一种基于雷达粒子流动的群众运动分析方法
Li Zhang1, Lin Cao1,2, Zongmin Zhao1,2
1School of Information and Communication Engineering, Beijing Information Science and Technology University, Beijing 100101, China.
Sensors (Basel, Switzerland)
|March 28, 2024
概括
这项研究引入了一种新的雷达粒子流 (RPF) 方法,用于人群运动分析 (CMA). 该RPF技术准确地识别人群聚集和分散行为,在各种环境中增强公共安全.
科学领域:
- 公共安全技术技术
- 传感器数据分析数据分析
- 流体动力学类比 流体动力学类比
背景情况:
- 人群运动分析 (CMA) 对公共安全至关重要,有助于危险识别.
- 传统的视频监控与照明和视场深度等环境因素作斗争.
- 毫米波雷达为准确的距离和角度测量提供全天候能力,克服视频限制.
研究的目的:
- 通过使用雷达数据,提出一种强大的人群运动分析方法.
- 为了克服传统基于视频的群众分析的局限性.
- 准确地描述人群聚集,分散和正常运动状态.
主要方法:
- 从相邻的毫米波雷达点集中提取雷达粒子流 (RPF),使用光流.
- 定义一个"微源"概念来分析RPF载体的来源和目的地.
- 基于微源计数计算本地扩散潜力的计算,以表示人群移动状态.
主要成果:
- 拟议的RPF算法有效地分析了现实世界的场景中的人群运动.
- 该方法准确地识别了聚合,分散和群众的正常运动.
- 在现实世界验证中,准确率不低于88%.
结论:
- 雷达粒子流提供了一种可靠的方法来分析人群运动.
- 与传统的基于视频的方法相比,RPF方法提供了更高的性能,特别是在具有挑战性的条件下.
- 这项技术提高了监控和管理人群的能力,以提高公共安全.
相关概念视频
Eulerian and Lagrangian Flow Descriptions
1.4K
Fluid flow analysis is critical in many scientific and engineering disciplines, and two principal approaches are used to describe this flow: the Eulerian and Lagrangian methods. These methods offer different perspectives on monitoring and analyzing the motion of fluids, each with distinct advantages depending on the scenario.
The Eulerian method focuses on fixed points in space where fluid properties, such as velocity, pressure, and temperature, are observed as the fluid moves between these...
The Eulerian method focuses on fixed points in space where fluid properties, such as velocity, pressure, and temperature, are observed as the fluid moves between these...
1.4K
Relative Motion Analysis - Velocity
359
A stroke engine has a slider-crank mechanism that converts rotational motion from the crank into linear motion of the slider or vice versa. This mechanism consists of three main parts: the crank, the connecting rod, and the slider.
When an external force is exerted, it sets the crank into a rotational movement. This, in turn, instigates the motion of the connecting rod, leading to what is referred to as a general plane motion. This process involves two key points - point A on the connecting rod...
When an external force is exerted, it sets the crank into a rotational movement. This, in turn, instigates the motion of the connecting rod, leading to what is referred to as a general plane motion. This process involves two key points - point A on the connecting rod...
359
Absolute Motion Analysis- General Plane Motion
219
Visualize a drone, with its propellers spinning rapidly, hovering mid-air. The fascinating movements and operations of this drone can be comprehended by applying the principle of general plane motion.
As the drone's propellers rotate, an upward force is generated that counteracts the force of gravity, enabling the drone to lift off from the ground. This initial movement of the drone is along a straight path, representing a form of translational motion. In this phase, every point on the...
As the drone's propellers rotate, an upward force is generated that counteracts the force of gravity, enabling the drone to lift off from the ground. This initial movement of the drone is along a straight path, representing a form of translational motion. In this phase, every point on the...
219
Rapidly Varying Flow
60
Rapidly varying flow (RVF) in open channels is characterized by abrupt changes in flow depth over a short distance, with the rate of depth change relative to distance often approaching unity. These flows are inherently complex due to their transient and multi-dimensional nature, making exact analysis difficult. However, approximate solutions using simplified models provide valuable insights into their behavior.Key Features of Rapidly Varying FlowRVF is commonly observed in scenarios involving...
60
Relative Motion Analysis using Rotating Axes
460
Consider a component AB undergoing a linear motion. Along with a linear motion, point B also rotates around point A. To comprehend this complex movement, position vectors for both points A and B are established using a stationary reference frame.
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
460
Laminar Flow: Problem Solving
175
Laminar flow occurs when a fluid moves smoothly in parallel layers with minimal mixing and turbulence. In fluid mechanics, ensuring laminar flow within a pipe is essential for precise control of flow characteristics, especially in engineering applications. The key factor in determining whether flow remains laminar is the Reynolds number, a dimensionless quantity that depends on the fluid's velocity, density, viscosity, and the pipe's diameter. A Reynolds number of 2100 or lower...
175


