相关实验视频
Updated: Jan 14, 2026

16:14
Trajectory Data Analyses for Pedestrian Space-time Activity Study
Published on: February 25, 2013
14.1K
K-M LLM-pro:以物理为导向的交叉模式适应细粒度的时空轨迹分类
Chenglong Ge1, Jing Zhang1, Jianping Du1
1The Information Engineering University, Zhenzhou, Henan, China.
PloS one
|October 21, 2025
概括
本研究介绍了K-M LLM-pro,这是一个使用物理和大型语言模型 (LLM) 增强时空轨迹分类的新框架. 它通过整合统计力学和动态建模来实现高精度,即使数据有限.
科学领域:
- 人工智能的人工智能
- 机器学习 机器学习
- 基于物理知识的人工智能
背景情况:
- 时空轨迹分类对于智能感知至关重要,但面临诸如弱特征分离能力和多式联运数据冲突等挑战.
- 现有的方法在有限的样本和异质的轨迹数据上扎,阻碍了强大的性能.
研究的目的:
- 提出K-M LLM-pro,一个以物理为导向的跨模式适应框架,以提高空间时间轨迹的理解.
- 解决轨迹分类方面的挑战,包括数据限制和特征表示.
主要方法:
- 使用克拉默斯-莫亚尔 (K-M) 系数和复制内核希尔伯特空间投影的物理信息提示工程.
- 动态补丁优化,结合差异最大化和莱普诺夫稳定性,用于异质轨迹建模.
- 具有参数效率扩展的双空间时空适配器 (优化了3.8%的参数).
主要成果:
- 在公共数据集 (Geolife,AIS) 上,K-M LLM-pro显著超过了最先进的模型.
- 即使在一些射击场景 (1%的培训数据) 中也能达到很高的分类准确度.
- 证明了复杂的时空动态的有效建模.
结论:
- K-M LLM-pro为复杂的时空动态建模提供了一个轻量级和有效的解决方案.
- 这项工作开创了将K-M系数作为可解释的统计先验集成到LLMs中的先驱.
- 该框架增强了对智能感知系统的轨迹理解.
相关概念视频
Orthogonal Trajectories
6
Orthogonal trajectories describe the geometric relationship between two families of curves that intersect each other at right angles. One illustrative case involves a family of parabolas that open sideways along the x-axis. These curves share a common shape but differ by a scaling parameter, resulting in a set of curves that all pass through the origin and widen at different rates.Determining Orthogonal TrajectoriesTo identify the orthogonal trajectories for these parabolas, the first step...
6
Relative Motion Analysis - Acceleration
810
A slider-crank mechanism 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. The movement of the slider-crank is an example of general plane motion as the fluctuating angle between the crank and the connecting rod. Consider a segment AB where point A is at the end of the slider and point B is on the diametrically opposite end to point A, on a crack. The variance in...
810
Absolute Motion Analysis- General Plane Motion
531
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...
531
Relative Motion Analysis using Rotating Axes
876
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...
876
Relative Motion Analysis using Rotating Axes - Acceleration
752
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. The absolute velocity of point B is determined by adding the absolute velocity of point A, the relative velocity of point B in the rotating frame, and the effects caused by the angular velocity within the rotating frame.
Time differentiation is...
Time differentiation is...
752
Relative Motion Analysis using Rotating Axes-Problem Solving
695
Consider a crane whose telescopic boom rotates with an angular velocity of 0.04 rad/s and angular acceleration of 0.02 rad/s2. Along with the rotation, the boom also extends linearly with a uniform speed of 5 m/s. The extension of the boom is measured at point D, which is measured with respect to the fixed point C on the other end of the boom. For the given instant, the distance between points C and D is 60 meters.
Here, in order to determine the magnitude of velocity and acceleration for point...
Here, in order to determine the magnitude of velocity and acceleration for point...
695

