Citation: | WANG Lili, YANG Jie. A Collision Risk Model for Small UAVs Based on Velocity Random Distribution in Low-altitude Airspace[J]. Journal of Transport Information and Safety, 2022, 40(4): 64-70. doi: 10.3963/j.jssn.1674-4861.2022.04.007 |
[1] |
王智显, 张雁平, 詹雨飞. 面向低慢小无人机的SKDC-LDS技术[J]. 电子信息对抗技术, 2021, 36(3): 72-76+104. doi: 10.3969/j.issn.1674-2230.2021.03.015
WANG Z X, ZHANG Y P, ZHAN Y F. The soft-kill distributed coordination layer defense system technology for the low-slow-small drone[J]. Electronic Information Warfare Technology, 2021, 36(3): 72-76+104. (in Chiness) doi: 10.3969/j.issn.1674-2230.2021.03.015
|
[2] |
DURRANT H, ROY N, ABBEEL P. Unmanned aircraft collision avoidance using continuous-state POMDPs[C]. Robotics: Science and Systems VⅡ, Los Angeles, CA, USA: University of Southern California, 2011.
|
[3] |
TYAGI A, ZHANG Y, TOUSSAINT S, et al. Strategies to model system risk using UAS safety analysis model (USAM)[C]. 16th AIAA Aviation Technology, Integration, and Operations Conference, Dallas, TX, USA: AIAA, 2015.
|
[4] |
LANCOVS D, DMITRIJS H. Building, verifying and validating a collision avoidance model for unmanned aerial vehicles[J]. Procedia Engineering, 2017, 178(5): 155-161. http://www.sciencedirect.com/science/article/pii/S1877705817300826
|
[5] |
ZHANG Z Y, ZHANG J, WANG P, et al. Research on operation of UAVs in non-isolated airspace[J]. Computers, Materials & Continua, 2018, 57(1): 151-166. http://www.zhangqiaokeyan.com/academic-journal-foreign_other_thesis/0204112535702.html
|
[6] |
GAN X, WU Y, LIU P, et al. Dynamic collision avoidance zone modeling method based on UAV emergency collision avoidance trajectory[C]. 2020 IEEE International Conference on Artificial Intelligence and Information Systems(ICAⅡS), Fukuoka, Japan: IEEE, 2020.
|
[7] |
刘畅, 王宏伦, 姚鹏, 等. 面向空中威胁的无人机动态碰撞区建模与分析[J]. 北京航空航天大学学报, 2015, 41(7): 1231-1238. https://www.cnki.com.cn/Article/CJFDTOTAL-BJHK201507012.htm
LIU C, WANG H L, YAO P, et al. Modeling and analysis of dynamic collision region for UAV avoiding aerial intruders[J]. Journal of Beijing University of Aeronautics and Astronautics, 2015, 41(7): 1231-1238. (in Chiness) https://www.cnki.com.cn/Article/CJFDTOTAL-BJHK201507012.htm
|
[8] |
高俊杰. 无人机安全飞行风险评估研究[D]. 四川广汉: 中国民用航空飞行学院, 2018.
GAO J J. Safety flight risk assessment study of unmanned aircraft[D]. Guanghan, Sichuan: Civil Aviation Flight University of China, 2018. (in Chiness)
|
[9] |
贺强, 徐艺, 马尧. 基于FCM的无人机飞行安全风险评估[J]. 民航学报, 2018, 2(1): 31-34+21. https://www.cnki.com.cn/Article/CJFDTOTAL-MHXE201801009.htm
HE Q, XU Y, MA Y. UAS flight safety risk assessment based on fuzzy cognitive maps[J]. Journal Of Civil Aviation, 2018, 2 (1): 31-34+21. (in Chiness) https://www.cnki.com.cn/Article/CJFDTOTAL-MHXE201801009.htm
|
[10] |
杨新湦, 任治. 基于尾涡强度的无人机与民机纵向安全间隔评估研究[J]. 中国安全生产科学技术, 2018, 14(10): 64-69. https://www.cnki.com.cn/Article/CJFDTOTAL-LDBK201810010.htm
YANG X S, REN Z. Research on assessment of longitudinal safety separation between UAV and civil aircraft based on trailing vortex intensity[J]. Journal of Safety Science and Technology, 2018, 14(10): 64-69. (in Chiness) https://www.cnki.com.cn/Article/CJFDTOTAL-LDBK201810010.htm
|
[11] |
邓力. 无人机与民航客机碰撞概率研究[J]. 南京理工大学学报, 2019, 43(1): 122-128. https://www.cnki.com.cn/Article/CJFDTOTAL-NJLG201901017.htm
