Boiling Down Aviation Data: Development of the Aviation Data Distillery

S. Nixon, M. Augustin, Dennis Dunaway, D. Le
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Abstract

Army Aviation is one of the heaviest data consumers of all service branches, and is heavily reliant upon consistent data streams. Currently, a complex web of information systems contains the various pieces of data, which hinders not only the use of the existing data systems, but also the development of cutting-edge data consumers. The AVX Aircraft Company, under the direction of the U.S. Army Combat Capabilities Development Command Aviation and Missile Center, assembled a team from industry and academia with uniquely complimentary skills to prototype and showcase a centralized data analysis space and toolset. Team members from the Applied Research Laboratory at Penn State University developed a cloud-hosted integration environment, granting secure and compliant access to a variety of developers and other interested parties. PeopleTec, Inc. curated a comprehensive dataset from six different H-60 Blackhawk helicopters, including health and usage monitoring data, maintenance records, and flight recorder data. Researchers from the Institute for Materials, Manufacturing, and Sustainment at Texas Tech University set to work developing statistical data combinations and reductions, as well as interactive and novel visualizations of the above data and results. The final cloud-hosted toolset demonstrated the overwhelming value of the additional analysis capabilities a centralized data access portal could present to Army Aviation. The ability to rapidly draw conclusions from the alignment, refinement, and display of what are currently disparate data sources represents a massive opportunity to enhance the capability and reliability of units across U.S. Army Aviation.
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航空数据的提炼:航空数据蒸馏器的发展
陆军航空兵是所有服务分支中最大的数据消费者之一,并且严重依赖于一致的数据流。目前,一个复杂的信息系统网络包含了各种各样的数据,这不仅阻碍了现有数据系统的使用,也阻碍了前沿数据消费者的发展。AVX飞机公司在美国陆军作战能力发展司令部航空和导弹中心的指导下,组建了一个来自工业界和学术界的团队,具有独特的互补技能,以原型和展示集中的数据分析空间和工具集。来自宾夕法尼亚州立大学应用研究实验室的团队成员开发了一个云托管的集成环境,为各种开发人员和其他感兴趣的各方提供安全且兼容的访问。PeopleTec公司从六架不同的H-60黑鹰直升机中收集了一个综合数据集,包括健康和使用监测数据、维护记录和飞行记录器数据。来自德克萨斯理工大学材料、制造和维护研究所的研究人员着手开发统计数据的组合和减少,以及上述数据和结果的交互式和新颖的可视化。最终的云托管工具集展示了集中数据访问门户可能为陆军航空兵提供的额外分析能力的压倒性价值。从目前不同数据源的校准、细化和显示中快速得出结论的能力代表了提高美国陆军航空兵部队能力和可靠性的巨大机会。
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