding process. 1 overall structure design of vision positioning …
Learn More
Defects in an EL image of multicrystalline silicon solar …
Herein, we propose an adaptive approach for automatic solar cell defect detection and classification based on absolute EL imaging. Specifically, we first develop an unsupervised algorithm to...
Learn More
C-V and I-V Characterisation of CdS/CdTe Thin Film Solar Cell …
Fig. 1 shows the basic configuration of the solar cell under investigation. − Schematic diagram of the CdS/CdTe solar cell. The cell is composed of an ITO coated glass layer, where the ITO …
Learn More
C-V and I-V Characterisation of CdS/CdTe Thin Film Solar Cell …
Fig. 1 shows the basic configuration of the solar cell under investigation. − Schematic diagram of the CdS/CdTe solar cell. The cell is composed of an ITO coated glass layer, where the ITO layer acts as a transparent conducting oxide. The TCO layer is the front contact of the solar cell.
Learn More
Various surface defects of solar cell | Download Scientific Diagram
Some typical defects are shown in Fig. 1. Broken gate refers to the breakage and loss of the printed finger lines on the surface of the cell. Paste spot is the dripping of the paste when the...
Learn More
Impact of metastable defect structures on carrier recombination in ...
The efficiency of a solar cell is often limited by electron-hole recombination mediated by defect states within the band gap of the photovoltaic (PV) semiconductor.
Learn More
Identifying defects on solar cells using magnetic field …
In photovoltaic modules or in manufacturing, defective solar cells due to broken busbars, cross-connectors or faulty solder joints must be detected and repaired quickly and …
Learn More
Example of cells with the most serious defects on rejected Cz-Si solar …
We introduce Cell Doctor, a new inspection system that uses state of the art techniques to locate and classify defects in solar cells and performs a diagnostic and treatment process to...
Learn More
Defect detection of solar cell based on data augmentation
Wang et al. (2021), on the other hand, applied DC-GANs to generate images regarding solar cell defects, achieving substantial improvements only after combining real and synthetic images using a ...
Learn More
Example of cells with the most serious defects on …
We introduce Cell Doctor, a new inspection system that uses state of the art techniques to locate and classify defects in solar cells and performs a diagnostic and treatment process to...
Learn More
Numerical investigation of eco-friendly MASnI3 perovskite-based solar …
Perovskite solar cells (PSCs) have aroused a huge attention in the areas of materials, chemistry, and physics due to their interesting optoelectronic properties such as: a high photo potential production capacity even with significant structural defects [], a tunable band gap [], high light absorption coefficient [], a long diffusion length [] a low charge recombination rate …
Learn More
Research on multi-defects classification detection method for solar ...
In view of the surface defect characteristics in the manufacturing process of solar cells, the common surface defects are divided into three categories, which include difficult-detecting defects (mismatch), general defects (bubble, glass-crack and cell-crack) and easy-detecting defects (glass-upside-down). Corresponding to different types of ...
Learn More
Various surface defects of solar cell | Download …
Some typical defects are shown in Fig. 1. Broken gate refers to the breakage and loss of the printed finger lines on the surface of the cell. Paste spot is the dripping of the paste when the...
Learn More
Adaptive automatic solar cell defect detection and classification …
Herein, we propose an adaptive approach for automatic solar cell defect detection and classification based on absolute EL imaging. Specifically, we first develop an unsupervised algorithm to automatically detect defects referring to …
Learn More
Nondestructive characterization of solar PV cells defects by means …
Quantitative analysis and characterization of manufacturing, soldering and breaking PV defects is performed by a combination of electroluminescence (EL), infrared …
Learn More
A Definition Rule for Defect Classification and Grading of Solar Cells ...
Thirteen major defect classification and grading rules for each defect were established, and defects were classified and graded based on the defect size, grayscale value, and position information, standardizing the marking process for solar cell defects. Image data augmentation was achieved via a combination of mosaic, Mixup, and copy–paste ...
Learn More