基于改进的PPO,陆空两生物仿真机器人的全球路径规划
Weilai Jiang1,2, Jingwei Liu1,2, Wei Wang3
1The College of Artificial Intelligence and Robotics, Hunan University, Changsha 410082, China.
Biomimetics (Basel, Switzerland)
|January 27, 2026
概括
本研究介绍了用于陆空机器人的改进近接政策优化 (IPPO) 算法. 增强的框架使得在复杂的环境中,模式转换更顺,路径规划更有效.
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
- 控制系统 控制系统
背景情况:
- 两机器人面临导航挑战,因为陆地和空中模式之间的动力学不连续性.
- 非结构化的环境给自主系统带来了重大路径规划困难.
研究的目的:
- 为陆空两生物仿真机器人开发一个强大的全球路径规划算法.
- 改进模式转换期间的决策,提高勘探效率.
主要方法:
- 实施一个改进的近接政策优化 (IPPO) 框架.
- 整合一个Gated Recurrent Unit (GRU) 来捕获时间依赖.
- 使用奥恩斯坦-乌伦贝克 (OU) 噪声来产生稳定的动作.
- 将多头自我注意纳入价值网络,以优先考虑功能.
主要成果:
- 与标准PPO基线相比,拟议的IPPO算法表现出优异的性能.
- 在模拟中实现了更高的收速度和更好的路径平滑性.
- 在复杂的两航道规划场景中表现出更高的成功率.
结论:
- 增强的IPPO框架有效地解决了两机器人的路径规划挑战.
- 集成GRU和Self-Attention机制显著提高了导航能力.
- 这种方法为在具有挑战性的多领域环境中自主运行提供了有前途的解决方案.
相关概念视频
The Colonization of Land
37.6K
Changes in the environment of the early Earth drove the evolution of organisms. As prokaryotic organisms in the oceans began to photosynthesize, they produced oxygen. Eventually, oxygen saturated the oceans and entered the air, resulting in an increase in atmospheric oxygen concentration, known as the oxygen revolution approximately 2.3 billion years ago. Therefore, organisms that could use oxygen for cellular respiration had an advantage. More than 1.5 years ago, eukaryotic cells and...
37.6K
Path Between Thermodynamics States
4.0K
Consider the two thermodynamic processes involving an ideal gas that are represented by paths AC and ABC in Figure 1:
4.0K
Mean free path and Mean free time
5.1K
Consider the gas molecules in a cylinder. They move in a random motion as they collide with each other and change speed and direction. The average of all the path lengths between collisions is known as the "mean free path."
5.1K
Behavior of Gas Molecules: Molecular Diffusion, Mean Free Path, and Effusion
31.3K
Although gaseous molecules travel at tremendous speeds (hundreds of meters per second), they collide with other gaseous molecules and travel in many different directions before reaching the desired target. At room temperature, a gaseous molecule will experience billions of collisions per second. The mean free path is the average distance a molecule travels between collisions. The mean free path increases with decreasing pressure; in general, the mean free path for a gaseous molecule will be...
31.3K
Interference: Path Lengths
2.2K
Consider two sources of sound, that may or may not be in phase, emitting waves at a single frequency, and consider the frequencies to be the same.
Two special sources may be considered when they are in phase. This can be easily achieved by feeding the two sources from the same source. An example would be synchronizing the two speakers by feeding them with the same source, such as the sound waves produced by a tuning fork. This setup ensures that the two sources have the same frequency and are...
Two special sources may be considered when they are in phase. This can be easily achieved by feeding the two sources from the same source. An example would be synchronizing the two speakers by feeding them with the same source, such as the sound waves produced by a tuning fork. This setup ensures that the two sources have the same frequency and are...
2.2K
Global Climate Change
28.9K
Throughout its ~4.5 billion year history, the Earth has experienced periods of warming and cooling. However, the current drastic increase in global temperatures is well outside of the Earth’s cyclic norms, and evidence for human-caused global climate change is compelling. Paleoclimatology, the study of ancient climate conditions, provides ample evidence for human-caused global climate change by comparing recent conditions with those in the past.
28.9K


