家庭服务机器人的导航,功耗最低
1Department of Artificial Intelligence, Zhuhai City Polytechnic College, Zhuhai, 519090, China. 195179265@qq.com.
Scientific reports
|October 14, 2025
概括
本研究介绍了家庭服务机器人的新型导航算法,在本地化,路径规划和避开障碍时显著降低了功耗. 实验结果证实,与现有方法相比,它的能量效率优越.
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
- 能源效率 能源效率 能源效率
背景情况:
- 家庭服务机器人需要高效的导航策略,以尽量减少运营功耗.
- 现有的导航算法往往缺乏在动态的室内环境中对能源效率的优化.
研究的目的:
- 为家庭服务机器人开发和验证低功耗导航系统.
- 增强机器人本地化,路径规划和避开障碍,以减少能源消耗.
主要方法:
- 基于几何关系和机器学习的机器人位置和角度定位的分析.
- 开发优化的路径规划算法,考虑节能原则.
- 实施动态避障策略,以实现节能航行.
主要成果:
- 与传统方法相比,拟议的方法在位置和角度定位方面实现了较低的功耗.
- 直接路径规划和现场旋转被认为比曲线路径更节能.
- 实验验证表明,在家庭环境中,DWA和TEB算法比DWA和TEB算法更高的能效.
结论:
- 这种新的导航算法为家庭服务机器人提供了显著的节能.
- 这些发现为开发更可持续的机器人系统提供了基础.
- 未来的工作可以进一步优化本地化,路径规划和导航,以提高能源效率.
相关概念视频
Indirect Motor Pathways
3.0K
The indirect motor or extrapyramidal pathways originate in the brainstem, the lower portion of the brain that connects it to the spinal cord. They consist of several distinct tracts, each with specialized functions. The four main tracts of the indirect motor pathways are the vestibulospinal tract, the reticulospinal tract, the tectospinal tract, and the rubrospinal tract.
The vestibulospinal tract originates in the vestibular nuclei of the brainstem. The vestibular system detects changes in...
The vestibulospinal tract originates in the vestibular nuclei of the brainstem. The vestibular system detects changes in...
3.0K
Direct Motor Pathways
4.1K
The direct motor pathways, also known as the pyramidal tracts, are a group of neural pathways that originate in the brain and descend through the spinal cord. They control the voluntary movement of the body. There are two major direct motor pathways: the corticospinal and the corticobulbar tracts.
The corticospinal tract is responsible for the voluntary movement of the limbs and trunk. It originates in the cerebral cortex of the brain and descends through the cerebrum's internal capsule and...
The corticospinal tract is responsible for the voluntary movement of the limbs and trunk. It originates in the cerebral cortex of the brain and descends through the cerebrum's internal capsule and...
4.1K
Motor Units
61.7K
A motor unit consists of two main components: a single efferent motor neuron (i.e., a neuron that carries impulses away from the central nervous system) and all of the muscle fibers it innervates. The motor neuron may innervate multiple muscle fibers, which are single cells, but only one motor neuron innervates a single muscle fiber.
61.7K
Motor Units
7.4K
The motor unit is a fundamental component of the neuromuscular system and plays a crucial role in coordinating muscle contractions. It consists of a somatic motor neuron, which connects and controls multiple skeletal muscle fibers, forming a single functional segment. The axon of the motor neuron branches out and establishes synaptic connections known as neuromuscular junctions with individual muscle fibers within the motor unit.
Motor units come in different sizes, with smaller units...
Motor units come in different sizes, with smaller units...
7.4K
Energy to Drive Translocation
2.7K
Mitochondrial protein import is powered by two distinct energy sources: ATP hydrolysis and electrochemical potential across the inner membrane. Newly synthesized precursors are bound by cytosolic chaperones of the Hsp70 family, which guide them to the import receptors on the mitochondrial surface. Utilizing the energy of ATP hydrolysis, Hsp70 chaperones transfer these precursors to the TOM receptors on the mitochondrial outer membrane.
Generally, polypeptides are unfolded by two distinct...
Generally, polypeptides are unfolded by two distinct...
2.7K
PD Controller: Design
622
In automotive engineering, car suspension systems often employ Proportional Derivative (PD) controllers to enhance performance. PD controllers are utilized to adjust the damping force in response to road conditions. A controller, acting as an amplifier with a constant gain, demonstrates proportional control, with output directly mirroring input.
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
622


