相关实验视频
Updated: Sep 10, 2025

10:09
Operation of the Collaborative Composite Manufacturing CCM System
Published on: October 1, 2019
6.7K
在推进系统故障下对火星上升车辆的联合轨迹重新规划:基于学习的低最佳热启动方法
IEEE transactions on neural networks and learning systems
|August 21, 2025
概括
这项研究引入了一种用于在推进系统故障时重新规划火星上升轨迹的新方法. 这种方法通过快速优化飞行路径和轨道,提高计算效率来确保任务的成功.
科学领域:
- 航空航天工程
- 天体动力学
- 耐故障控制系统
背景情况:
- 火星登山车 (MAV) 任务面临着推进系统故障的风险.
- 传统的轨迹重新规划方法可能太慢,无法及时应对故障.
- 确保任务成功需要快速可靠的轨道调整.
研究的目的:
- 为发生推进系统故障的MAV开发非最佳联合轨迹重新规划 (SJTR) 方法
- 在飞行中出现异常后,改进轨道和轨道的速度和准确性.
- 提高MAV发射任务的稳定性,防止系统故障.
主要方法:
- 制定了对目标轨道和飞行轨迹的联合凸起优化问题.
- 应用于终端约束的惩罚系数,以确保遵守重新决定原则.
- 使用深度神经网络 (DNN) 开发了基于学习的热启动方案,以实现更快的融合和精确的轨道确定.
主要成果:
- 通过SJTR方法,可以简单快速地重新规划轨迹.
- 基于DNN的热启动方案显著提高了接近率和轨道类型的确定精度.
- 数字模拟证实了该方法对质量流量和特定冲动下降的可靠性.
- 与现有方法相比,至少提高了49.5%的计算效率.
结论:
- 拟议的SJTR方法是MAV发射任务的可靠和计算效率高的解决方案.
- 基于学习的热启动方案有效地提高了轨迹重新规划的性能.
- 这种方法提高了火星登陆任务的安全性和成功概率.
相关概念视频
Impact: Problem Solving
258
In an experiment conducted during a Mars mission, a rover propels a projectile with an initial velocity, and the projectile rebounds after colliding with the Martian surface. To ascertain the maximum height attained by the projectile after this collision, the known restitution coefficient and acceleration due to gravity are employed.
By designating the launch point as the origin and utilizing kinematic equations, the vertical component of the projectile's velocity at the point of impact is...
By designating the launch point as the origin and utilizing kinematic equations, the vertical component of the projectile's velocity at the point of impact is...
258
Torque Free Motion
564
The torque-free motion refers to the movement of a rigid body in space when no external torques are acting upon it. This type of motion can be observed in environments where there are no external forces or frictions, like in outer space. For example, a rotation of Mars in space is a torque-free motion. Mars is an axisymmetric object, meaning it has an axis of symmetry along which it rotates, designated as the z-axis. The rotating frame of reference is defined such that the center of mass of...
564
Relative Motion Analysis using Rotating Axes-Problem Solving
449
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...
449
One-Degree-of-Freedom System
555
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...
555
Equation of Motion: General Plane motion - Problem Solving
229
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...
229
Rocket Propulsion in Gravitational Field - II
2.4K
A rocket's velocity in the presence of a gravitational field is decreased by the amount of force exerted by Earth's gravitational field, which opposes the motion of the rocket. If we consider thrust, that is, the force exerted on a rocket by the exhaust gases, then a rocket's thrust is greater in outer space than in the atmosphere or on a launch pad. In fact, gases are easier to expel in a vacuum.
A rocket's acceleration depends on three major factors, consistent with the...
A rocket's acceleration depends on three major factors, consistent with the...
2.4K

