China Safety Science Journal ›› 2025, Vol. 35 ›› Issue (8): 70-83.doi: 10.16265/j.cnki.issn1003-3033.2025.08.0813
• Safety engineering technology • Previous Articles Next Articles
ZHANG Honghai1(), TANG Sijia1, WAN Junqiang2,**(
)
Received:
2025-03-15
Revised:
2025-05-25
Online:
2025-08-28
Published:
2026-02-28
Contact:
WAN Junqiang
CLC Number:
ZHANG Honghai, TANG Sijia, WAN Junqiang. Research on collision risk of parallel air routes under autonomous aircraft operation[J]. China Safety Science Journal, 2025, 35(8): 70-83.
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URL: http://www.cssjj.com.cn/EN/10.16265/j.cnki.issn1003-3033.2025.08.0813
Table 1
Failure modes and CFP of pilots'cognitive behaviors in autonomous operations
飞行员行为 | 认知活动 | 认知功能 | 主要失效模式 | 基本概率 | 失误概率 | |||
---|---|---|---|---|---|---|---|---|
观察 | 解释 | 计划 | 执行 | |||||
观察飞行状况 | 观察 | √ | — | — | — | 错误辨识 | 0.070 000 0 | 0.004 480 0 |
评估可执行操作 | 计划 | — | * | √ | — | 不适当的计划 | 0.010 000 0 | 0.001 500 0 |
向管制报告获批 | 讨论 | — | √ | * | — | 决策失误 | 0.010 000 0 | 0.001 500 0 |
执行操作 | 执行 | * | — | * | √ | 动作方式错误 | 0.003 000 0 | 0.000 495 6 |
Table 2
Failure modes and CFP of air traffic controllers'cognitive behaviors in autonomous operations
管制员行为 | 认知活动 | 认知功能 | 主要失效模式 | 基本概率 | 失误概率 | |||
---|---|---|---|---|---|---|---|---|
观察 | 解释 | 计划 | 执行 | |||||
监视飞行动态 | 观察 | √ | — | — | — | 错误辨识 | 0.070 000 0 | 0.004 480 0 |
评估操作可行 | 诊断 | — | — | √ | — | 决策失误 | 0.010 000 0 | 0.000 500 0 |
提供支持指导 | 讨论 | — | * | √ | — | 决策失误 | 0.010 000 0 | 0.001 500 0 |
制定飞行计划 | 计划 | * | — | √ | — | 不适当的计划 | 0.010 000 0 | 0.001 140 0 |
实时发布指令 | 执行 | * | √ | — | √ | 动作方式错误 | 0.003 000 0 | 0.000 648 3 |
Table 6
Collision risk parameters
| | | | | | | Ex(s) |
---|---|---|---|---|---|---|---|
0.021 330 | 0.019 330 | 0.006 790 | 50.000 000 | 5.000 000 | 0.165 000 | 250.000 000 | 0.340 000 |
Ey(s) | Ez(s) | Ex(o) | Ey(o) | Ez(o) | | | |
0.260 000 | 0.000 000 | 0.010 000 | 0.010 000 | 0.001 000 | 450.000 000 | 5.000 000 | 120.000 000 |
| | | | R | HIFx | HIFy | HIFz |
120.000 000 | 1.500 000 | 0.043 000 | 0.570 000 | 0.016 140 | 0.001 440 | 0.000 432 | 0.005 040 |
Table 10
Lateral overlap probability based on integration of RNP, RSP and RCP with different performances
RNP类型 | PNy(Sy) | RSP类型 | PSy(Sy) | RCP类型 | PCy(Sy) |
---|---|---|---|---|---|
RNP 0.3 | 9.51×10-22 | RSP180 | 1.49×10-3 | RCP 10 | 1.10×10-19 |
