Learning Curves of Harvester Operators in a Simulator Environment

Forests Pub Date : 2024-07-23 DOI:10.3390/f15081277
K. Polowy, Dariusz Rutkowski
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Abstract

Simulator training helps provide safe and cost-effective training for operators of modern forestry machines that require high motor skills, constant concentration, and proper planning. The aim of the study was to analyze the learning curves of the trainees in order to determine the period during which most development takes place. In this study, 11 trainees were trained on a John Deere harvester simulator for approximately 15 h each. In each case, a clear learning curve could be identified, despite high inter- and intra-person variability. Effective time showed a steady decrease during training, with a group minimum at the end of training (1.25 min). Crane tip distance per tree dropped rapidly in the first 3–4 h, followed by a more gradual decrease to reach a minimum of 23.8 m. Crane control showed a significant increase from an initial 0.63 to a maximum of 0.8 by the 9th hour of training. A number of crane functions used simultaneously increased more rapidly to almost a maximum value (1.8) already in the 5th hour. The individual curves for each trainee were highly variable, showing a wide range of values and shapes. In conclusion, most personal development occurs during the first phase of simulator training, which typically takes approximately 9–10 h. It is important to consider significant inter-personal variability and tailor the duration of simulator training to individual needs.
收割机操作员在模拟环境中的学习曲线
模拟器培训有助于为现代林业机械的操作人员提供安全、经济的培训,这些机械需要高超的运动技能、持续的注意力和正确的规划。这项研究的目的是分析受训者的学习曲线,以确定发展最快的时期。在这项研究中,11 名学员在约翰迪尔收割机模拟器上接受了每人约 15 小时的培训。在每种情况下,尽管人与人之间和人与人之间的差异很大,但都能发现一条清晰的学习曲线。有效时间在培训过程中稳步减少,在培训结束时达到最小值(1.25 分钟)。每棵树的鹤嘴距离在最初的 3-4 小时内迅速下降,随后逐渐下降,最低达到 23.8 米。同时使用的起重机功能数增加得更快,在第 5 个小时就几乎达到了最大值(1.8)。每个学员的个人曲线变化很大,显示出不同的数值和形状。总之,大部分的个人发展都发生在模拟器培训的第一阶段,通常需要大约 9-10 小时。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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