DENG L. Research of collision probability of unmanned aerial vehicles and civil airplane[J]. Journal of Nanjing University of Science and Technology, 2019, 43(1): 122-128. (in Chiness) https://www.cnki.com.cn/Article/CJFDTOTAL-NJLG201901017.htm
|
[12] |
潘卫军, 陈佳炀, 张智巍, 等. 管制空域内无人机与有人机侧向碰撞风险研究[J]. 计算机与现代化, 2020(3): 1-5. https://www.cnki.com.cn/Article/CJFDTOTAL-JYXH202003003.htm
PAN W J, CHEN J Y, ZHANG Z W, et al. Lateral collision risk evaluation between unmanned aerial vehicle and manned aircraft in controlled airspace[J]. Computer and Modernization. 2020(3): 1-5. (in Chiness) https://www.cnki.com.cn/Article/CJFDTOTAL-JYXH202003003.htm
|
[13] |
赵建华, 王华伟, 严晓婧, 等. 无人机与运输类飞机碰撞风险研究[J]. 舰船电子工程, 2021, 41(1): 26-29+76. doi: 10.3969/j.issn.1672-9730.2021.01.007
ZHAO J H, WANG H W, YAN X J, et al. Research on collision risk between drones and transport aircraft[J]. Ship Electronic Engineering 2021, 41(1): 26-29+76. (in Chiness) doi: 10.3969/j.issn.1672-9730.2021.01.007
|
[14] |
王莉莉, 阳杰. 基于位置误差概率模型的物流无人机安全间隔评估方法研究[J]. 中国安全生产科学技术, 2022, 18 (3): 184-192. https://www.cnki.com.cn/Article/CJFDTOTAL-LDBK202203028.htm
WANG L L, YANG J. Research on assessment method of safety separation for logistics UAVs based on position error probability model[J]. Journal of Safety Science and Technology, 2022, 18(3): 184-192. (in Chiness) https://www.cnki.com.cn/Article/CJFDTOTAL-LDBK202203028.htm
|
[15] |
高扬, 刘单单. 低空开放后终端区航空器碰撞风险模型研究[J]. 中国安全科学报, 2014, 24(6): 141-145. https://www.cnki.com.cn/Article/CJFDTOTAL-ZAQK201406024.htm
GAO Y, LIU D D. Research on model for aircrafts collision risk in terminal area after low altitude open[J]. China Safety Science Journla, 2014, 24(6): 141-145. (in Chiness) https://www.cnki.com.cn/Article/CJFDTOTAL-ZAQK201406024.htm
|
[16] |
赵建华. 考虑无人机运行的航空安全风险分析研究[D]. 南京: 南京航空航天大学, 2020.
ZHAO J H. Risk analysis of aviation safety considering UAV operation[D]. Nanjing: Nanjing University of Aeronautics and Astronautics, 2020. (in Chiness)
|
[17] |
姜黎黎, 王保国, 刘淑艳, 等. 人的可靠性研究中的定量分析方法及其评价[C]. 人-机-环境系统工程研究进展. 北京: 中国系统工程学会, 2005.
JIANG L L, WANG B G, LIU S Y, et al. Quantitative analysis method and its evaluation in human reliability research[C]. Progress in Human-Machine-Environmental Systems Engineering, Beijing: Systems Engineering Society of China, 2005. (in Chiness)
|
[18] |
钟若嵋, 文小航, 徐晨晨. 基于高分辨率模式的京津冀地区无人机航路风向风速模拟分析[J]. 地理科学进展, 2021, 40 (9): 1528-1539. https://www.cnki.com.cn/Article/CJFDTOTAL-DLKJ202109009.htm
ZHONG R M, WEN X H, XU C C. Simulation and analysis of wind speed and direction of unmanned aerial vehicle route in the Beijing-Tianjin-Hebei region based on high resolution model[J]. Progress in Geography, 2021, 40(9): 1528-1539. (in Chiness) https://www.cnki.com.cn/Article/CJFDTOTAL-DLKJ202109009.htm
|
[19] |
张宏宏, 甘旭升, 李昂, 等. 基于速度障碍法的无人机避障与航迹恢复策略[J]. 系统工程与电子技术, 2020, 42(8): 1759-1767. https://www.cnki.com.cn/Article/CJFDTOTAL-XTYD202008017.htm
ZHANG H H, GAN X S, LI A, et al. UAV obstacle avoidance and track recover strategy based on velocity obstacle method[J]. Systems Engineering and Electronics, 2020, 42 (8): 1759-1767. (in Chiness) https://www.cnki.com.cn/Article/CJFDTOTAL-XTYD202008017.htm
|
[20] |
史校川, 金镭, 王春生, 等. 美国军民用无人机系统事故案例分析[J]. 航空标准化与质量, 2017(3): 46-49. https://www.cnki.com.cn/Article/CJFDTOTAL-HKBZ201703012.htm
SHI X C, JIN L, WANG C S, et al. A case study of the accidents of UAVs used by The United States[J]. Aeronautic Standardization & Quality, 2017(3): 46-49. (in Chiness) https://www.cnki.com.cn/Article/CJFDTOTAL-HKBZ201703012.htm
|