系统工程与电子技术 ›› 2025, Vol. 47 ›› Issue (5): 1385-1394.doi: 10.12305/j.issn.1001-506X.2025.05.01
• 电子技术 •
阎潇, 王青平, 胡卫东, 朱虹宇, 王超
收稿日期:
2024-03-08
出版日期:
2025-06-11
发布日期:
2025-06-18
通讯作者:
王青平
作者简介:
阎潇 (2000—), 男, 硕士研究生, 主要研究方向为智能电子对抗与评估、机器学习基金资助:
Xiao YAN, Qingping WANG, Weidong HU, Hongyu ZHU, Chao WANG
Received:
2024-03-08
Online:
2025-06-11
Published:
2025-06-18
Contact:
Qingping WANG
摘要:
针对无人机集群在有限通信资源约束下的协同干扰资源分配问题, 提出一种基于椋鸟迁徙的干扰资源动态分配算法。设计基于椋鸟迁徙原理的无人机自编组机制, 在较低的信息传输条件下, 具有较好的实时干扰决策效果, 极大缓解无人机集群内通信资源紧缺的问题。仿真结果表明, 在雷达中威胁场景下, 所提方法在保证干扰效果的条件下相较遗传算法和改进蚁群算法分别有88%和84.4%的通信信息量降低。在雷达高威胁场景下, 所提方法较遗传算法和遗传-蚁群算法降低了60.75%的信息传输需求的同时, 仍然具有88.75%和85.64%的干扰效果。
中图分类号:
阎潇, 王青平, 胡卫东, 朱虹宇, 王超. 基于椋鸟迁徙的干扰资源动态分配方法[J]. 系统工程与电子技术, 2025, 47(5): 1385-1394.
Xiao YAN, Qingping WANG, Weidong HU, Hongyu ZHU, Chao WANG. Dynamic interference resource allocation method based on starling migration[J]. Systems Engineering and Electronics, 2025, 47(5): 1385-1394.
表1
干扰下不同CFAR体制检测概率表达式"
CFAR体制 | 多干扰目标下检测概率Pd |
CA-CFAR | |
GO-CFAR | |
SO-CFAR | |
OS-CFAR |
表2
组网雷达融合规则"
融合规则 | 检测概率 |
AND规则 | |
秩K规则 | |
OR规则 |
1 |
ZHOU P , YAN Q B , WANG K H , et al. Jamsa: a utility optimal contextual online learning framework for anti-jamming wireless scheduling under reactive jamming attack[J]. IEEE Trans.on Network Science and Engineering, 2020, 7 (3): 1862- 1878.
doi: 10.1109/TNSE.2019.2955464 |
2 |
XU H , ZHANG J H , SUN Z Q , et al. Event-based wireless tracking control for a wheeled mobile robot against reactive jamming attacks[J]. IEEE Trans.on Control of Network Systems, 2023, 10 (4): 1925- 1936.
doi: 10.1109/TCNS.2023.3256265 |
3 |
FAN C Q , BAO S J , LI B , et al. Joint resource allocation for dynamic cellular-enabled UAVs communication[J]. IET Communications, 2020, 14 (18): 3161- 3168.
doi: 10.1049/iet-com.2019.1121 |
4 |
MIAO J S , ZHENG Z Y . Cooperative jamming for secure UAV-enabled mobile relay system[J]. IEEE Access, 2020, 8, 48943- 48957.
doi: 10.1109/ACCESS.2020.2980242 |
5 | 罗秦琪. 基于群体智能算法的无人机集群任务规划技术研究[D]. 成都: 电子科技大学, 2021. |
LUO Q Q. Research on mission planning technology of UAV swarm based on swarmintelligence algorithm[D]. Chengdu: University of Electronic Science and Technology of China, 2021. | |
6 | 张大琳, 孔令讲. 面向组网雷达干扰任务的多干扰机资源联合优化分配方法[J]. 雷达学报, 2021, 10 (4): 595- 606. |
ZHANG D L , KONG L J . Joint optimal allocation method of multi-jammer resource for netted radar jamming task[J]. Journal of Radars, 2021, 10 (4): 595- 606. | |
7 | 饶宁, 许华, 蒋磊, 等. 基于多智能体深度强化学习的分布式协同干扰功率分配算法[J]. 电子学报, 2022, 50 (6): 1319- 1330. |
RAO N , XU H , JIANG L , et al. Distributed cooperative interference power allocational gorithm based on multi-agent deep reinforcement learning[J]. Journal of Electronics, 2022, 50 (6): 1319- 1330. | |
8 | 文猛, 王俊毅, 胡汭, 等. 美军数据链最新发展及趋势研究[J]. 军事通信技术, 2016, 37 (4): 86- 91. |
WEN M , WANG J Y , HU N , et al. Research on the latest development and trend of US military data link[J]. Military Communication Technology, 2016, 30 (4): 86- 91. | |
9 |
YAO C H , TIAN H , WANG C , et al. Joint optimization of control and communication in autonomous UAV swarms: challenges, potentials, and framework[J]. IEEE Wireless Communications, 2021, 28 (5): 28- 35.
