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相关概念视频

Time-Series Graph00:54

Time-Series Graph

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A time-series graph is a line graph with repeated measurements taken at successive intervals of time. It is also called a time series chart. To construct a time-series graph, one must look at both pieces of a paired data set. The horizontal axis is used to plot the time increments, and the vertical axis is used to plot the values of the variable that one is measuring. By using the axes in this way, each point on the graph will correspond to time and a measured quantity. The points on the graph...
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Discrete-Time Fourier Series01:20

Discrete-Time Fourier Series

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The Discrete-Time Fourier Series (DTFS) is a fundamental concept in signal processing, serving as the discrete-time counterpart to the continuous-time Fourier series. It allows for the representation and analysis of discrete-time periodic signals in terms of their frequency components. Unlike its continuous counterpart, which utilizes integrals, the calculation of DTFS expansion coefficients involves summations due to the discrete nature of the signal.
For a discrete-time periodic signal x[n]...
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Real Time RT-PCR02:57

Real Time RT-PCR

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Real-time reverse transcription-polymerase chain reaction, or Real-time RT-PCR, is an analytical tool used to determine the expression level of target genes. The method involves converting mRNA to complementary DNA with the help of an enzyme known as reverse transcriptase, followed by the PCR amplification of the cDNA. These two processes can be performed simultaneously in a single tube or separately as a two-step reaction.
The real-time quantification of the number of amplified products is...
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Mechanical Efficiency of Real Machines01:14

Mechanical Efficiency of Real Machines

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The mechanical efficiency of a machine is a fundamental concept that describes how effectively a machine can convert input work into output work. According to this concept, the efficiency of a machine is equal to the ratio of the output work to the input work. An ideal machine, meaning a machine that has no energy losses, has an efficiency of one. This implies that the input work and the output work are equal.
However, in reality, no machine can be truly ideal, and all of them experience some...
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Mean free path and Mean free time01:22

Mean free path and Mean free time

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Consider the gas molecules in a cylinder. They move in a random motion as they collide with each other and change speed and direction. The average of all the path lengths between collisions is known as the "mean free path."
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Mixing Time01:19

Mixing Time

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The concept of mixing time is significant in producing a uniform concrete mix with the required strength. The mixing period starts once all components are in the mixer. Initially, the mixer is charged with 10% of the water, followed by the consistent addition of solids and then 80% of the water. The remaining water is added later, within the first quarter of the mixing period. The minimum mixing time varies according to the mixer's capacity; for example, mixers with up to 1 cubic yard...
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相关实验视频

Updated: Feb 9, 2026

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TSFabrics:一个时间序列织物数据集,用于在圆形针织机上实时检测缺陷.

Yan-Qin Ni1, Pei-Kai Huang2,3, Wei-Jen Wang1

  • 1Department of Computer Science and Information Engineering, National Central University, Taoyuan City, Taiwan.

Scientific data
|February 7, 2026
PubMed
概括

一个新的时间序列织物数据集 (TSfabrics) 捕捉了现实世界的工业变化,以改进织物缺陷检测. 这一数据集有助于开发连续生产线的模型.

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科学领域:

  • 材料科学 材料科学 材料科学
  • 计算机视觉 计算机视觉
  • 工业工程 工业工程 工业工程

背景情况:

  • 现有的织物数据集缺乏现实世界的工业复杂性,使用孤立的,非时间序列图像.
  • 这限制了用于连续制造的有效织物缺陷检测系统的开发.

研究的目的:

  • 引入时间序列织物数据集 (TSfabrics) 以实现现实的织物缺陷检测.
  • 提供高质量的数据集,反映连续的织物制造工艺.

主要方法:

  • 在22个循环针织机的连续生产场景中收集了93,196张灰度图像.
  • 多种多样的照明,生产速度和面料类型来模拟不同的工业条件.
  • 包括无缺陷和缺陷样本的像素级注释,区分真实的缺陷和"切线".

主要成果:

  • 与以前的数据集不同,TSfabrics捕捉了织物制造的连续性.
  • 数据集涵盖了各种各样的织物缺陷类型.
  • 标注准确地区分了缺陷与无缺陷的特征,如"切线".

结论:

  • TSfabrics是推进实际织物缺陷检测的宝贵资源.
  • 能够开发和评估适用于连续生产线的模型.
  • 弥合了学术研究和织物质量控制中的工业应用之间的差距.