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从应力触觉传感器阵列进行三轴接触力估计的硬件实现:一种高效的设计方法
María-Luisa Pinto-Salamanca1,2, Wilson-Javier Pérez-Holguín1, José A Hidalgo-López2
1Programa de Doctorado en Ingeniería-Énfasis en Ingeniería Electrónica, Grupo GIRA, Universidad Pedagógica y Tecnológica de Colombia UPTC, Sogamoso 152211, Colombia.
Sensors (Basel, Switzerland)
|December 17, 2024
概括
这项研究引入了一种用于触觉感应的新型稀疏算法,大大降低了实时力估计的硬件要求. 这种高效的设计可以在低功耗触摸系统中实现更广泛的应用.
科学领域:
- 机器人和人工智能 机器人和人工智能
- 嵌入式系统设计 嵌入式系统设计
- 传感器技术 传感器技术
背景情况:
- 实时触觉传感需要高效的算法来实现硬件.
- 现有的多轴接触力估计方法往往是资源密集的.
- 稀疏的矩阵向量乘法提供了优化潜力.
研究的目的:
- 在FPGA上开发和实施一种稀疏的触觉算法.
- 为了减少面积,功耗和数据存储,用于硬件实现.
- 为了使正常应力触觉传感器阵列的有效的多轴接触力估计.
主要方法:
- 用了通用的稀疏矩阵向量乘法用于算法设计.
- 在现场可编程网关数组 (FPGA) 开发平台上实现了稀疏算法.
- 采用高级描述方法来实现硬件,并与非稀疏算法进行比较.
主要成果:
- 拟议的稀疏算法实现了平均力向量的计算时间为58.68 ms.
- 估计错误为12.6%的正常力和7.7%的接触力在10x10 taxel数组.
- 硬件实现证明了处理元素的4倍减少,并且不需要额外的内存.
结论:
- 开发的稀疏触觉传感硬件是可通用,可扩展和高效的.
- 这种方法显著减少了触觉传感系统的资源需求.
- 允许在低功耗触摸系统中扩展正常应力传感器的应用.
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