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A Workflow Model for Human-Automation using IMPRINT

机译:使用印记的人机自动化工作流程模型

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The Navy's Littoral Combat Ships were designed to be relatively small surface vessels for operations near a littoral shore theater. These ships were envisioned to be a highly automated, networked, agile, stealthy surface combatant capable of defeating anti-access and asymmetric threats in the littorals with minimum manpower. To date, however, some of these ships have experienced significant engineering and propulsion plant failures that impacted mission accomplishment and were attributable, at least in part, to under staffing and over scheduling the human component of the automation-human operational environment. The critical human components on the Littoral Combat Ship are bridge and engine room staffing. Since the engineering plant has been the source of most major failures to date, this project sought to develop an engine room staffing and scheduling model for the Littoral Combat Ship class given a stated set of minimum mission objectives when operating under normal conditions - called "Condition Ⅲ Underway Steaming", which is used as the basis for official Navy manning calculations, and to provide recommendations for improved automation-human modeling. A survey of the crew of several LCS ships was conducted and the results were analyzed using exploratory data analysis and multiple joint correspondence analysis. Results of the survey analysis were applied to the design of a joint physical-cognitive-automation workflow analysis of critical procedures and failure modes as they map to four dimensions: fatigue, watch and maintenance tasking, and automation-human interface. Workflow analysis results were then simulated in an IMPRINT model of a typical watch period, and the results were evaluated against the four dimensions of the survey. The project validated that the four dimensions analyzed are indeed worthy of consideration in manpower models, and that IMPRINT has the potential, with a few modifications, to model joint physical-cognitive-automation workflows as an improvement to the current manpower-only models used in Navy ship design by accounting for human factors.
机译:海军的沿海作战船只被设计为相对较小的表面船舶,用于沿岸岸剧院附近的操作。这些船舶被设想是一种高度自动化,网络,敏捷的隐身表面战斗人员,能够以最小的人力击败沿海的防止和不对称威胁。然而,迄今为止,其中一些船舶经历了显着的工程和推进工厂的失败,这些工厂的失败影响了使命成就,并且至少部分地部分地归于人员配置和安排自动化人体运营环境的人为组成部分。沿海战斗船上的批判性人物是桥梁和发动机室的人员配置。由于迄今为止的工程工厂是大多数重大故障的来源,这一项目试图为在正常情况下运行时的最低任务目标集合时,该项目寻求开发出于型号战斗船级的发动机室的人员配置和调度模式。 Ⅲ正在进行蒸汽“,被用作官方海军曼宁计算的基础,并为改进的自动化人体建模提供建议。对几艘LCS船舶的船员进行了调查,并使用探索性数据分析和多个联合对应分析进行了分析结果。调查分析的结果应用于关键程序和故障模式的联合物理认知自动化工作流程分析,因为它们映射到四个维度:疲劳,观察和维护任务以及自动化人员界面。然后在典型手表期间的压印模型中模拟工作流程分析结果,并评估结果对调查的四个维度。该项目验证了分析的四个维度确实值得在人力模型中考虑,并且该印记具有模拟联合物理认知自动化工作流程的潜力,以改进用于当前使用的人力的模型海军船舶设计通过占人为因素。

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