在杂乱环境中对多个目标对象进行高效的推进抓取
Liangdong Wu1, Yurou Chen2, Zhengwei Li1
1School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China.
Frontiers in neurorobotics
|May 30, 2023
概括
这项研究介绍了一种高效的强化学习方法,用于机器人在混乱的环境中抓取. 该方法优化了对多个对象的推进和抓取动作,提高了效率,并使模拟到真实系统转移.
科学领域:
- 机器人和人工智能 机器人和人工智能
- 机器学习用于自主系统
背景情况:
- 在非结构化环境中智能机器人操纵需要自主认知和决策.
- 堆叠物体的杂乱场景对机器人抓取任务提出了重大挑战,特别是多个目标.
研究的目的:
- 为多个目标对象在杂乱的环境中提出一个高效的推力抓取方法,使用强化学习.
- 通过最大限度地减少推和抓动的总数来提高抓取效率.
主要方法:
- 开发了一种强化学习方法,考虑所有目标对象的状态,以优化推进动作.
- 对多个目标实施了面具融合,并定义了"可掌握的概率"概念.
- 设计了一种特定的奖励机制,用于多目标的推动抓取任务.
主要成果:
- 与现有方法相比,拟议的推力抓取方法在杂乱中的单个和多个目标对象中表现出优异的性能.
- 训练有素的政策成功地从模拟转移到一个真正的机器人系统,没有重新训练或微调.
结论:
- 这种新的基于强化学习的推进抓取策略有效地解决了在混乱环境中机器人操纵的挑战.
- 该方法从模拟到现实世界的概括能力突出了其实际适用性和效率.
相关概念视频
Collisions in Multiple Dimensions: Problem Solving
4.3K
In multiple dimensions, the conservation of momentum applies in each direction independently. Hence, to solve collisions in multiple dimensions, we should write down the momentum conservation in each direction separately. To help understand collisions in multiple dimensions, consider an example.
A small car of mass 1,200 kg traveling east at 60 km/h collides at an intersection with a truck of mass 3,000 kg traveling due north at 40 km/h. The two vehicles are locked together. What is the...
A small car of mass 1,200 kg traveling east at 60 km/h collides at an intersection with a truck of mass 3,000 kg traveling due north at 40 km/h. The two vehicles are locked together. What is the...
4.3K
Three-Dimensional Force System:Problem Solving
698
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...
698
Collisions in Multiple Dimensions: Introduction
5.5K
It is far more common for collisions to occur in two dimensions; that is, the initial velocity vectors are neither parallel nor antiparallel to each other. Let's see what complications arise from this. The first idea is that momentum is a vector. Like all vectors, it can be expressed as a sum of perpendicular components (usually, though not always, an x-component and a y-component, and a z-component if necessary). Thus, when the statement of conservation of momentum is written for a...
5.5K
Two-Dimensional Force System: Problem Solving
623
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...
623
Elastic Collisions: Case Study
14.2K
Elastic collision of a system demands conservation of both momentum and kinetic energy. To solve problems involving one-dimensional elastic collisions between two objects, the equations for conservation of momentum and conservation of internal kinetic energy can be used. For the two objects, the sum of momentum before the collision equals the total momentum after the collision. An elastic collision conserves internal kinetic energy, and so the sum of kinetic energies before the collision equals...
14.2K
Elastic Collisions: Introduction
13.0K
An elastic collision is one that conserves both internal kinetic energy and momentum. Internal kinetic energy is the sum of the kinetic energies of the objects in a system. Truly elastic collisions can only be achieved with subatomic particles, such as electrons striking nuclei. Macroscopic collisions can be very nearly, but not quite, elastic, as some kinetic energy is always converted into other forms of energy such as heat transfer due to friction and sound. An example of a nearly...
13.0K


