UAV Detection Based on the Variance of Higher-Order Cumulants

被引:0
|
作者
Hu, Nanzhou [1 ,2 ]
Yang, Jian [2 ,3 ]
Pan, Wensheng [1 ,2 ]
Xu, Qiang [1 ,2 ]
Shao, Shihai [1 ,2 ]
Tang, Youxi [1 ,2 ]
机构
[1] Univ Elect Sci & Technol China, Natl Key Lab Wireless Commun, Chengdu 611731, Peoples R China
[2] Lab Electromagnet Space Cognit & Intelligent Cont, Beijing 100191, Peoples R China
[3] Beijing Inst Technol, Sch Cyberspace Sci & Technol, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
Autonomous aerial vehicles; Radar detection; Costs; Acoustics; Radar; Sensors; Optical sensors; UAV detection; moving object detection; high-order cumulants; integrated sensing and communication; PERFORMANCE; IDENTIFICATION;
D O I
10.1109/TVT.2024.3370590
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Due to the popularity of unmanned aerial vehicles (UAVs), UAV detection technology has attracted considerable attention. The existing UAV detection methods either require additional equipment or spectrum costs, or have limited working scenarios, making them limited in widespread deployment for the security issues brought about by the explosive growth of drones. In order to widely deploy UAV detection for preventing civil UAVs, the detection based on existing densely distributed communication networks is a reliable method, i.e. integrated sensing and communication (ISAC). However, existing ISAC technologies still require the allocation of time-frequency resources to sensing. We propose a UAV detection method that can be used in existing transceivers and operate in parallel with communication and without consuming resources. UAV flights influence electromagnetic environments during signal propagation, and the proposed method detects UAVs based on the variance of high-order cumulants. In this paper, the principle of the method is deduced and proven, and the detection performance is analysed. Explicit expressions for the detection and false alarm probabilities are obtained, and the influencing factors are investigated. Finally, the feasibility of the proposed method is verified experimentally.
引用
收藏
页码:11182 / 11195
页数:14
相关论文
共 50 条
  • [41] A Method of High-Precision Signal Recognition Based on Higher-Order Cumulants and SVM
    Yang, Faquan
    Hao, Benjian
    Yang, Ling
    Han, Qipei
    2018 5TH INTERNATIONAL CONFERENCE ON SYSTEMS AND INFORMATICS (ICSAI), 2018, : 455 - 459
  • [42] Rolling Bearing Fault Diagnosis Based on Higher-order Cumulants and BP Neural Network
    Jiang, Liying
    Li, Qianqian
    Cui, Jianguo
    Xi, Jianhui
    2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 2664 - 2667
  • [43] Higher-order moments, cumulants, and spectra of continuous quantum noise measurements
    Haegele, Daniel
    Schefczik, Fabian
    PHYSICAL REVIEW B, 2018, 98 (20)
  • [44] Difference equations for the higher-order moments and cumulants of the INAR(1) model
    Da Silva, ME
    Oliveira, VL
    JOURNAL OF TIME SERIES ANALYSIS, 2004, 25 (03) : 317 - 333
  • [45] Probing Hydrodynamics in PbPb Collisions at 5.02 TeV with Higher-order Cumulants
    Dattamunsi, Aryaa
    21ST INTERNATIONAL CONFERENCE ON STRANGENESS IN QUARK MATTER, SQM 2024, 2025, 316
  • [46] Electrical Transients Monitoring via Higher-Order Cumulants and Competitive Layers
    Jose Gonzalez De La Rosa, Juan
    Moreno Munoz, Antonio
    PRZEGLAD ELEKTROTECHNICZNY, 2009, 85 (10): : 284 - 289
  • [47] Higher-order mesoscopic fluctuations in quantum wires:: Conductance and current cumulants
    Stenberg, Markku P. V.
    Sarkka, Jani
    PHYSICAL REVIEW B, 2006, 74 (03):
  • [48] BLIND EQUALIZATION USING HIGHER-ORDER CUMULANTS AND NEURAL-NETWORK
    MO, SM
    SHAFAI, B
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (11) : 3209 - 3217
  • [49] LOCATION AND MAGNITUDE OF PROBABILITY DENSITY MAXIMA FROM HIGHER-ORDER CUMULANTS
    RAE, AD
    ACTA CRYSTALLOGRAPHICA SECTION A, 1975, A 31 (MAY1): : 334 - 337
  • [50] ROBUST ESTIMATION OF 3RD-ORDER CUMULANTS IN APPLICATIONS OF HIGHER-ORDER STATISTICS
    NANDI, AK
    IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1993, 140 (06) : 380 - 389