一种小型低成本农业机器人姿态测量装置的研制

IF 0.7 Q3 AGRICULTURE, MULTIDISCIPLINARY
Yufei Liu, Noboru Nogichi, K. Ishii
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引用次数: 4

摘要

本研究的目的是开发一种小尺寸、低成本的单元,为轻负荷、小尺寸、低成本的农业机器人应用提供姿态测量。姿态测量单元由一个电子控制单元(ECU)、一个陀螺仪和一个加速度计组成,在一个小型和低成本的IMU内。为了避免单个传感器测量的局限性,讨论了自适应互补滤波器和卡尔曼滤波器在传感器融合中的应用,并进行了比较。通过比较,卡尔曼滤波在防止角度漂移和保持动态特性方面具有明显的优势,特别是在动态运动方面。通过与高精度航空级光纤陀螺仪(FOG)的比较,结果表明卡尔曼滤波对静态角漂移的抑制达到了FOG的性能。在一系列的农场试验中,所研制的姿态测量单元的动态特性在次度水平上接近陀螺的性能。对于农业无人机、温室机器人、收获机械臂等轻型、小型、高性价比的农业机器人应用来说,这是一个可以接受的精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Development of a Small-sized and Low-cost Attitude Measurement Unit for Agricultural Robot Application
The objective of this study was to develop a small-sized and low-cost unit to provide attitude measurements for lightloaded, small-sized and cost effective agricultural robot application. The attitude measurement unit comprised an electronic control unit (ECU) and a gyroscope and an accelerometer within a small-sized and low-cost IMU. In order to avoid the measurement limitations of a single sensor, a self-adaptive complementary filter and a Kalman filter were discussed and compared for sensor fusion. By comparison, in respect of preventing angle drift and maintaining dynamic characteristics, the Kalman filter has the significant advantage, especially in dynamic motion. In the comparison with a highly precise aviation-level fiber optic gyroscope (FOG), the results showed that the static angle drift was restrained by Kalman filter which reached the performance of the FOG. And in the series of farm experiments, the dynamic characteristic of the developed attitude measurement unit is close to the FOG performance in the sub-degree level. This is an acceptable accuracy for light-loaded, small-sized and cost effective agricultural robot application such as agriculture drone, greenhouse robots, harvesting robot arm and so on.
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来源期刊
Journal of Agricultural Sciences
Journal of Agricultural Sciences AGRICULTURE, MULTIDISCIPLINARY-
CiteScore
1.80
自引率
0.00%
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