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评估数据挖掘方法在避免飞机偏离跑道以提高安全性和减少负面环境影响方面的贡献。

Assessing the Contribution of Data Mining Methods to Avoid Aircraft Run-Off from the Runway to Increase the Safety and Reduce the Negative Environmental Impacts.

机构信息

MicroStep-MIS, Čavojského 1, 841 04 Bratislava, Slovakia.

Department of Astronomy, Physics of the Earth, and Meteorology, Comenius University in Bratislava, Mlynská dolina 842 48, 4 Bratislava, Slovakia.

出版信息

Int J Environ Res Public Health. 2020 Jan 28;17(3):796. doi: 10.3390/ijerph17030796.

DOI:10.3390/ijerph17030796
PMID:32012840
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7037421/
Abstract

The Single Europe Sky Air Traffic Management Research (SESAR) program develops and implements innovative technological and operational solutions to modernize European air traffic management and to eliminate the negative environmental impacts of aviation activity. This article presents our developments within the SESAR Solution "Safety Support Tools for Avoiding Runway Excursions". This SESAR Solution aims to mitigate the risk of runway excursion, to optimize airport operation management by decreasing the number of runway inspections, to make chemical treatment effective with respect to the environment, and to increase resilience, efficiency and safety in adverse weather situations. The proposed approach is based on the enhancement of runway surface condition awareness by integrating data from various sources. Dangerous windy conditions based on Lidar measurements are also discussed as another relevant factor in relation to runway excursions. The paper aims to explore four different data mining methods to obtain runway conditions from the available input data sources, examines their performance and discusses their pros and cons in comparison with a rule-based algorithm approach. The output of the SESAR Solution is developed in compliance with the new Global Reporting Format of the International Civil Aviation Organization for runway condition description to be valid from 2020. This standard is expected to provide concerned stakeholders with more precise information to enhance flight safety and environmental protection.

摘要

单一欧洲天空空中交通管理研究(SESAR)计划开发和实施创新的技术和运营解决方案,以实现欧洲空中交通管理的现代化,并消除航空活动对环境的负面影响。本文介绍了我们在 SESAR 解决方案“避免跑道偏离的安全支持工具”中的开发工作。该 SESAR 解决方案旨在降低跑道偏离的风险,通过减少跑道检查次数来优化机场运营管理,使化学处理在环境方面更有效,并在恶劣天气条件下提高弹性、效率和安全性。所提出的方法基于通过整合来自各种来源的数据来增强对跑道表面状况的了解。还讨论了基于激光雷达测量的危险大风条件,作为与跑道偏离有关的另一个相关因素。本文旨在探索四种不同的数据挖掘方法,从可用的输入数据源中获取跑道状况,检查它们的性能,并与基于规则的算法方法进行比较,讨论各自的优缺点。SESAR 解决方案的输出是根据国际民用航空组织的新全球报告格式开发的,用于描述跑道状况,自 2020 年起生效。该标准有望为相关利益相关者提供更准确的信息,以提高飞行安全和环境保护。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0e13/7037421/6c5bbe083f7a/ijerph-17-00796-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0e13/7037421/848cc6429982/ijerph-17-00796-g0A1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0e13/7037421/54696f2e543f/ijerph-17-00796-g0A2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0e13/7037421/49e4cf286dc8/ijerph-17-00796-g0A3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0e13/7037421/6c5bbe083f7a/ijerph-17-00796-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0e13/7037421/848cc6429982/ijerph-17-00796-g0A1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0e13/7037421/54696f2e543f/ijerph-17-00796-g0A2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0e13/7037421/49e4cf286dc8/ijerph-17-00796-g0A3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0e13/7037421/6c5bbe083f7a/ijerph-17-00796-g001.jpg

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引用本文的文献

1
Improving Aviation Safety through Modeling Accident Risk Assessment of Runway.通过对跑道事故风险评估进行建模,提高航空安全性。
Int J Environ Res Public Health. 2020 Aug 21;17(17):6085. doi: 10.3390/ijerph17176085.

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