DIODEM - 一个多样化的惯性和光学数据集的动态链运动
Simon Bachhuber1, Dustin Lehmann2, Ive Weygers3
1Leibniz Universität Hannover, Institute of Mechatronic Systems, Hannover, 30167, Germany. simon.bachhuber@fau.de.
Scientific data
|July 23, 2025
概括
本研究介绍了DIODEM,这是一个用于惯性运动跟踪 (IMT) 挑战的新数据集. 它提供同步的光学和惯性数据,以改善IMT算法开发.
科学领域:
- 生物力学 生物力学
- 机器人技术 机器人技术 机器人技术
- 传感器融合式传感器
背景情况:
- 惯性运动跟踪 (IMT) 面临着巨大的挑战,比如没有磁力计的传感和运动工件.
- 现有的算法需要对这些联合挑战进行严格的评估,使用准确的地面真相数据.
研究的目的:
- 介绍DIODEM,一个新的,全面的数据集,旨在系统评估IMT算法.
- 通过解决关键技术挑战,促进开发强大的IMT解决方案.
主要方法:
- 从五段运动链 (KC) 收集了46分钟的同步光学和惯性数据.
- 使用了20个标记器和10个惯性测量单元 (IMU),包括附着在泡上的传感器来模拟运动工件.
- 包含多种关节类型 (1D,2D,3D) 和动力学配置 (手臂,步态).
- 包括各种各样的动作:随机运动,选择和放置任务和步行模式.
主要成果:
- DIODEM数据集提供了一个机械控制的设置,具有已知的动力学.
- 它系统地包括运动工件,并支持稀疏感应场景.
- 该数据集涵盖了各种关节类型和全面的运动多样性.
结论:
- DIODEM能够系统地研究单个和组合的IMT挑战.
- 该数据集将促进生物力学,人机交互和自主系统的算法开发.
相关概念视频
Relative Motion Analysis using Rotating Axes
536
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...
536
Kinematic Equations - II
10.8K
The second kinematic equation expresses the final position of an object in terms of its initial position, the distance traveled with the initial constant velocity, and the distance traveled due to a change in velocity. Similar to the first kinematic equation, this equation is also only valid when the acceleration is constant throughout the motion of an object.
Suppose a car merges into freeway traffic on a 200 m long ramp. If its initial velocity is 10 m/s and it accelerates at 2 m/s2, then the...
Suppose a car merges into freeway traffic on a 200 m long ramp. If its initial velocity is 10 m/s and it accelerates at 2 m/s2, then the...
10.8K
Kinematic Equations - III
8.6K
The first two kinematic equations have time as a variable, but the third kinematic equation is independent of time. This equation expresses final velocity as a function of the acceleration and distance over which it acts. The fourth kinematic equation does not have an acceleration term and provides the final position of the object at time t in terms of the initial and final velocities. This equation is useful when the value of the constant acceleration is unknown.
Using the kinematic equations,...
Using the kinematic equations,...
8.6K
Inertial Frames of Reference
7.4K
Newton’s first law is usually considered to be a statement about reference frames. It provides a method for identifying a special type of reference frame: the inertial reference frame. In principle, we can make the net force on a body zero. If its velocity relative to a given frame is constant, then that frame is said to be inertial. So, by definition, an inertial reference frame is a reference frame where Newton's first law holds valid. Newton's first law applies to objects with...
7.4K
Kinematic Equations - I
12.0K
When an object moves with constant acceleration, the velocity of the object changes at a constant rate throughout the motion. The kinematic equations of motions are derived for such cases where the acceleration of the object is constant. The first kinematic equation gives an insight into the relationship between velocity, acceleration, and time. We can see, for example:
12.0K
Absolute Motion Analysis- General Plane Motion
273
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...
273


