人为因素和非技术技能:面向海上钻井作业的沉浸式模拟培训框架

R. Kiran, S. A. Naqavi, S. Salehi, C. Teodoriu
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引用次数: 2

摘要

人为因素被认为是造成油气钻井和其他作业相关事故的主要因素。海上油气作业涉及复杂的场景和决策,可能带来灾难性的后果。目前基于仿真的培训模块经常被批评缺乏针对人为因素和非技术技能的客观和有效的衡量标准。还需要包括增强海上钻井人员态势感知和决策的措施。在本研究中,我们提出了以人为中心的整体培训框架,并配备了评估技术来分析定制井控作业参与者的态势感知。在这项工作中使用的训练演习包括针对钻井中断和井涌检测场景定制的实时井控操作。评估方法包括眼动数据分析、问卷调查分析、检查表得分分析和沟通日志分析。在对每种技术进行单独分析后,开发了一个新的框架,对每种技术的结果进行三角测量,以提供全面的评估。参与者包括7组新手和1组专家。初步结果表明,情境意识与绩效之间存在显著差异。此外,在钻井平台的常规作业中,新手和专家的感知能力、综合能力和投射能力存在显著差异。眼动数据特征包括注视次数和注视时间,推断眼动结果可以代表被试的认知能力。此外,注视次数和持续时间结果与检查表得分高度相关。总体而言,本研究所采用的方法有可能为以人为本的培训框架和传统评估方法的改进开辟新的途径。此外,它还有助于理解海外专业人员的认知反应。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Human Factors and Non-Technical Skills: Towards an Immersive Simulation-Based Training Framework for Offshore Drilling Operations
Human factors are identified as the major contributor to oil and gas drilling and other operations related accidents. Offshore oil and gas operations involve complex scenarios and decision-making with potentially catastrophic consequences. The current simulation-based training modules are often criticized for their lack of objective and validated measures for human factors and non-technical skills. There is also a need to include measures for enhanced situational awareness and decision-making for the offshore drilling crew. In this study, we present holistic human-centered training framework equipped with assessment techniques to analyses situational awareness of partcipants in customized well-control operations. The training exercise used in this work included real-time well control operation customized for drilling break and kick detection scenarios. The assessment approach consisted of eye-tracking data analysis, questionnaire analysis, checklist score analysis, and communication log analysis. After individual analysis from each technique, a new framework was developed to triangulate results from each technique to provide a comprehensive assessment. The participants included seven group of novices and one group of experts. The preliminary results indicate significant differences between the situation awareness and performance of participants. Furthermore, there were observed notable differences between the perceptual, comprehensive, and projection ability of novices and experts in routine jobs on a drilling platform. The eye-tracking data features included fixation count and fixation duration, and it was inferred that eye-tracking results can be representative of cognitive abilities of the partcipants. Furthermore, the fixation count and duration results were highly correlated with the checklist scores. Overall, the adopted methodology in this study have potential to open new avenues for human- centered training framework and improvement in traditional assessment approach. Furthermore, it can also be helpful in understanding of cognitive responses of the offshore professionals.
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