RNP 1 | 1.46×10-7 | RSP240 | 1.60×10-3 | RCP 60 | 6.89×10-5 |
RNP 4 | 8.12×10-4 | RSP400 | 1.50×10-3 | RCP 120 | 8.12×10-4 |
RNP 12.6 | 1.62×10-3 | RSP760 | 1.01×10-3 | RCP 240 | 1.60×10-3 |
RNP 10 | 1.53×10-3 | — | — | RCP 400 | 1.50×10-3 |
RNP 20 | 1.20×10-3 | — | — | — | — |
Table 11
Longitudinal overlap probability based on integration of RNP, RSP and RCP with different performances
RNP类型 | PNx(Sx) | RSP类型 | PSx(Sx) | RCP类型 | PCx(Sx) |
---|---|---|---|---|---|
RNP 0.3 | 3.81×10-216 | RSP 180 | 3.23×10-6 | RCP 10 | 1.02×10-194 |
RNP 1 | 4.66×10-65 | RSP 240 | 3.23×10-6 | RCP 60 | 3.77×10-33 |
RNP 4 | 1.67×10-17 | RSP 400 | 3.65×10-6 | RCP 120 | 1.67×10-17 |
RNP 12.6 | 1.60×10-8 | RSP 760 | 2.67×10-5 | RCP 240 | 5.80×10-10 |
RNP 10 | 2.25×10-7 | — | — | RCP 400 | 3.88×10-7 |
RNP 20 | 7.58×10-6 | — | — | — | — |
Table 12
Vertical overlap probability based on integration of RNP, RSP and RCP with different performances
RNP类型 | PNz(Sz) | RSP类型 | PSz(Sz) | RCP类型 | PCz(Sz) |
---|---|---|---|---|---|
RNP 0.3 | 1.73×10-2 | RSP 180 | 1.69×10-3 | RCP 10 | 1.23×10-69 |
RNP 1 | 9.27×10-3 | RSP 240 | 4.79×10-3 | RCP 60 | 1.01×10-8 |
RNP 4 | 2.53×10-3 | RSP 400 | 1.27×10-2 | RCP 120 | 1.30×10-4 |
RNP 12.6 | 1.02×10-3 | RSP 760 | 1.73×10-2 | RCP 240 | 4.16×10-3 |
RNP 10 | 8.07×10-4 | — | — | RCP 400 | 1.26×10-2 |
RNP 20 | 5.08×10-4 | — | — | — | — |
[1] |
|
[2] |
|
[3] |
|
[4] |
杨新湦, 任治. 多随机因素影响下飞行间隔评估及冲突解脱阈值研究[J]. 安全与环境学报, 2018, 18(1):1-4.
|
|
|
[5] |
张兆宁, 余晟. 自由飞行下基于航空器定位误差修正的碰撞风险研究[J]. 安全与环境学报, 2017, 17(5):1633-1636.
|
|
|
[6] |
|
[7] |
|
[8] |
|
[9] |
叶博嘉, 薛奥林, 伍小元, 等. 管型航路中航空器自主运行模式[J]. 西南交通大学学报, 2020, 55(4):873-881.
|
|
|
[10] |
|
[11] |
|
[12] |
杨越, 张燕飞, 王建忠. 基于CREAM和贝叶斯网络的空管人误概率预测方法[J]. 中国安全生产科学技术, 2020, 16(3):37-43.
|
|
|
[13] |
郭云东, 孙有朝. 基于FBCREAM方法的飞机驾驶人因可靠性评估模型[J]. 科学技术与工程, 2021, 21(27):11843-11 849.
|
|
|
[14] |
吕宗平, 王松涛, 张兆宁. 基于CREAM和IDAC综合分析法的自由飞行下航空器碰撞风险评估[J]. 安全与环境工程, 2017, 24(1):111-114,120.
|
|
|
[15] |
刘继新, 曾逍宇, 冯思旭, 等. 基于改进CREAM扩展法的管制人员人因可靠性分析[J]. 安全与环境学报, 2018, 18(6):2246-2251.
|
|
|
[16] |
|
[17] |
张兆宁, 张晓燕, 李冬宾. 基于VOR导航的平行航路侧向碰撞率计算模型[J]. 交通运输工程学报, 2007, 7(3):21-24.
|
|
|
[18] |
张兆宁, 刘计民, 王莉莉. 基于CNS性能的平行航路纵向碰撞风险评估[J]. 西南交通大学学报, 2009, 44(6):918-925.
|
|
|
[19] |
左谛, 许有臣, 金开研. 基于航空器高度保持性能的风险碰撞模型优化[J]. 中国安全生产科学技术, 2020, 16(8):31-36.
|
|
|
[20] |
万俊强, 赵嶷飞. 基于CNS性能及人为因素的纵向碰撞风险研究[J]. 航空计算技术, 2017, 47(4):34-37,42.
|
|
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