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相关概念视频

Modeling and Similitude01:12

Modeling and Similitude

116
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
116
Pipe Flowrate Measurement01:28

Pipe Flowrate Measurement

71
In pipe flow measurement, orifice, nozzle, and Venturi meters are commonly used to determine fluid flowrates by constricting the flow area, which increases fluid velocity and reduces pressure. This pressure difference, governed by Bernoulli's principle and adjusted for real-world conditions, is essential for calculating flowrate. Each meter type is suited to specific applications based on accuracy, efficiency, and compatibility with various flow conditions.
The orifice meter is a simple,...
71
Design Example: Maintaining Level of an Embankment01:19

Design Example: Maintaining Level of an Embankment

34
Constructing a roadway embankment over uneven terrain requires precise leveling to ensure stability and proper drainage. Surveyors use a leveling instrument and staff to calculate ground elevations and determine the required fill material at each point along the embankment alignment.The process begins by positioning a leveling instrument near a benchmark with a known elevation. A backsight reading establishes the instrument height, which serves as a reference for subsequent measurements. A...
34
Typical Model Studies01:30

Typical Model Studies

147
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
147
Pipe Flowrate Measurement: Problem Solving01:28

Pipe Flowrate Measurement: Problem Solving

73
A spray tank system is engineered to uniformly distribute a pest-control liquid across plants by using a pressurized mechanism. The tank, pressurized to 150 kPa, holds the pesticide at a height of 0.80 meters. Liquid flows from the tank through a 1.9 meter pipe with a diameter of 0.015 meters, angled at 0.698 radians, ultimately reaching a 0.007 meter nozzle that sprays the pesticide. Accurate calculation of the system's flow rate is crucial to ensure uniform application, and this is...
73
Design Example: Analyzing Capacity Contours for Flood Risk Assessment01:17

Design Example: Analyzing Capacity Contours for Flood Risk Assessment

26
Flood risk assessment involves careful planning and analysis to ensure the safety of communities near water retention structures. Capacity contours are a vital tool in this process, as they illustrate the potential spread of water at specific levels in a given area. In the context of building a bund across a small valley, these contours play a critical role in evaluating the safety of nearby residential areas.In this example, the bund is intended to store stormwater in the valley. The engineers...
26

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相关实验视频

Updated: May 8, 2025

Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines
08:27

Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines

Published on: January 5, 2024

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使用基于纹理的方法和机器学习算法在污水管道中的水位估计.

K Bhase1, J Myrans2, R Everson3

  • 1South West Water, Peninsula House, Peninsula Park, Rydon Lane, Exeter EX2 7HR, UK

Water science and technology : a journal of the International Association on Water Pollution Research
|March 29, 2025
PubMed
概括
此摘要是机器生成的。

自动化污水管道水位估计提高了精度,比手工方法更准确. 使用带有Extra Trees回归器的细分面具,为管道维护和恢复规划提供可靠的数据.

关键词:
计算机视觉 计算机视觉卷积神经网络是一种卷积神经网络.细分模型的细分模型.污水管道 污水管道估计水位水位的估计.

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Wastewater Irrigation Impacts on Soil Hydraulic Conductivity: Coupled Field Sampling and Laboratory Determination of Saturated Hydraulic Conductivity
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Wastewater Irrigation Impacts on Soil Hydraulic Conductivity: Coupled Field Sampling and Laboratory Determination of Saturated Hydraulic Conductivity
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科学领域:

  • 土木工程 土木工程是指土木工程.
  • 环境工程 环境工程
  • 计算机视觉 计算机视觉

背景情况:

  • 水务公司使用闭路电视 (CCTV) 进行污水管道检查.
  • 手动水位记录对于评估管道状况至关重要,但容易出现不准确.
  • 不准确的水位数据阻碍了有效的污水管道维护和恢复规划.

研究的目的:

  • 为了比较六种用于估计污水管道水位的自动化方法.
  • 确定最准确的自动化方法,可靠地收集水位数据.
  • 为了提高污水管道状况评估的精度.

主要方法:

  • DeepLabv3被用来从CCTV录像中提取细分口罩.
  • 使用了Extra Trees回归模型,将细分面具作为输入.
  • 评估了六种不同的自动化水位估计技术.

主要成果:

  • 使用DeepLabv3细分面具的Extra Trees回归器表现出卓越的准确性.
  • 评估指标包括平均绝对误差 (MAE),根平均平方误差 (RMSE) 和最大误差.
  • 自动化方法显著降低了与手动水位记录相关的不可靠性.

结论:

  • 污水管道的自动水位估计是可行的,并且比手工方法更可靠.
  • 拟议的DeepLabv3和Extra Trees回归方法为准确的数据收集提供了一个强大的解决方案.
  • 改进的数据准确性支持在污水管道维护和结构完整性评估方面做出更好的决策.