基于BP网络的空中交通管制运行品质评价

张建平; 胡明华; 吴振亚; 张瑞平

doi:10.3969/j.issn.0258-2724.2013.03.025

基于BP网络的空中交通管制运行品质评价

doi: 10.3969/j.issn.0258-2724.2013.03.025

基金项目:

国家科技支撑计划项目(2011BAH24B06)

国家软科学计划项目(2010GXS1B105)

民航科技项目(MHRDZ200815)

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- 文章访问数: 1645
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- PDF下载量: 497
- 被引次数: 0
出版历程
- 收稿日期: 2012-09-19
- 刊出日期: 2013-06-25

An Improved Integrated Evaluation Method on Operation Performance of Air Traffic Control Based on BP Network

摘要

摘要: 为改善空中交通管制运行品质综合评价方法,建立了包括空中交通流密度、运行安全性能、运行效率性能及管制员工作负荷的通用评价指标体系;基于BP(back propagation)网络模型给出了运行品质分类评价的人工智能方法.针对成都终端管制区域平行双跑道隔离运行模式,采集60个典型样本进行网络训练测试,确立了拓扑结构为12-7-5型的BP网络模型,并应用于对40个检验样本的分类评价.经与主成分分析法比对,2种综合评价方法所得出的评价结果基本一致.
- BP网络 /
- 空中交通管制 /
- 运行品质 /
- 综合评价 /
- 主成分分析法
Abstract: To improve the integrated evaluation on the operation performance of air traffic control, a general index system was established, including density of air traffic flow, safety performance, efficiency performance and workload of air traffic controller, and a classification evaluation method by means of artificial intelligence was presented on the basis of back propagation network model. Taking the Chengdu terminal area for example, under the condition of segregated operation on two parallel runways, a BP network model of 12-7-5 in topology was set up after 60 typical samples were collected for network training and test, and applied for classification evaluation for 40 exam samples. In comparison with another integrated evaluation method based on principal component analysis, both of the evaluation results were in agreement.
- back propagation network /
- air traffic control /
- operation performance /
- integrated evaluation /
- principal component analysis

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参考文献(17)

张建平,胡明华,刘卫东. 终端区空中交通管制运行品质综合评价[J]. 西南交通大学学报,2012,47(2): 341-347.ZHANG Jianping, HU Minghua, LIU Weidong. Integrated evaluation for operation performance of air traffic control in terminal area[J]. Journal of Southwest Jiaotong University, 2012, 47(2): 341-347.

张建平,鱼海洋,邹国良. 终端区空中交通管制运行品质评价因子研究[J]. 中国民航大学学报,2012,30(3): 18-21.ZHANG Jianping, YU Haiyang, ZOU Guoliang. Research on evaluation factors for operation performance of air traffic control in terminal area[J]. Journal of Civil Aviation University of China, 2012, 30(3): 18-21.

岳仁田,赵嶷飞,罗云. 空中交通拥挤判别指标的建[JP3]立与应用[J]. 中国民航大学学报,2008,26(3): 30-35.YUE Rentian, ZHAO Yifei, LUO Yun. Construction and application of congestion discrimination index for air traffic[J]. Journal of Civil Aviation University of China, 2008, 26(3): 30-35.

张进,胡明华,张晨. 空中交通管理中的复杂性研究[J]. 航空学报,2009,30(11): 2132-2142.ZHANG Jin, HU Minghua, ZHANG Chen. Complexity research in air traffic management[J]. Acta Aeronautica Et Astronautica Sinica, 2009, 30(11): 2132-2142.

张进,胡明华,张晨. 交叉航路空域的时隙可用性评估方法[J]. 西南交通大学学报,2010,45(6): 958-964.ZHANG Jin, HU Minghua, ZHANG Chen. Evaluation method for time-slot availability of crossing air route[J]. Journal of Southwest Jiaotong University, 2010, 45(6): 958-964.

ICAO. Doc9859-AN/474(2nd Edition)-2009 Safety [JP3]management manual (SMM)[S]. Montreal: ICAO, 2009.

ICAO. Doc9910 (1st Edition)-2008 Normal operations safety survey[S]. Montreal: ICAO, 2008.

[JP3]ICAO. Cir314-AN/178-2008 Threat and error management (TEM) in air traffic control[S]. Montreal: ICAO, 2008.

赵嶷飞,张亮. 航班延误统计指标体系及延误等级评估研究[J]. 交通运输工程与信息学报,2009,7(2): 9-15.ZHAO Yifei, ZHANG Liang. Research on the flight delay statistical index system and rating assessment[J]. Journal of Transportation Engineering and Information, 2009, 7(2): 9-15.

张静,徐肖豪,王飞,等. 基于模糊线性回归模型的机场延误性能评估[J]. 交通运输工程学报,2010,10(4): 109-114.ZHANG Jing, XU Xiaohao, WANG Fei, et al. Airport delay performance evaluation based on fuzzy linear regression model[J]. Journal of Traffic and Transportation Engineering, 2010, 10(4): 109-114.

张明,韩松臣. 基于可拓学的管制员工作负荷综合评价[J]. 南京航空航天大学学报,2008,40(6): 840-844.ZHANG Ming, HAN Songchen. Integrated evaluation of controller workload based on extenics[J]. Journal of Nanjing University of Aeronautics & Astronautics, 2008, 40(6): 840-844.

COLLET C, AVERTY P, DITTMAR A. Autonomic nervous system and subjective ratings of strain in air-traffic control[J]. Applied Ergonomics, 2009, 40(1): 23-32.

ICAO. Doc9426-AN/924(1st Edition)-1984 Air traffic service planning manual[S]. Montreal: ICAO, 1984.

闻新,周露,王丹力,等. MATLAB神经网络应用设计[M]. 北京:科学出版社,2000: 207-243.

何长虹,黄全义,申世飞,等. 基于BP神经网络的森林可燃物负荷量估测[J]. 清华大学学报:自然科学版,2011,51(2): 230-233.HE Changhong, HUANG Quanyi, SHEN Shifei, et al. Forest fuel loading estimates based on a back propagation neutral network[J]. Journal of Tsinghua University: Science and Technology, 2011, 51(2): 230-233.

柳忠起,袁修干,樊瑜波. 基于BP神经网络的飞行绩效评价模型[J]. 北京航空航天大学学报,2010,36(4): 403-406.LIU Zhongqi, YUAN Xiugan, FAN Yubo. Pilot performance evaluation model based on BP neural networks[J]. Journal of Beijing University of Aeronau-tics and Astronautics, 2010, 36(4): 403-406.

苏高利,邓芳萍. 论基于MATLAB语言的BP神经网络的改进算法[J]. 科技通报,2003,19(2): 130-135.SU Gaoli, DENG Fangping. On the improving backpropagation algorithms of the neural networks based on MATLAB language: a review[J]. Bulletin of Science and Technology, 2003, 19(2): 130-135.

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文章访问数: 1645
HTML全文浏览量: 65
PDF下载量: 497
被引次数: 0

基于BP网络的空中交通管制运行品质评价

doi: 10.3969/j.issn.0258-2724.2013.03.025

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出版历程

An Improved Integrated Evaluation Method on Operation Performance of Air Traffic Control Based on BP Network

计量

出版历程

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