doi: 10.1109/MWC.011.2100036 |
10 | YAO Z X , LI M , CHEN Z X , et al. Mission decision-making method of multi-aircraft cooperatively attacking multi-target based on game theoretic framework[J]. Chinese Journal of Aviation, 2016, 1 (6): 1685- 1694. |
11 |
BARBOY B , LOMES A , PERKALSKI E . Cell-averaging CFAR for multiple-target situations[J]. IEE Proceedings F (Communications, Radar and Signal Processing), 1986, 133 (2): 176- 186.
doi: 10.1049/ip-f-1.1986.0028 |
12 |
LU D J , WANG X , WU X T , et al. Adaptive allocation strategy for cooperatively jamming netted radar system based on improved cuckoo search algorithm[J]. Defence Technology, 2023, 24 (6): 285- 297.
doi: 10.3969/j.issn.2214-9147.2023.06.021 |
13 |
徐源, 王红卫, 陈游, 等. 多波束干扰系统雷达干扰资源优化分配方法[J]. 火力与指挥控制, 2015, 40 (5): 74- 78.
doi: 10.3969/j.issn.1002-0640.2015.05.018 |
XU Y , WANG H W , CHEN Y , et al. Optimization allocation method of radar jamming resources in multi-beam jamming system[J]. Fire and Command Control, 2015, 40 (5): 74- 78.
doi: 10.3969/j.issn.1002-0640.2015.05.018 |
|
14 | WANG Q P, YAN X, LIU F, et al. An optimal allocation method for cooperative jamming resources based on multi-agent genetic algorithm[C]//Proc. of the 2nd International Confe-rence on Frontiers of Electronics Information and Computation Technologies, 2022: 128-135. |
15 | 陈璞, 严飞, 刘钊, 等. 通信约束下异构多无人机任务分配方法[J]. 航空学报, 2021, 42 (8): 313- 326. |
CHEN P , YAN F , LIU Z , et al. Task allo-cation method for heterogeneous multi-UAVs under communication constraints[J]. Acta Aeronautica et Astronautica Sinica, 2021, 42 (8): 313- 326. | |
16 |
饶宁, 许华, 齐子森, 等. 基于最大策略熵深度强化学习的通信干扰资源分配方法[J]. 西北工业大学学报, 2021, 39 (5): 1077- 1086.
doi: 10.3969/j.issn.1000-2758.2021.05.019 |
RAO N , XU H , QI Z , et al. Allocation method of communication interference resource based on deep reinforcement learning of maximum policy entropy[J]. Journal of Northwestern Poly-technical University, 2021, 39 (5): 1077- 1086.
doi: 10.3969/j.issn.1000-2758.2021.05.019 |
|
17 |
张养瑞, 李云杰, 李曼玲, 等. 间歇采样非均匀重复转发实现多假目标压制干扰[J]. 电子学报, 2016, 44 (1): 46- 53.
doi: 10.3969/j.issn.0372-2112.2016.01.008 |
ZHANG Y R , LI Y J , LI M L , et al. Intermittent sampling nonuniform repeated forwarding achieves multi-false target suppression interference[J]. Journal of Electronics, 2016, 44 (1): 46- 53.
