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相关概念视频

Response Surface Methodology01:16

Response Surface Methodology

147
Response Surface Methodology (RSM) is a collection of statistical and mathematical techniques used to develop, improve, and optimize processes. It is particularly valuable when many input variables or factors potentially influence a response variable.
The process of RSM involves several key steps:
147
Design Example: Setting a Curve Using Design Data01:09

Design Example: Setting a Curve Using Design Data

33
Designing and plotting a curve using field data requires precise calculations and execution. A horizontal curve with a radius of 200 meters and an intersection angle of 20 degrees is established using the method of perpendicular offsets from the long chord. The long chord, which spans between the curve's endpoints, is calculated to be 69.46 meters in length. To maintain accuracy in plotting, intervals of 3 meters are selected along the chord.The engineer determines the offset distances for each...
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Design Example: Creating a Hydraulic Model of a Dam Spillway01:21

Design Example: Creating a Hydraulic Model of a Dam Spillway

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Scaled hydraulic models of dam spillways provide a practical way to replicate and study the intricate flow dynamics of these structures. Often built to a 1:15 ratio, these models allow for observing critical water behavior, such as velocity distribution, flow patterns, and energy dissipation.
207
Design Example: Designing Water Slide01:18

Design Example: Designing Water Slide

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When designing a water slide, controlling the speed of water flow is crucial for rider safety while maintaining an exciting experience. As water flows down the slide, gravity causes it to accelerate, with its speed at the bottom depending on the height from which it starts. The higher the slide, the more potential energy the water has at the top, which is converted into kinetic energy as it descends, increasing its speed.
Bernoulli's principle determines the water's velocity along the...
201
PD Controller: Design01:26

PD Controller: Design

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In automotive engineering, car suspension systems often employ Proportional Derivative (PD) controllers to enhance performance. PD controllers are utilized to adjust the damping force in response to road conditions. A controller, acting as an amplifier with a constant gain, demonstrates proportional control, with output directly mirroring input.
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
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Experimental Designs01:16

Experimental Designs

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An experimental design is a systematic process that allows researchers to evaluate the relationship between dependent and independent variables. There are three widely used types of experimental design - pre-experimental design, true experimental design, and quasi-experimental design. In pre-experimental design, the researcher compares the data before and after some interventions or treatments. The true-experimental design has more than one purposefully created group, a commonly measured...
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通过数据和视觉设计探针,从用户那里引发模型方向互动.

Anamaria Crisan, Maddie Shang, Eric Brochu

    IEEE transactions on visualization and computer graphics
    |October 16, 2023
    PubMed
    概括

    本研究介绍了数据和视觉设计探测器,以帮助用户在交互式机器学习 (IML) 系统中引导机器学习模型. 研究结果揭示了用户如何与视觉编码进行交互,以指导ML模型行为.

    科学领域:

    • 人与计算机的交互 (HCI)
    • 机器学习 (ML) 是指机器学习.
    • 数据可视化 数据可视化

    背景情况:

    • 交互式机器学习 (IML) 系统越来越普遍,使各种用户能够分析数据.
    • 在IML的一个关键挑战是将用户交互与视觉元素对齐,以有效地引导机器学习模型.
    • 现有的用户引导的ML模型转向方法需要进一步改进以实现直观的交互设计.

    研究的目的:

    • 探索使用数据和视觉设计探测器来获取IML接口内引导ML模型中的用户意图.
    • 了解用户交互模式与模型控制的视觉编码.
    • 在IML系统中识别影响用户交互选择的因素,包括不交互.

    主要方法:

    • 进行了一项诱导研究,涉及20名具有不同机器学习专业知识的数据分析师.
    • 采用数据和视觉设计探测器来收集用户对操纵机器学习模型的偏好.
    • 用户与视觉编码的交互被系统地记录和分析.

    主要成果:

    • 结果被总结为目标交互对,提供了对所需用户指导行动的见解.
    • 探测器的实用性通过将引起的相互作用与先前系统的相互作用进行比较来评估.
    • 确定了影响用户与视觉编码的关键因素,包括避免互动的原因.

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    结论:

    • 数据和视觉设计探测器是了解IML用户意图的宝贵工具.
    • 通过这些探测器收集的经验证据可以为开发更有效的IML原型提供信息.
    • 了解用户交互动态对于设计直观而强大的IML系统至关重要.