A Fixed-Lag Smoothing Interactive Multiple Model Tracking and Interception System for Maneuvering Target

被引:2
作者
Zeb, Nadia [1 ]
Hameed, Gul [1 ]
Manzoor, Sajjad [2 ]
Ullah, Ihsan [1 ]
Khan, Sumair [3 ]
Asad, Muhammad [1 ]
Jhangiri, Zahid Mehmood [1 ]
Khan, Uzair [1 ]
机构
[1] COMSATS Univ Islamabad, Dept Elect & Comp Engn, Abbottabad Campus, Abbottabad, Pakistan
[2] Mirpur Univ Sci & Technol, Fac Engn, Mirpur 10250, Ajk, Pakistan
[3] COMSATS Univ Islamabad, Dept Comp Sci, Abbottabad Campus, Abbottabad, Pakistan
关键词
Fixed-lag smoothing; Interactive multiple model; Maneuvering target; Interception; Root-mean-square error; Hit error; ALGORITHM; FILTER;
D O I
10.1007/s40998-019-00259-7
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
In this work, an improved interactive multiple model-based smoothing algorithm is proposed for tracking and interception of a maneuvering target. The smoothed states are obtained at some past scan (k - N), but the target interception happens at the current scan. This helps to obtain the real-time benefits of the smoothing. Fixed-lag smoothing interactive multiple model algorithm is employed to follow the target more precisely. Real-time benefit of smoothing is used to improve the decision making in order to achieve better target interception before it reaches its desired destination. Three different simulation environments have been used to analyze the performance and validity of the proposed algorithm. The simulation results are further extended to compare each case in terms of hit error and root-mean-square error.
引用
收藏
页码:605 / 615
页数:11
相关论文
共 50 条
  • [21] Fixed lag smoothing target tracking in clutter for a high pulse repetition frequency radar
    Khan, Uzair
    Shi, Yi Fang
    Song, Taek Lyul
    [J]. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2015,
  • [22] Fixed lag smoothing target tracking in clutter for a high pulse repetition frequency radar
    Uzair Khan
    Yi Fang Shi
    Taek Lyul Song
    [J]. EURASIP Journal on Advances in Signal Processing, 2015
  • [23] A Survey of Maneuvering Target Prediction via Interactive Multiple Model
    Na, Wang
    Kun, Peng
    Yang, Li
    [J]. 2022 34TH CHINESE CONTROL AND DECISION CONFERENCE, CCDC, 2022, : 6069 - 6074
  • [24] GeoLLS: A LiDAR-based localization system with skeleton feature consistency constraint and weighted fixed-lag smoothing
    Zhang, Bing
    Shao, Xiangyu
    Wang, Yankun
    Yao, Weiran
    Sun, Guanghui
    [J]. MEASUREMENT, 2025, 245
  • [25] Finite horizon H∞ fixed-lag smoothing for time-varying continuous systems
    Zhang, HS
    Zhang, D
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2004, 51 (09) : 496 - 499
  • [26] ADAPTIVE INTERACTING MULTIPLE MODEL ALGORITHM FOR TRACKING A MANEUVERING TARGET
    MUNIR, A
    ATHERTON, DP
    [J]. IEE PROCEEDINGS-RADAR SONAR AND NAVIGATION, 1995, 142 (01) : 11 - 17
  • [27] A Novel Multiple-Model Treatment for Maneuvering Target Tracking
    Wang, Wei
    Zhou, Jie
    Qu, Xiaomei
    [J]. 2016 19TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2016, : 31 - 38
  • [28] Fixed-point, fixed-interval and fixed-lag smoothing algorithms from uncertain observations based on covariances
    Nakamori, S
    Caballero-Aguila, R
    Hermoso-Carazo, A
    Linares-Pérez, J
    [J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2004, E87A (12) : 3350 - 3359
  • [29] A message passing approach for multiple maneuvering target tracking
    Lan, Hua
    Ma, Jirong
    Wang, Zengfu
    Pan, Quan
    Xu, Xiong
    [J]. SIGNAL PROCESSING, 2020, 174
  • [30] Target tracking using Interactive Multiple Model for Wireless Sensor Network
    Vasuhi, S.
    Vaidehi, V.
    [J]. INFORMATION FUSION, 2016, 27 : 41 - 53