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Velocity and Position by Graphical Method01:34

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Velocity and position can be calculated from the known function of acceleration as a function of time. The total area under the acceleration-time graph and the velocity-time graph gives the change in velocity and position, respectively. In the case of an airplane, its acceleration is tracked using the inertial navigation system. The pilot provides the input of the airplane's initial position and velocity before takeoff. The inertial navigation system then uses the acceleration data to...
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The Anchoring-and-Adjustment Heuristic01:25

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In order to make good decisions, we use our knowledge and our reasoning. Often, this knowledge and reasoning is sound and solid. However, sometimes, we are swayed by biases or by others manipulating a situation. For example, let’s say you and three friends wanted to rent a house and had a combined target budget of $1,600. The realtor shows you only very run-down houses for $1,600 and then shows you a very nice house for $2,000. Might you ask each person to pay more in rent to get the...
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Position Vectors01:29

Position Vectors

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A position vector is a fundamental concept in mathematics that helps determine the position of one point with respect to another point in space. It is a vector that describes the direction and distance between two points. Position vectors are highly useful in the field of math and science, as they help represent spatial relationships and make calculations easier.
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Anchoring Junctions01:03

Anchoring Junctions

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Anchoring junctions are multiprotein complexes that help cells connect to other cells and the extracellular matrix. Anchoring junctions are present on the lateral and basal surfaces of cells, providing strong and flexible connections. Focal adhesions are often formed due to cell interactions with the ECM substrata, which initiate signal transduction via kinase cascades and other mechanisms. Together, they provide stability and tissue integrity. There are three types of anchoring junctions:...
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Dot Product: Problem Solving01:21

Dot Product: Problem Solving

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The dot product is a powerful tool in problem-solving involving vectors, given that the dot product of two vectors is the product of their magnitudes and the cosine of the angle between them measured anti-clockwise. Solving problems involving the dot product requires understanding its properties and developing a step-by-step process to solve them. Here are the main steps to follow when solving any general problem involving the dot product:
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Three-Dimensional Force System01:30

Three-Dimensional Force System

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In mechanical engineering, a three-dimensional force system is a system of forces acting in three dimensions, with forces applied along the x, y, and z coordinate axes. The three-dimensional force system is an important concept in mechanical engineering, as it allows engineers to understand and analyze the behavior of objects and structures in three dimensions. By understanding the forces acting on a system, engineers can design more efficient and effective mechanical systems that can withstand...
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相关实验视频

Updated: Jul 24, 2025

Installation Method to Enhance Quality Control for Fiber Reinforced Polymer Spike Anchors
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Installation Method to Enhance Quality Control for Fiber Reinforced Polymer Spike Anchors

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一个数据驱动的因子图模型用于基于的定位.

Ana Moragrega1, Carles Fernández-Prades1

  • 1Centre Tecnològic de Telecomunicacions de Catalunya (CTTC/CERCA), 08860 Castelldefels, Barcelona, Spain.

Sensors (Basel, Switzerland)
|July 8, 2023
PubMed
概括

一个新的因子图 (FG) 模型提高了基于的定位精度. 这种数据驱动的方法优于传统的最小平方和商业超宽带系统,在各种场景中改进了本地化.

科学领域:

  • 机器人和传感器网络
  • 信号处理和通信 信号处理和通信

背景情况:

  • 准确的定位对于自主系统和传感器网络至关重要.
  • 像最小平方和商业超宽带 (UWB) 系统这样的现有方法在某些场景中存在局限性.
  • 贝叶斯式方法为开发先进定位模型提供了灵活的框架.

研究的目的:

  • 开发一个数据驱动的因子图 (FG) 模型,用于精确的基定位.
  • 创建一个混合系统,集成贝叶斯定位的数据和建模.
  • 评估拟议模型的性能与现有的算法和商业系统相比.

主要方法:

  • 利用因子图 (FG) 模型,基于测量已知的结点的距离计算目标位置.
  • 采用贝叶斯观点,为特定技术和场景定制定位模型.
  • 整合了加权几何稀释精度 (WGDOP) 度量来评估测量错误和网络几何学的影响.
  • 使用来自IEEE 802.15.4 UWB传感器网络的模拟和真实数据进行测试的算法.

主要成果:

  • 与最小平方方法相比,基于FG的算法显示出更高的定位精度.
  • 拟议的方法在各种测试的场景中超过了基于UWB的商业定位系统.
  • 在不同的结几何形状和传播条件中观察到性能改进.
关键词:
基于的定位定位基于的定位.信念的传播和传播.一个因子图的图表.横向转移的情况精确度的权衡几何稀释.有权重的最小平方.

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结论:

  • 数据驱动的因子图模型为基于的定位提供了强大而准确的解决方案.
  • 这种混合的贝叶斯式方法比传统方法具有显著的优势.
  • 无线传感器技术是增强无线传感器网络本地化的一个有希望的方向.