相关实验视频
Updated: Jul 1, 2025

10:09
Operation of the Collaborative Composite Manufacturing CCM System
Published on: October 1, 2019
6.6K
对于机器人路径规划的A-Star算法的增强机器人运动块.
Raihan Kabir1, Yutaka Watanobe1, Md Rashedul Islam2
1Department of Computer Science and Engineering, University of Aizu, Aizu-Wakamatsu 965-8580, Japan.
Sensors (Basel, Switzerland)
|March 13, 2024
概括
本研究介绍了一个优化的机器人路径规划算法,使用自适应性成本函数来增强A星 (A*) 算法. 新方法显著减少了搜索节点和时间复杂性,以实现高效的机器人导航.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 人工智能的人工智能
- 计算机科学 计算机科学
背景情况:
- 机器人路径规划对于自主导航至关重要.
- 传统的A星 (A*) 算法在时间,空间和搜索节点方面存在局限性.
- 机器人运动块 (RMB) 的优化是提高路径规划效率的关键.
研究的目的:
- 提出一个优化的机器人运动块 (RMB),具有自适应性成本功能.
- 为了提高机器人路径规划的A星 (A*) 算法的性能.
- 为了减少搜索节点的数量和路径规划中的时间复杂性.
主要方法:
- 开发了一个自适应性成本函数,可以跟踪目标节点并调整移动成本.
- 整合了适应性成本函数与最佳人民币.
- 使用开源数据集进行了广泛的实验,其中包含各种网格图和节点集.
- 在模拟环境中使用机器人和激光雷达传感器数据进行了ROS实验.
主要成果:
- 与传统的A*算法相比,搜索节点减少了93.98%,时间复杂性提高了98.94%.
- 与最先进的算法保持可比的路径成本.
- 在模拟实验室环境中使用ROS和激光雷达数据显著提高了性能.
结论:
- 拟议的自适应性成本函数和最佳人民币显著提高了用于机器人路径规划的A*算法性能.
- 该方法为复杂的导航任务提供了强大而高效的解决方案.
- 通过广泛的实验和现实世界的模拟验证了有效性.
相关概念视频
Relative Motion Analysis using Rotating Axes-Problem Solving
402
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...
402
Planar Rigid-Body Motion
446
Understanding the movement of a rigid body in planar motion involves recognizing that every particle within this body is traversing a path that maintains a consistent distance from a specific plane. This concept is fundamental in the study of physics and mechanical engineering, and it allows us to comprehend better how objects move in space.
Planar motion is typically divided into three distinct categories. The first is rectilinear translation, demonstrated by a subway train that moves along...
Planar motion is typically divided into three distinct categories. The first is rectilinear translation, demonstrated by a subway train that moves along...
446
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
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
One-Degree-of-Freedom System
488
In mechanical engineering, one-degree-of-freedom systems form the basis of a wide range of electrical and mechanical components. Using these models, engineers can predict the behavior of various parts in a larger system, which gives them insight into how different forces interact with each other.
A one-degree-of-freedom system is defined by an independent variable that determines its state and behavior. One example of a one-degree-of-freedom system is a simple harmonic oscillator, such as a...
A one-degree-of-freedom system is defined by an independent variable that determines its state and behavior. One example of a one-degree-of-freedom system is a simple harmonic oscillator, such as a...
488
Kinematic Equations: Problem Solving
12.4K
When analyzing one-dimensional motion with constant acceleration, the problem-solving strategy involves identifying the known quantities and choosing the appropriate kinematic equations to solve for the unknowns. Either one or two kinematic equations are needed to solve for the unknowns, depending on the known and unknown quantities. Generally, the number of equations required is the same as the number of unknown quantities in the given example. Two-body pursuit problems always require two...
12.4K

