Sekizuka Ryota, Ito Masaru, Saiki Seiji, Yamazaki Yoichiro, Kurita Yuichi
Graduate School of Engineering, Hiroshima University, Hiroshima, Japan.
Kobelco Construction Machinery Co., Ltd., Hiroshima, Japan.
Front Robot AI. 2020 Jan 9;6:142. doi: 10.3389/frobt.2019.00142. eCollection 2019.
We developed a system to evaluate the skill of operating a hydraulic excavator. The system employs a remotely controlled (RC) excavator and virtual reality (VR) technology. We remodeled the RC excavator so that it can be operated in the same manner as a real excavator and proceeded to measure the excavator's state. To evaluate the skill of operating this system, we calculated several indices from the data recorded during excavation work and compared the indices obtained for expert and non-expert operators. The results revealed that it is possible to distinguish whether an expert or non-expert is operating the RC excavator. We calculated the same indices from the data recorded during excavation with a real excavator and verified that there exists a high correlation between the indices of the RC excavator and those of the real excavator. Thus, we confirmed that the indices of the real excavator and those of the simulator exhibited similar trends. This suggests that it is possible to partly evaluate the operation characteristics of a real excavator by using an RC excavator with different dynamics compared with a real excavator.
我们开发了一个用于评估液压挖掘机操作技能的系统。该系统采用了遥控(RC)挖掘机和虚拟现实(VR)技术。我们对遥控挖掘机进行了改造,使其能够以与真实挖掘机相同的方式操作,并开始测量挖掘机的状态。为了评估操作该系统的技能,我们从挖掘工作期间记录的数据中计算了几个指标,并比较了专家和非专家操作员获得的指标。结果表明,可以区分是专家还是非专家在操作遥控挖掘机。我们从真实挖掘机挖掘期间记录的数据中计算了相同的指标,并验证了遥控挖掘机的指标与真实挖掘机的指标之间存在高度相关性。因此,我们确认真实挖掘机的指标和模拟器的指标呈现出相似的趋势。这表明,通过使用与真实挖掘机具有不同动力学特性的遥控挖掘机,可以部分评估真实挖掘机的操作特性。