基于光伏模块在复杂背景中的红外图像的热点故障检测方法的研究
1College of Electrical and Control Engineering, Xi'an University of Science and Technology, Xi'an 710054, China.
Sensors (Basel, Switzerland)
|February 13, 2026
概括
一种新的方法集成了U-Net和YOLOv8,用于精确的光伏热点故障检测. 这种方法通过减少背景干扰和增强特征提取来改善复杂环境中的检测,达到88.5%的准确性.
科学领域:
- 电气工程 电气工程
- 计算机视觉 计算机视觉
- 人工智能的人工智能
背景情况:
- 由于目标像素比例低和背景干扰,检测光伏模块中的热点故障具有挑战性.
- 现有的方法难以处理多个规模的热点目标,并平衡检测速度与准确性.
研究的目的:
- 提出一种有效的方法来检测复杂环境中的热点断层.
- 为了提高光伏热点故障检测的准确性和效率.
主要方法:
- 集成U-Net进行图像分割以消除背景噪声和突出显示面板轮.
- 开发基于YOLOv8的检测网络,采用可变形卷积 (DCN) 来实现多尺度目标适应性.
- 设计C2f_Ghost模块以优化网络参数以实现更快的推理速度.
主要成果:
- 拟议的方法准确检测热点故障,达到88.5%的准确性.
- 对比分析显示,与SSD,YOLOv5,YOLOv7和基线YOLOv8.8相比,性能优越.
- 整合U-Net和YOLOv8有效地解决了目标可见度低和背景干扰的挑战.
结论:
- U-Net和YOLOv8的综合方法为光伏热点故障检测提供了强大的解决方案.
- 该方法在复杂的环境条件下显著提高了准确性和效率.
- 这种技术为提高光伏系统的可靠性和性能监测奠定了基础.
更多相关视频
相关概念视频
Difference from Background: Limit of Detection
8.4K
The limit of detection (LOD) is the smallest amount of analyte that can be distinguished from the background noise. The LOD value corresponds to the concentration at which the analyte signal is three times larger than the standard deviation of the blank signal. Below this value, the analyte signal cannot be differentiated from the background noise. It is calculated by dividing the calibration slope by 3 times the standard deviation of the blank signals.
The LOD indicates the presence or absence...
The LOD indicates the presence or absence...
8.4K
Fault Types
433
When analyzing a single line-to-ground fault from phase A to ground at a three-phase bus, it is important to consider the fault impedance. This impedance is zero for a bolted fault, equal to the arc impedance for an arcing fault, and represents the total fault impedance for a transmission-line insulator flashover. To derive sequence and phase currents, fault conditions are translated from the phase domain to the sequence domain.
For line-to-line faults occurring between phases B and C, the...
For line-to-line faults occurring between phases B and C, the...
433
Hot Weather Concreting
323
Concreting at elevated temperatures accelerates the hydration process, leading to quicker setting but potentially reducing the long-term strength of the concrete structure. Additionally, low air humidity fosters rapid moisture loss from the concrete, resulting in reduced workability, pronounced plastic shrinkage, and a higher likelihood of crazing.
Mitigating the heat increase in concrete can be economically achieved by shading aggregate stockpiles to prevent heating from solar radiation,...
Mitigating the heat increase in concrete can be economically achieved by shading aggregate stockpiles to prevent heating from solar radiation,...
323
Background and Environment Affect Phenotype
7.7K
Although the genetic makeup of an organism plays a major role in determining the phenotype, there are also several environmental factors, such as temperature, oxygen availability, presence of mutagens, that can alter an organism’s phenotype.
An example of how genetic background affects phenotype can be seen in horses. The Extension gene in horses is responsible for their coat color. A wild-type gene (EE) produces black pigment in the coat, while a mutant gene (ee) produces red pigment. A...
An example of how genetic background affects phenotype can be seen in horses. The Extension gene in horses is responsible for their coat color. A wild-type gene (EE) produces black pigment in the coat, while a mutant gene (ee) produces red pigment. A...
7.7K
Effects of EDTA on End-Point Detection Methods
669
Different methods, such as visual observance of metal-ion indicators, spectroscopic techniques, and potentiometric methods, can determine the endpoint of an EDTA titration.
In the visual method, metal-ion indicators (metallochromic dyes), which have distinct colors in their free and complex forms, are added to the mixture to signal the titration's end point. They form stable complexes with metal ions, but these complexes are weaker than the corresponding metal–EDTA complexes. As a...
In the visual method, metal-ion indicators (metallochromic dyes), which have distinct colors in their free and complex forms, are added to the mixture to signal the titration's end point. They form stable complexes with metal ions, but these complexes are weaker than the corresponding metal–EDTA complexes. As a...
669
Formation of Complex Ions
26.3K
A type of Lewis acid-base chemistry involves the formation of a complex ion (or a coordination complex) comprising a central atom, typically a transition metal cation, surrounded by ions or molecules called ligands. These ligands can be neutral molecules like H2O or NH3, or ions such as CN− or OH−. Often, the ligands act as Lewis bases, donating a pair of electrons to the central atom. These types of Lewis acid-base reactions are examples of a broad subdiscipline called coordination...
26.3K


