相关实验视频
Updated: May 17, 2025

10:25
Deep Learning-Based Segmentation of Cryo-Electron Tomograms
Published on: November 11, 2022
8.4K
一个两阶段的YOLOv5s-U-Net框架用于空中输电线路的缺陷定位和细分
Aohua Li1, Dacheng Li2, Anjing Wang2
1School of Mechanical Engineering, Hefei University of Technology, Hefei 230009, China.
Sensors (Basel, Switzerland)
|May 14, 2025
概括
这项研究引入了一种新的两阶段框架来检测输电线路缺陷,它结合了YOLOv5s和U-Net. 该方法准确地定位和细分缺陷,改善电网运行和维护.
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:
- 传输线路缺陷检测对于可靠的电网运行至关重要.
- 当前的方法在平衡缺陷定位准确度和细分细节方面面临挑战.
- 在处理小目标和缺陷数据集中的类不平衡方面存在局限性.
研究的目的:
- 为增强输电线路缺陷检测和细分开发一种新的级联两阶段框架.
- 提高输电线路损坏特征的精度和细节提取.
- 为智能电网运行和维护提供有效的解决方案.
主要方法:
- 使用YOLOv5s进行初始缺陷定位和U-Net进行细分的级联框架.
- U-Net使用VGG16预训练模型的转移学习来提高有限数据的性能.
- 一个混合损失函数 (子损失 + 焦点损失) 解决了小目标检测和类失衡问题.
主要成果:
- 对于全球定位,YOLOv5s实现了87%的平均精度 (mAP).
- 在U-Net的测试中,损坏识别精度达到了88%.
- 该框架获得了93.66%的平均子系数和89%的平均欧盟交叉点 (mIoU).
结论:
- 拟议的方法有效地整合了目标检测和传输线路缺陷的细分.
- 它显著提高了检测精度和详细损坏特征的提取.
- 该框架为传输线路的智能运行和维护提供了一个强大的解决方案.
相关概念视频
Transmission Line Design Considerations
110
Aluminum has become the material of choice for overhead transmission lines, surpassing copper due to its abundance and cost-effectiveness. The most prevalent type is the aluminum conductor, steel-reinforced (ACSR), which combines aluminum strands around a steel core. Other variants include all-aluminum conductors (AAC), all-aluminum alloy conductors (AAAC), aluminum conductor alloy-reinforced (ACAR), and aluminum-clad steel conductors. Advanced designs, such as aluminum conductors with steel...
110
Transmission-Line Differential Equations
187
Transmission lines are essential components of electrical power systems. They are characterized by the distributed nature of resistance (R), inductance (L), and capacitance (C) per unit length. To analyze these lines, differential equations are employed to model the variations in voltage and current along the line.
Line Section Model
A circuit representing a line section of length Δx helps in understanding the transmission line parameters. The voltage V(x) and current i(x) are measured...
Line Section Model
A circuit representing a line section of length Δx helps in understanding the transmission line parameters. The voltage V(x) and current i(x) are measured...
187
Lossy Lines and Overvoltages
73
Transmission-line series resistance and shunt conductance cause three primary effects: attenuation, distortion, and power losses.
Attenuation
When constant series resistance and shunt conductance are present, voltage and current equations are modified. The propagation constant indicates that voltage and current waves consist of both forward and backward traveling components. These waves attenuate as they propagate, with the attenuation factor related to the resistance and conductance. In a...
Attenuation
When constant series resistance and shunt conductance are present, voltage and current equations are modified. The propagation constant indicates that voltage and current waves consist of both forward and backward traveling components. These waves attenuate as they propagate, with the attenuation factor related to the resistance and conductance. In a...
73
Block Diagram Reduction
142
The process of deriving the transfer function of a control system often involves reducing its block diagram to a single block. This simplification can be achieved through a series of strategic operations, including relocating branch points and comparators. These operations preserve the overall function of the system while allowing for easier manipulation and combination of blocks.
The first step in this process is the identification and relocation of a branch point. A branch point, where a...
The first step in this process is the identification and relocation of a branch point. A branch point, where a...
142
Boundary Conditions: Lossless Lines
75
Consider a single-phase, two-wire, lossless transmission line terminated by an impedance at the receiving end and a source with Thevenin voltage and impedance at the sending end. The line, with length, has a surge impedance and wave velocity determined by the line's inductance and capacitance.
At the receiving end, the boundary condition states that the voltage equals the product of the receiving-end impedance and current. This relationship is expressed as a function of the incident and...
At the receiving end, the boundary condition states that the voltage equals the product of the receiving-end impedance and current. This relationship is expressed as a function of the incident and...
75
Maximum Power Flow and Line Loadability
90
The maximum power flow for lossy transmission lines is derived using ABCD parameters in phasor form. These parameters create a matrix relationship between the sending-end and receiving-end voltages and currents, allowing the determination of the receiving-end current. This relationship facilitates calculating the complex power delivered to the receiving end, from which real and reactive power components are derived.
90

