民机重着陆典型案例分析研究
Analysis of typical cases of heavy landing in civil aircraft
近十年来,民航飞机的重着陆事故引起了广泛关注,约1/3的民航飞机安全事故与着陆相关,其中重着陆事故几乎占着陆事故的1/5。重着陆不仅对飞机结构造成损害,严重时甚至会导致飞机毁坏或人员伤亡。然而,关于重着陆的统计数据仍不足。本研究通过定量标准、仿真分析和机器学习方法,系统研究了重着陆的判定标准及其对飞机结构的损伤模式,并通过对波音737、空客A320等主流机型过去十年内53起典型重着陆事故进行了详细统计与分析。研究结果表明,重着陆事故通常会对飞机的起落架、机身、机翼等关键部件造成不同程度的损伤;不同类型的重着陆事故对飞机结构的破坏程度差异显著。
In the past decade, approximately one-third of civil aviation safety incidents have been related to landing, with hard landings comprising one-fifth of these landing-related incidents. Hard landings not only damage aircraft structures but also can lead to aircraft destruction or loss of life in severe cases. However, statistical data on hard landings remain limited. This paper systematically analyzes hard landing criteria through a review of quantitative standards, simulation analysis, and machine learning techniques. It also conducts a statistical examination of 53 typical hard landing incidents of mainstream aircraft such as Boeing-737 and Airbus-A320 over the past decade, offering a detailed exploration of common structural damage patterns associated with hard landings. Results show that heavy landing incidents often cause damage of different degrees to the aircraft's landing gear, fuselage, wings, and other key components. Moreover, the extent of damage differs significantly among various types of heavy landing incidents.
| [1] |
Boeing. Aircraft maintenance manual Boeing 737 documentation [EB/OL]. (2016-11-02)[2024-12-01]. https://wtruib.ru/boeing_737/amm/. |
| [2] |
Boeing. 737 Flight crew operations manual [EB/OL]. (2021-06-15)[2024-12-01]. https://boredaviator.com/wp-content/uploads/2025/03/B737-300-FCOM-.pdf. |
| [3] |
Airbus. Airbus A320 A319/A320/A321 aircraft maintenance manual [EB/OL]. [2024-11-12]. https://manualzz.com/doc/32187428/airbus-a320-a319-a320-a321-aircraft-maintenance-manual#google_vignette. |
| [4] |
Wikipedia. Hard landing [EB/OL]. [2024-11-15]. https://en.wikipedia.org/wiki/Hard_landing. |
| [5] |
|
| [6] |
|
| [7] |
|
| [8] |
王帅, 马昊, 陈吉明. 多型重着陆的分析及建议[J]. 综合运输, 2024, 46(1): 125-133. |
| [9] |
|
| [10] |
蔡景, 蔡坤烨, 黄世杰. 基于实时监测参数的民用飞机重着陆预警方法[J]. 交通运输工程学报, 2022, 22(2): 298-309. |
| [11] |
|
| [12] |
郑磊, 池宏, 许保光, |
| [13] |
|
| [14] |
孙瑞山, 张思远, 汪磊. 基于统计过程控制的QAR数据风险预测方法[J]. 统计与决策, 2015(21): 33-36. |
| [15] |
|
| [16] |
汪磊, 孙瑞山, 吴昌旭, |
| [17] |
|
| [18] |
|
| [19] |
|
| [20] |
|
| [21] |
|
| [22] |
|
| [23] |
许桂梅, 黄圣国. 基于优化支持向量机的飞机重着陆智能诊断[J]. 计算机测量与控制, 2011, 19(2): 256-259. |
| [24] |
|
| [25] |
聂磊, 黄圣国, 舒平, |
| [26] |
|
| [27] |
曹海鹏, 舒平, 黄圣国. 基于神经网络的民用飞机重着陆诊断技术研究[J]. 计算机测量与控制, 2008, 16(7): 906-908. |
| [28] |
|
| [29] |
曹海鹏. B737重着陆诊断技术研究[D]. 南京: 南京航空航天大学, 2008. |
| [30] |
李波, 沈航. 飞机着陆下沉速度最大值的确定方法[J]. 应用力学学报, 2008, 25(1): 168-171. |
| [31] |
|
| [32] |
中国民用航空局. 运输类飞机适航标准: CAR-25-R4[S]. 北京: 中国民用航空局, 2016. |
| [33] |
Boeing. Boeing 747-400 aircraft maintenance manual[M]. Washington D.C., USA: Boeing Company, 2006. |
| [34] |
Airbus. Aircraft maintenance manual temporary revision[M]. Toulouse: Airbus, 2006. |
| [35] |
钱宇, 叶亮. 民航运输飞机重着陆研究综述[J]. 科学技术与工程, 2021, 21(31): 13211-13220. |
| [36] |
|
| [37] |
|
| [38] |
|
| [39] |
|
| [40] |
|
| [41] |
陈思, 孙有朝, 郑敏. 基于支持向量机的飞机重着陆风险预警模型[J]. 兵器装备工程学报, 2019, 40(9): 154-158. |
| [42] |
|
| [43] |
常文兵, 张佳宁, 周晟瀚. 基于支持向量机的飞机重着陆预测模型[J]. 飞机设计, 2017, 37(2): 19-22. |
| [44] |
|
| [45] |
许桂梅, 黄圣国. 基于多核支持向量机的飞机重着陆诊断[J]. 计算机工程, 2011, 37(10): 157-159. |
| [46] |
|
| [47] |
|
| [48] |
|
| [49] |
|
| [50] |
卢飞, 宋佳佳. 随机森林算法在擦机尾事件预测中的应用研究[J]. 安全与环境学报, 2024, 24(8): 3028-3035. |
| [51] |
|
| [52] |
于健, 董健康, 李佳. 基于神经网络的飞机着陆垂直载荷大诊断技术研究[J]. 中国民航飞行学院学报, 2010, 21(4): 16-18. |
| [53] |
|
| [54] |
初雪菲. 基于机器学习的民航重着陆诊断[D]. 上海: 华东师范大学, 2022. |
| [55] |
韩韶华. 基于机器学习的飞机重着陆预测研究[D]. 天津: 中国民航大学, 2021. |
| [56] |
|
| [57] |
|
| [58] |
|
| [59] |
SKYbrary Aviation Safety. A332, Caracas Venezuela, 2013 [EB/OL]. [2024-12-11]. https://skybrary.aero/accidents-and-incidents/a332-caracas-venezuela-2013. |
| [60] |
|
| [61] |
|
| [62] |
|
| [63] |
|
| [64] |
|
| [65] |
|
| [66] |
|
| [67] |
|
| [68] |
|
| [69] |
|
| [70] |
|
| [71] |
|
| [72] |
SKYbrary Aviation Safety. SU95, Moscow Sheremetyevo Russia, 2019 [EB/OL]. [2024-12-19]. https://skybrary.aero/accidents-and-incidents/su95-moscow-sheremetyevo-russia-2019. |
| [73] |
陈爽, 赵铭. 重着陆导致飞机机身前部结构损伤的力学分析[J]. 科技视界, 2014(23): 85- 85. |
| [74] |
|
| [75] |
|
| [76] |
|
| [77] |
|
| [78] |
|
/
| 〈 |
|
〉 |