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相关概念视频

Power01:08

Power

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The concept of work involves force and displacement; meanwhile, the work-energy theorem relates the net work done on a body to the difference in its kinetic energy, calculated between two points on its trajectory. While none of these quantities or relations involves time explicitly, we know that the time available to accomplish work is often just as important as the amount of work itself. For example, sprinters in a race may have achieved the same velocity at the finish, therefore,...
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Lumber defects, which can affect both the appearance and structural integrity of wood, include a variety of growth and manufacturing flaws. Growth defects such as knots and knotholes occur where branches were once attached to the tree trunk, with knotholes forming when these knots fall out. Other natural defects include decay and insect damage, which compromise the wood's strength and durability.
Shakes are minor fractures that run along or across the wood's annual rings, while wane is...
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Development of Analytical Methods01:21

Development of Analytical Methods

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An analytical methodology can be divided into four sequential steps: technique, method, procedure, and protocol. A technique is a scientific principle that rationalizes a specific phenomenon through chemical measurements. Adapting a technique for analyzing a sample of interest is termed a method. The procedure outlines the directions for performing the analysis via an analytical method. The protocol is the detailed guidelines on the procedure, which should be strictly followed to obtain the...
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In certain chromatographic separations, solutes transfer between the mobile phase and the stationary phase via sorption, which typically refers to the process of adsorption. For many chromatographic systems, the sorption process often depends on the polarity of the compounds—an expression of the overall dipole moment within the molecule. During the separation process, there is competition between the solute and solvent for adsorption to the stationary phase. Highly polar compounds and...
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Jung's Analytical Theory

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Carl Jung, a Swiss psychiatrist and former follower of Freud, eventually broke away from Freud's ideas to create his framework, analytical psychology. This approach emphasizes achieving a balance between the conscious and unconscious aspects of the mind and reconciling various experiences within an individual's personality. Jung believed that this process, which typically unfolds in the latter part of life, involves an ongoing journey of recognizing and incorporating unconscious...
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Instantaneous power is important in electrical circuits, mainly when dealing with sinusoidal input. Instantaneous power, denoted as p(t), results from the multiplication of the instantaneous voltage (v(t)) across an element and the instantaneous current (i(t)) flowing through it. This relationship adheres to the passive sign convention and represents a fundamental principle in electrical engineering.
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电源缺陷检测与改进的YOLOv12和ROI 伪点云视觉分析.

Minglang Xu1, Jishen Peng1

  • 1School of Electrical and Control Engineering, Liaoning Technical University, Huludao 125105, China.

Sensors (Basel, Switzerland)
|January 28, 2026
PubMed
概括

本研究介绍了用于电力设备故障检测的先进YOLOv12框架,提高了复杂环境中的准确性. 该系统生成3D伪点云,用于直观的缺陷可视化和分析.

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:

  • 电力设备检查面临的挑战是微妙的缺陷和混乱的背景.
  • 准确的故障检测对于电网可靠性和维护至关重要.

研究的目的:

  • 开发一个改进的深度学习框架,用于多类电源缺陷检测.
  • 为了提高复杂的检查场景的稳定性和准确性.
  • 为缺陷结构检查提供直观的视觉分析.

主要方法:

  • 一个改进的YOLOv12框架,包括一个先导区域注意 (PG-RA) 模块和一个轻量级残余高效层聚合网络 (LR-RELAN).
  • 一个双频谱自适应融合损失 (DSAF损失) 函数,用于改进分类和回归.
  • 兴趣区域 (ROI) 伪点云的构建和无声化策略 (SOR,ROR) 的比较.

主要成果:

  • 拟议的框架表明,在复杂场景中检测准确性和稳定性得到了提高.
  • 实时性能得到维护.
  • ROI伪点云为实际的缺陷结构检查提供了直观的辅助视图.

结论:

关键词:
投资回报率伪点云的投资回报率这就是YOLOv12的原因.深度学习是一种深度学习.电源故障检测检测 电源故障检测视觉分析 视觉分析

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  • 增强的YOLOv12框架有效地解决了电力设备故障检测方面的挑战.
  • 集成PG-RA,LR-RELAN和DSAF损失导致了卓越的性能.
  • ROI伪点云模块增强了系统的可解释性,并有助于实际的缺陷分析.