基于交互式圆柱形矢量教学优化算法的物联网服务的新型3D无人机路径规划
Xinghe Jiang1, Xuanyu Wu2, Zhifeng Zhang3
1State Key Laboratory of Public Big Data, Guizhou University, Guiyang 550025, China.
Sensors (Basel, Switzerland)
|April 26, 2025
概括
本研究介绍了一种新的算法,用于优化6G-IoT环境中的无人机 (UAV) 路径. 基于教学学习的交互式圆柱向量优化 (ICVTLBO) 算法有效地根据地形和通信需求规划无人机轨迹.
科学领域:
- 机器人技术和自主系统
- 无线通信无线通信
- 优化算法 优化算法
背景情况:
- 6G - 物联网 (IoT) 融合生态系统对无人机 (UAV) 路径规划提出了复杂的挑战.
- 静态环境需要平衡通信需求与地形限制,以实现无人机高效运行.
- 现有的路径规划方法与诸如地形高度波动和通信链路不稳定等不确定性作斗争.
研究的目的:
- 系统地研究无人机路径规划作为6G-IoT融合生态系统中的资源协调问题.
- 提出和评估一种新的算法,即基于教学学习的交互式圆柱向量优化 (ICVTLBO),用于智能轨迹优化.
- 在静态环境中应对不确定性挑战,包括地形变化和通信链路不稳定.
主要方法:
- 开发基于教学的交互式圆柱向量优化 (ICVTLBO) 算法,以圆柱坐标表示无人机轨迹点.
- 在ICVTLBO算法的教师和学习者阶段实施有针对性的交互策略.
- 使用CEC2022基准函数套件和真实数字高度模型 (DEM) 地图进行3D路径规划模拟,对ICVTLBO与经典和新型算法进行比较分析.
主要成果:
- ICVTLBO算法在解决 CEC2022 基准上的复杂优化问题的有效性和可靠性得到了证明.
- 使用从DEM地图中得出的各种地形场景进行的模拟表明,ICVTLBO显著优于其他方法.
- 拟议的算法成功地在复杂的静态3D环境中生成了高质量的无人机路径.
结论:
- 在具有挑战性的6G-IoT环境中,ICVTLBO算法为无人机路径规划提供了强大的解决方案.
- 该方法有效地处理与地形和通信链路相关的不确定性,这对于自主无人机操作至关重要.
- 与现有的算法相比,ICVTLBO提供了一种优越的方法来优化复杂静态环境中的无人机轨迹.
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
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
Centroid of a Body: Problem Solving
1.0K
The centroid of a body is a crucial concept in engineering and physics. Finding the centroid of a body can help determine its stability, its balance point, and even its design. In this context, consider a thin wire bent in the form of a quarter circular arc. Polar coordinates are used to calculate the centroid. The wire is first divided into small differential elements of a length equal to the radius multiplied by the differential angle.
The x-coordinates and y-coordinates of each element's...
The x-coordinates and y-coordinates of each element's...
1.0K
Equation of Motion: General Plane motion - Problem Solving
159
Consider a lawn roller with a mass of 100 kg, a radius of 0.2 meters, and a radius of gyration of 0.15 meters. A force of 200 N is applied to this roller, angled at 60 degrees from the horizontal plane. What will be the angular acceleration of the lawn roller?
The friction between the roller and the ground is characterized by two coefficients. The static friction coefficient is 0.15, while the kinetic friction coefficient is 0.1. These values are crucial in understanding the interaction between...
The friction between the roller and the ground is characterized by two coefficients. The static friction coefficient is 0.15, while the kinetic friction coefficient is 0.1. These values are crucial in understanding the interaction between...
159
Two-Dimensional Force System: Problem Solving
502
Solving problems related to two-dimensional force systems is an essential aspect of mechanics and engineering. By applying the principles of vector analysis and force equilibrium, one can determine the effect of multiple forces acting on an object in a two-dimensional space.
The first step to solving a two-dimensional force system problem is to draw a free-body diagram of the object under consideration. This diagram helps identify all the external forces acting on the object, including their...
The first step to solving a two-dimensional force system problem is to draw a free-body diagram of the object under consideration. This diagram helps identify all the external forces acting on the object, including their...
502
Turbulent Flow: Problem Solving
53
Carbonation is a process used to dissolve carbon dioxide gas in a liquid, commonly used in the production of carbonated beverages. Achieving efficient carbonation requires careful control of temperature, pressure, and flow conditions. By adjusting these parameters, carbonation efficiency can be maximized, producing a higher concentration of CO2 in the liquid.
Temperature is a key factor in CO2 solubility. In this case, the CO2 gas and the liquid are cooled to 20°C. Lower temperatures...
Temperature is a key factor in CO2 solubility. In this case, the CO2 gas and the liquid are cooled to 20°C. Lower temperatures...
53


