在充满障碍的环境中,用于球形机器人导航的预测控制
Ali Keymasi-Khalaji1, Parsa Mokhtari2, Fatemeh Bathaei2
1Department of Mechanical Engineering, Faculty of Engineering, Kharazmi University, P.O. Box 15719-14911, Tehran, Iran. keymasi@khu.ac.ir.
Scientific reports
|April 22, 2025
概括
本研究介绍了一种先进的预测控制算法,用于在复杂环境中导航的球形机器人. 它显著提高了运动性能,确保了更快的响应和可靠的避开障碍.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 控制系统工程 控制系统工程
- 人工智能的人工智能
背景情况:
- 球形机器人提供了独特的移动优势,但在障碍密集的环境中面临挑战.
- 现有的控制策略可能缺乏复杂的导航任务所需的灵活性和精度.
研究的目的:
- 为球形机器人引入和评估一个先进的预测控制算法.
- 提高导航性能,特别是在充满障碍的环境中.
- 建立一个新的算法,用于全面的运动控制球形机器人.
主要方法:
- 开发用于预测控制的复杂系统模型.
- 在未来的时间地平线上预测机器人的行为.
- 对阻碍导航的反线性化控制进行比较分析.
主要成果:
- 预测控制显著改善了运动性能,减少了响应时间.
- 观察到增强的融合能力和在障碍密集的环境中更大的弹性.
- 尽量减少控制错误,并实现快速汇聚到零.
结论:
- 预测控制有效地优化了球形机器人在具有挑战性的场景中的敏捷性和准确性.
- 提出的方法是第一个解决轨迹跟踪和避开障碍的方法,具有全球稳定性和最佳性能.
- 这种算法促进了球形机器人的开发,用于复杂的操作任务.
相关概念视频
Relative Motion Analysis using Rotating Axes-Problem Solving
370
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...
370
Rolling Resistance: Problem Solving
268
Rolling resistance, also known as rolling friction, is the force that resists the motion of a rolling object, such as a wheel, tire, or ball, when it moves over a surface. It is caused by the deformation of the object and the surface in contact with each other, as well as other factors like internal friction, hysteresis, and energy losses within the materials. Rolling resistance opposes the object's motion, requiring additional energy to overcome it and maintain movement. In practical...
268
Spherical Coordinates
9.8K
Spherical coordinate systems are preferred over Cartesian, polar, or cylindrical coordinates for systems with spherical symmetry. For example, to describe the surface of a sphere, Cartesian coordinates require all three coordinates. On the other hand, the spherical coordinate system requires only one parameter: the sphere's radius. As a result, the complicated mathematical calculations become simple. Spherical coordinates are used in science and engineering applications like electric and...
9.8K
Three-Dimensional Force System:Problem Solving
577
A three-dimensional force system refers to a scenario in which three forces act simultaneously in three different directions. This type of problem is commonly encountered in physics and engineering, where it is necessary to calculate the resultant force on the system, which can then be used to predict or analyze the behavior of the object or structure under consideration.
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
577
Bearings: Problem Solving
255
Understanding the calculations and concepts related to double-collar bearings is essential for engineers and designers to optimize the performance of these components in various applications. By analyzing the bearing under different conditions, one can ensure that it can withstand the forces and moments experienced during operation. This knowledge enables better decision-making when designing and selecting bearings for specific purposes and configurations. Consider a double-collar bearing with...
255
One-Degree-of-Freedom System
436
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...
436


