系统工程与电子技术 ›› 2022, Vol. 44 ›› Issue (7): 2293-2301.doi: 10.12305/j.issn.1001-506X.2022.07.26
汤新民*, 郑鹏程
收稿日期:
2021-07-06
出版日期:
2022-06-22
发布日期:
2022-06-28
通讯作者:
汤新民
作者简介:
汤新民(1979—), 男, 教授, 博士, 主要研究方向为新一代空中交通管制自动化系统、先进场面活动引导与控制系统、无人机运行服务与交通管理系统|郑鹏程(1997—), 男, 硕士研究生, 主要研究方向为空管智能化技术
基金资助:
Xinmin TANG*, Pengcheng ZHENG
Received:
2021-07-06
Online:
2022-06-22
Published:
2022-06-28
Contact:
Xinmin TANG
摘要:
针对航路飞行阶段的航空器, 通过对比空间直角坐标系和大地坐标系的优劣, 采用大地坐标系表示航空器的位置; 基于大地坐标系, 将航空器的运动解耦成3个方向上的独立运动, 分别建立每个方向上的子模型; 使用交互式多模型(interacting multiple model, IMM)算法对航空器的航迹进行跟踪。仿真结果表明, 基于大地坐标系的IMM算法对于航空器有很好的轨迹追踪性能; 根据航空器末时状态及各个子模型的概率分布进行航空器的航迹短期外推, 基于大地坐标系的IMM算法的航迹外推性能优于基于空间直角坐标系的IMM算法的航迹外推性能。
中图分类号:
汤新民, 郑鹏程. 基于大地坐标系的IMM航空器短期航迹外推[J]. 系统工程与电子技术, 2022, 44(7): 2293-2301.
Xinmin TANG, Pengcheng ZHENG. IMM aircraft short-term track extrapolation based on geodetic coordinate system[J]. Systems Engineering and Electronics, 2022, 44(7): 2293-2301.
表1
IMM算法模型集"
序号 | 描述 |
1 | 经度方向的匀角速度运动模型 (constant angular velocity of L, CAVL) |
2 | 经度方向的“当前”运动模型 (current statistical of L, CSL) |
3 | 纬度方向的匀角速度运动模型 (constant angular velocity of B, CAVB) |
4 | 纬度方向的“当前”运动模型 (current statistical of B, CSB) |
5 | 高速方向上的零速运动模型 (constant height, CH) |
6 | 高度方向的“当前”运动模型 (current statistical of H, CSH) |
1 |
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2 |
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5 |
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6 |
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7 |
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PAN M M. Research on adaptive algorithms for highly maneuvering target tracking[D]. Xi'an: Xidian University, 2019. | |
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11 |
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|
12 | YE X F, ZHANG O Y, LI X Q, et al. Tracking algorithm for cruise missile based on IMM-Singer model[C]//Proc. of the 3rd International Conference on Advances in Materials, Machinery, Electronics, 2019, 2073(1): 020096. |
13 |
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|
14 | DUAN J M, LI L, REN L, et al. Grid map establishment and target tracking based on adaptive multi-feature matching method[C]//Proc. of the Control Conference, 2016: 4859-4864. |
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16 | 潘媚媚, 曹运合, 王宇, 等. 基于机动判别的变结构交互多模型跟踪算法[J]. 系统工程与电子技术, 2019, 41 (4): 730- 736. |
PAN M M , CAO Y H , WANG Y , et al. Variable structure interactive multi-model tracking algorithm based on maneuvering discriminant[J]. Systems Engineering and Electronics, 2019, 41 (4): 730- 736. | |
17 |
崔乃刚, 蔡李根, 荣思远. 基于有向图切换IMM-CKF高速滑翔目标跟踪算法[J]. 空天防御, 2020, 3 (3): 1- 8.
doi: 10.3969/j.issn.2096-4641.2020.03.001 |
CUI N G , CAI L G , RONG S Y . High-speed gliding target tracking algorithm based on digraph switching IMM-CKF[J]. Space Defense, 2020, 3 (3): 1- 8.
doi: 10.3969/j.issn.2096-4641.2020.03.001 |
|
18 |
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doi: 10.1109/JSTSP.2017.2726979 |
19 | LAN J , LI X R , MU C . Best model augmentation for variable-structure multiple-model estimation[J]. IEEE Trans.on Aerospace & Electronic Systems, 2011, 47 (3): 2008- 2025. |
20 |
PENG H , CHENG T , LI X . De-correlated unbiased sequential filtering based on best unbiased linear estimation for target tracking in Doppler radar[J]. Journal of Systems Engineering and Electronics, 2020, 31 (6): 1167- 1177.
doi: 10.23919/JSEE.2020.000089 |
21 |
HAN B , HUANG H Q , LEI L , et al. An improved IMM algorithm based on stsrckf for maneuvering target tracking[J]. IEEE Access, 2019, 7, 57795- 57804.
doi: 10.1109/ACCESS.2019.2912983 |
22 |
MA J , GUO X T . Combination of IMM algorithm and ASTRWCKF for maneuvering target tracking[J]. IEEE Access, 2020, 8, 143095- 143103.
doi: 10.1109/ACCESS.2020.3013561 |
23 |
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doi: 10.1088/1742-6596/1748/3/032017 |
24 |
HADAEGH M , KHALOOZADEH H . Modified switched IMM estimator based on autoregressive extended Viterbi method for maneuvering target tracking[J]. Journal of Systems Engineering and Electronics, 2018, 29 (6): 1142- 1157.
doi: 10.21629/JSEE.2018.06.04 |
25 |
汤新民, 李腾, 陈强超, 等. 基于交互式多模型的短期4D航迹预测[J]. 武汉理工大学学报(交通科学与工程版), 2020, 44 (1): 39- 45.
doi: 10.3963/j.issn.2095-3844.2020.01.008 |
TANG X M , LI T , CHEN Q C , et al. Short-term 4D trajectory prediction based on interactive multi-models[J]. Journal of Wuhan University of Technology(Transportation Science & Engineering), 2020, 44 (1): 39- 45.
doi: 10.3963/j.issn.2095-3844.2020.01.008 |
|
26 |
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doi: 10.3969/j.issn.1004-373X.2010.15.002 |
|
27 | 卢雨, 王海滨. 空基无源相干定位系统的机动目标跟踪算法[J]. 系统工程与电子技术, 2021, 43 (4): 875- 882. |
LU Y , WANG H B . Maneuvering target tracking algorithm for airborne passive coherent localization system[J]. Systems Engineering and Electronics, 2021, 43 (4): 875- 882. | |
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PENG D L , GUO Y F , XUE A K . An interacting multiple model algorithm for a 3D high maneuvering target tracking[J]. Control Theory and Applications, 2008, 25 (5): 831- 836. | |
31 | LIN D , WU Y M . Tracing and implementation of IMM Kalman filtering feed-forward compensation technology based on neural network[J]. Optik-International Journal for Light & Electron Optics, 2020, 202, 163574. |
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