doi: 10.3969/j.issn.0372-2112.2016.01.008 |
|
18 | 尧泽坤. 对雷达网的协同干扰资源分配技术研究[D]. 长沙: 国防科技大学, 2021. |
YAO Z K. Research on cooperative interference resource allocation technology for radar network[D]. Changsha: National University of Defense Technology, 2021. | |
19 | WU Z D , HU S L , LUO Y S , et al. Optimal distributed cooperative jamming resource allocation for multi-missile threat sce nario[J]. IET Radar, Sonar & Navigation, 2022, 16 (1): 113- 128. |
20 |
YU Y B , YANG C Y , DENG Q X , et al. Memristive network-based genetic algorithm mand its application to image edge detection[J]. Journal of Systems Engineering and Electronics, 2021, 32 (5): 1062- 1070.
doi: 10.23919/JSEE.2021.000091 |
21 |
SIMEON L , MIRIAM L . A bird's migration decoded[J]. Nature, 2021, 591 (7849): 203- 204.
doi: 10.1038/d41586-021-00510-4 |
22 | 乔治·帕里西. 随椋鸟飞行: 复杂系统的奇境[M]. 文铮, 译. 北京: 新星出版社, 2022. |
GIOR P. Flying with starlings: a wonderland of complex systems[M]. WEN Z, trans. Beijing: Xinxing Publishing House, 2022. | |
23 | VIGANTS V , KEISS O , DINSBERGS I , et al. Migration strategies, performance and annual activity budget in a short-distance migrant, the common starling sturnus vulgaris[J]. Journal of Avian Biology, 2023, 1 (5): e03080. |
24 |
YAO Z K , TANG C B , WANG C , et al. Cooperative jamming resource allocation model and algorithm for netted radar[J]. Electronics Letters, 2022, 58 (22): 834- 836.
doi: 10.1049/ell2.12611 |
25 |
SRIN N , KALYANMOY D . Muiltiobjective optimization using nondominated sorting in genetic algorithms[J]. Evolutionary Computation, 1994, 2 (3): 221- 248.
doi: 10.1162/evco.1994.2.3.221 |
26 | 杨文晋, 李永东, 王洪广, 等. 采用多准则决策分析的高功率微波源多目标优化设计[J]. 西安交通大学学报, 2023, 57 (6): 74-85, 94. |
YANG W J , LI Y D , WANG H G , et al. Multi-objective optimization design of highpower microwave source based on multi-criteria decision analysis[J]. Journal of Xi'an Jiaotong University, 2023, 57 (6): 74-85, 94. | |
27 |
KAUFMAN A , MADAN M G . Introduction to fuzzy arithmetic, theory and applications[J]. Mathematics of Computation, 1986, 47 (176): 762- 763.
doi: 10.2307/2008199 |
28 |
NING J X , NIU Y , JI D L , et al. An im-proved multi-objective ant colony optimization algorithm based on sub-problems dynamic subtraction[J]. Software Engineering and Applications, 2020, 9 (6): 467- 474.
doi: 10.12677/SEA.2020.96054 |
29 | LOC X N , YAN K T , TRI N D , et al. Dependency tasks off loading and communication resource allocation in collaborative UAVs networks: a meta-heuristic approach[J]. IEEE Internet of Things Journal, 2022, 10 (10): 9062- 6076. |
30 |
ANDRZEJ Z K , MATEUSZ S . Uncertainty assessment of the vertically-resolved cloud amount for joint cloudsat CALIPSO radar lidar observations[J]. Remote Sensing, 2021, 13 (4): 807.
doi: 10.3390/rs13040807 |
31 | ERMAKOV S , MSEMENCH D N . Genetic global optimization algorithms[J]. Communications in Statistics: Simulation & Computation, 2022, 51 (4): 1503- 1512. |
32 | YAN X, WANG Q P, WANG Y Q, et al. Distributed coope-rative jamming task allocation algorithm based on improved multi-pheromone ant colony algorithm[C]//Proc. of the 4th International Conference on Computer, Big Data and Artificial Intelligence, 2023: 47-55. |
33 |
纪慧颖, 潘明海, 张元时, 等. 基于遗传-蚁群融合算法的干扰资源分配方法[J]. 系统工程与电子技术, 2023, 45 (7): 2098- 2107.
doi: 10.12305/j.issn.1001-506X.2023.07.20 |
JI H Y , PAN M H , ZHANG Y S , et al. Interference resource allocation method based on genetic-ant colony fusion algorithm[J]. Systems Engineering and Electronics, 2023, 45 (7): 2098- 2107.
doi: 10.12305/j.issn.1001-506X.2023.07.20 |
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